Every third-party Skill is treated as untrusted input until it passes source review and the CarrySkills gate.
A/B/C/D/Q ranks how much trust evidence CarrySkills has. It does not certify a Skill as safe.
Browse the complete synced catalog by category or search. Updater is only for software releases.
Choose a category to open its complete list. Search and Excel use the same synced catalog.
This list is rendered directly by WordPress. It does not need AJAX to appear.
Use UX/UI Agent Skills when Claude should generate tokens, component specs, accessibility audits, and framework-specific UI code from a repeatable design workflow.
Use Bats-core when an agent needs to turn fragile shell scripts or command-line workflows into something it can verify repeatedly after edits. The agent…
Give a coding agent symbol-aware lookup, cross-file rename, and structural edit tools before it starts making brittle text-only changes.
Give LangGraph agents memory management and search tools so they can store, retrieve, and update durable facts across sessions.
Keep Claude Code sessions grounded in prior decisions, project context, and daily handoff notes instead of starting from zero every time.
Agno is a high-performance Python framework for building, running, and managing agentic software at scale. It provides a three-layer architecture — framework, runtime, and…
AIChat is a comprehensive LLM command-line tool written in Rust that combines chat-REPL, shell command generation, RAG, AI tools, and multi-provider support into a…
Aider is an open-source AI pair programming tool that runs in your terminal, letting you collaborate with LLMs to edit code across your entire…
Amplication is an open source developer platform for generating production-ready backend services and scaffolding from a visual workflow. This skill fits agents that need…
Angular is a TypeScript-based web application platform by Google providing dependency injection, declarative templates, a powerful CLI, and comprehensive libraries for routing, forms, and…
API Client Generator Skill is built around Swagger/OpenAPI tooling. The underlying ecosystem is represented by swagger-api/swagger-ui (28,702+ GitHub stars). It gives an agent a…
Rewrite recurring code patterns with syntax-aware matching so agents can run migration codemods more safely than plain regex search and replace.
Appsmith is an open-source platform for building internal tools, dashboards, and admin panels on top of databases and APIs. It is well suited to…
ArgoCD MCP Server is built around Argo CD GitOps deployment controller for Kubernetes. The underlying ecosystem is represented by argoproj/argo-cd (22,391+ GitHub stars). It…
Astro is a modern web framework for building content-driven websites. It ships zero JavaScript by default, supports multiple UI frameworks (React, Vue, Svelte, Solid),…
Atuin replaces your existing shell history with a SQLite database that records additional context like exit codes, session IDs, working directories, and command durations.…
Use HarnessKit to inventory, audit, enable, disable, and deploy skills, MCP servers, plugins, hooks, CLIs, configs, memory, and rules across multiple coding agents.
Use Chops to discover, search, edit, and organize local or remote agent skills across Claude Code, Cursor, Codex, Windsurf, Amp, Copilot, and Aider.
AutoGen is Microsoft's open-source framework for building multi-agent systems where AI agents converse with each other and humans to solve tasks, with support for…
AWS Lambda MCP Server is built around Amazon Web Services cloud APIs. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (3,594+ GitHub stars). It gives…
AWS S3 MCP Server is built around Amazon Web Services cloud APIs. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (3,594+ GitHub stars). It gives…
The Azure CLI provides cross-platform command-line access to Microsoft Azure services for managing VMs, databases, Kubernetes, AI services, and hundreds of cloud resources with…
Use GitHub Backup when an agent needs to mirror repositories, release assets, and gists into local storage on a schedule, instead of manually exporting…
Run repeatable cross-forge repository backup jobs from one config instead of hand-scripting clone and export steps per provider.
Baserow is an open-source no-code platform for databases, automations, internal apps, and API-first workflows. It is useful when teams need spreadsheet-like data management, self-hosting,…
bat is a cat(1) clone written in Rust that adds syntax highlighting for over 200 languages, Git integration showing file modifications, automatic paging, and…
Analyzes Bazel build dependency graphs to identify bottlenecks and optimize build times. Uses the Bazel Query Language (BQL), Action Graph API, and Build Event…
A source-backed ASE skill for Beekeeper Studio, the SQL editor and database manager for Linux, macOS, and Windows. It fits workflows that need a…
Automates migration from ESLint and Prettier to Biome (formerly Rome) by parsing .eslintrc and .prettierrc configs, mapping rules to biome.json equivalents, and running biome…
Use ZCF to initialize, update, and standardize Claude Code or Codex environments with prompts, workflows, MCP services, API settings, and backups.
broot is a Rust-based terminal tool that provides a new way to see and navigate directory trees. It offers fuzzy search, file preview, git…
Bruno is an open-source, offline-first API client that stores collections as plain-text .bru files on your filesystem. It serves as a privacy-focused, git-friendly alternative…
Budibase is an open-source low-code platform for internal apps, forms, portals, and approvals. It gives agents a practical way to stand up operational tools…
Use RocketRide to compose, run, observe, and deploy portable AI pipelines from an IDE or CLI across model providers, vector stores, and agent nodes.
Use Google Agent Development Kit to define, test, evaluate, and deploy code-first Python agents with tools, sessions, HITL confirmation, and multi-agent orchestration.
Compose coding-agent primitives in Rust, including tool execution, LLM streaming, sub-agent orchestration, memory, and MCP support, as an embeddable application workflow.
Use JetBrains Koog to define typed, fault-tolerant AI agents that run inside JVM, Kotlin, backend, mobile, or browser contexts.
Use CopilotKit to add agent-native React or Angular copilots with generative UI, shared state, and human-in-the-loop workflow controls.
Use Atmosphere to build JVM agent gateways that stream over WebSocket, SSE, gRPC, WebTransport, MCP, A2A, and AG-UI with governance hooks.
Turn a repository or wiki into an interactive knowledge graph that agents and humans can search, explore, and query before implementation work.
Build and maintain a repository-local context graph so coding agents can orient inside large codebases without rediscovering the same structure every session.
Compose prompts, plugins, memory, planners, and connectors into repeatable Python, .NET, or Java agent workflows with Microsoft Semantic Kernel.
Use Strands Agents to assemble model-agnostic Python or TypeScript agent harnesses with tools, MCP, guardrails, tracing, streaming, and provider swaps.
Model Go-native agent systems with graph workflows, tool calls, memory, MCP, A2A, evaluation, and OpenTelemetry observability.
Use assistant-ui to build production React chat interfaces with reusable threads, runtimes, message components, and model/provider adapters.
Use Greensock's official gsap-scrolltrigger skill to plan, implement, and debug scroll-linked animations, pinned sections, and scrubbed storytelling without guessing at plugin setup. The agent…
Use Letta to create agents whose identity, tools, memory blocks, and conversation state persist across sessions for long-running assistant or application workflows.
Connect coding agents to Xcode build, test, simulator, and project-inspection tools through XcodeBuildMCP's MCP server or CLI.
Use pgrx when an agent needs the Rust-native extension lifecycle for PostgreSQL, including local builds, test runs, and packaging across PostgreSQL versions.
BullMQ is the fastest, most reliable Redis-based distributed queue for Node.js, Python, Elixir, and PHP. It provides priority queues, rate limiting, delayed jobs, parent-child…
Leverages Bun's built-in $ shell API (Bun.Shell) to orchestrate cross-platform shell scripts from TypeScript with tagged template literals, automatic glob expansion, and piped process…
Caddy is a fast, extensible web server written in Go that provides automatic HTTPS via Let's Encrypt and ZeroSSL. It supports HTTP/1.1, HTTP/2, and…
Record AI coding sessions next to commits so an agent can recover why code changed, resume from checkpoints, and hand off work cleanly.
Use SpecStory when valuable coding-agent decisions keep disappearing into terminal history and you need one cross-agent workflow to auto-save, search, summarize, and optionally share…
Use Changesets to manage package versioning and changelogs in monorepos and single-package repositories. Automates semver bumps, changelog generation, and npm publishing with a PR-based…
ChartDB is a web-based database diagramming editor that instantly visualizes your schema from a single SQL query. It supports AI-powered DDL export for cross-database…
chezmoi manages dotfiles across multiple machines securely using a Git-backed source-of-truth model with templates, encryption, and cross-platform support. Written in Go with 18k+ GitHub…
CI Pipeline Generator Skill is built around GitLab DevSecOps platform. The underlying ecosystem is represented by gitlabhq/gitlabhq (24,276+ GitHub stars). It gives an agent…
CircleCI MCP Server is built around CircleCI continuous integration platform. The underlying ecosystem is represented by circleci/circleci-docs (842+ GitHub stars). It gives an agent…
Run Claude Code as a one-shot MCP tool so other agents and editors can delegate coding tasks to it. An agent-in-agent orchestration bridge.
Safely audits and removes Git worktrees linked to closed GitHub or GitLab issues with a mandatory scan-confirm-execute protocol and deterministic local validation.
Use ghorg to clone or resync large sets of repositories from a GitHub user or organization for offline audit, migration prep, or bulk analysis…
Cloud Cost Analysis is built around Amazon Web Services cloud APIs. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (3,594+ GitHub stars). It gives an…
Resolve Python dependency inputs into deterministic lock files and sync environments without hand-editing transitive pins.
Reduces token burn by compressing command output and deduplicating repeated file reads before they are sent to Claude Code, Codex, Cursor, and related coding-agent…
Concurrently runs multiple commands in parallel with color-coded output, prefix labels, and process lifecycle management. With 14M+ weekly npm downloads, it is the standard…
Use the built-in JetBrains MCP server to let Codex, Claude Desktop, Cursor, VS Code, and other MCP clients inspect and operate an open IntelliJ-based…
Use ClaudeR to expose an active RStudio session to MCP-capable coding and research agents for R execution, plots, manuscript audits, and multi-agent analysis.
Run an on-device Android control loop that inspects screens and performs app actions locally for mobile automation and testing workflows.
Run a self-hosted bridge so an operator can start, resume, approve, and review Codex or Claude Code sessions from a phone or tablet.
Run Claude Code, Cursor CLI, Codex, and OpenCode sessions from a web or mobile UI when an operator needs remote access, project switching, terminal…
Convex is an open-source reactive database for app developers. Write pure TypeScript server functions with strong consistency, real-time subscriptions, and automatic caching. Self-hostable or…
Coolify is an open source self-hosted deployment platform for applications, databases, and services. This skill covers installing Coolify, connecting infrastructure over SSH, and using…
Use CompozyOS as a local-first control plane for durable agent sessions, loops, approvals, shared memory, and web/CLI/API/MCP control surfaces.
Run AionUi as a local cowork surface for coordinating built-in agents, Codex, Claude Code, OpenClaw, Gemini CLI, and other CLI agents across supervised files,…
Use Roo Code modes to plan, implement, debug, and review coding-agent work from inside VS Code while keeping edits, commands, model choices, and MCP…
Run Codex, Claude Code, OpenCode, Pi, and similar coding agents side by side in isolated worktrees, then compare, annotate, and merge the best result.
Use Ouijit to manage parallel CLI coding-agent tasks with per-task git worktrees, integrated terminals, lifecycle hooks, and sandboxed sessions.
Let Claude Code, Codex, Gemini CLI, Copilot CLI, and other terminal agents exchange messages through a shared local SQLite channel.
Use Termio's `termio sessions` CLI to list, watch, spawn, send to, read, and close sibling coding-agent sessions in one macOS project.
Use hcom to launch, message, watch, fork, and coordinate multiple terminal coding agents across Claude Code, Codex, Gemini, OpenCode, Cursor, and similar CLIs.
Run and monitor multiple coding agents from one terminal workspace, keeping panes, status, detach/reattach, and handoff context visible for operator review.
Use CCB to run Codex, Claude, Gemini, Cursor, OpenCode, and other CLI agents in a visible project workspace with configured panes, shared memory, role…
CrewAI is a lean, lightning-fast Python framework for orchestrating role-playing autonomous AI agents. It enables developers to define agents with specific roles, goals, and…
Crush is a terminal-native AI coding agent built by Charmbracelet that connects your code, tools, and workflows to any LLM. It supports multi-model switching…
Install Caveman as a Claude Code style skill when coding agents need terse, technically accurate responses that reduce output-token waste.
D2 is a modern diagram scripting language that turns text into diagrams. It compiles declarative text files into SVG, PNG, and PDF outputs with…
dbmate is a standalone, framework-agnostic database migration tool that uses plain SQL files. It supports PostgreSQL, MySQL, SQLite, ClickHouse, BigQuery, and Spanner, and works…
Use delegate-skills to discover implementer CLIs, create approved delegation lanes, dispatch bounded coding tasks, and review the returned diff before landing commits yourself.
A syntax-highlighting pager for git diff, grep, and blame output built in Rust. Provides word-level diff highlighting, side-by-side views, line numbering, and theme support…
Inspect a LaunchDarkly flag’s current state, choose the right targeting approach, apply rollout or rule changes through the LaunchDarkly MCP server, and verify the…
Use Loop Engineering to scaffold, audit, and operate repeatable coding-agent loops with explicit state, budget, readiness, and tool-specific patterns.
Desktop Commander is an MCP server that gives AI assistants terminal command execution, file system search, diff-based file editing, and process management capabilities. It…
Devbox by Jetify creates instant, isolated development environments using Nix packages. Define project dependencies in a devbox.json file, and every developer gets identical toolchains…
Devcontainer Setup Agent is built around Docker container platform. The underlying ecosystem is represented by moby/moby (active GitHub adoption). It gives an agent a…
Generates dev container specifications with feature composition and lifecycle hooks. Uses the Dev Container Specification API, OCI feature registry, and devcontainer CLI for container-based…
Install Power BI and Microsoft Fabric plugins so Claude Code can author, validate, and review PBIP, TMDL, DAX, reports, semantic models, and related project…
A fast, declarative, and reproducible developer environment tool built on Nix. devenv lets teams define project dependencies, services, scripts, and language toolchains in a…
Dioxus is a fullstack app framework for Rust that enables building cross-platform applications for web, desktop, and mobile from a single codebase. With an…
Dive is a CLI tool for exploring Docker image layers, analyzing file system changes, and estimating wasted space. It helps developers optimize container image…
Docker Compose Generator Skill is built around Docker container platform. The underlying ecosystem is represented by moby/moby (71,560+ GitHub stars). It gives an agent…
Manages multi-service Docker Compose environments using the Compose V2 Go API and Docker Engine SDK. Handles health checks, dependency ordering, and rolling updates.
Parses docker-compose.yml files using PyYAML and generates interactive dependency graphs with Graphviz and D3.js. Shows port mappings, volume mounts, network topology, and health check…
Analyzes Docker Compose configurations for security, networking, and resource optimization using the Docker Engine API and Compose specification parser. Detects misconfigurations and dependency issues.
Builds multi-service Docker Compose stacks using Docker Engine SDK for Python with automatic health check configuration and network isolation. Validates compose files against the…
Docker MCP Server is built around Docker container platform. The underlying ecosystem is represented by moby/moby (71,560+ GitHub stars). It gives an agent a…
Dockge is a self-hosted Docker Compose stack manager with a reactive web UI for managing compose.yaml files. Created by Louis Lam (author of Uptime…
Docusaurus is an open-source static site generator built with React, developed and maintained by Meta. It enables teams to build, deploy, and maintain documentation…
Dokku is a self-hosted Platform-as-a-Service built on Docker that provides Heroku-like git-push deployment on your own infrastructure. With 32,000+ GitHub stars, it supports buildpacks,…
Analyze staged changes, scan for sensitive content, draft Conventional Commit messages, prepare PR text, and update changelog entries in a guarded commit-and-release communication workflow.
Use Rmux to create and automate cross-platform terminal sessions for agent CLIs, with tmux-compatible commands, typed SDKs, web sharing, and Claude Code teammate mode.
Drizzle ORM is a lightweight TypeScript ORM that provides type-safe SQL schema declarations, relational and SQL-like query builders, and automatic migration generation. At only…
duf is a modern disk usage/free utility written in Go that provides a polished, colorful terminal output for mounted filesystems. It replaces the traditional…
A more intuitive version of the du command, written in Rust. dust instantly visualizes which directories consume the most disk space using colored proportional…
DynamoDB Manager is built around Amazon DynamoDB NoSQL database. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (3,594+ GitHub stars). It gives an agent a…
Add sandboxed code execution to any MCP-compatible AI client. E2B gives agents access to secure, internet-connected Linux environments for running Python, JavaScript, and shell…
ElectricSQL is a read-path sync engine for PostgreSQL that handles partial replication, data delivery, and fan-out. It syncs data out of Postgres in real…
Use the Claude Agent SDK for Python when an existing script or service needs to delegate scoped repo work to Claude Code and consume…
Use Ring to load curated engineering skills and specialist agents for TDD, systematic debugging, code review, product planning, and technical writing across supported agent…
esbuild is an extremely fast JavaScript and TypeScript bundler written in Go that delivers 10-100x faster build times than traditional tools like webpack. It…
ESLint Code Review is built around ESLint static analysis for JavaScript and TypeScript. The underlying ecosystem is represented by eslint/eslint (27,186+ GitHub stars). It…
Generates custom ESLint rules from natural language descriptions using the ESLint RuleTester API and AST selectors. Integrates with typescript-eslint parser for TypeScript-aware linting.
Use Gortex to index one or more repositories into a local code graph and expose symbol, call-chain, blast-radius, review, and refactoring tools through MCP,…
Use Defuddle when an agent needs clean, metadata-rich article text or Markdown from noisy web pages before summarizing, indexing, or archiving them.
Watch Claude Code, Codex CLI, Cursor, or OpenCode sessions, extract durable project memory, and keep it locally as reusable markdown.
A modern, maintained replacement for the ls command, written in Rust. eza provides colorized output, Git integration, tree views, symlink awareness, and extended attribute…
Fabric is an open-source framework for augmenting humans using AI. It provides a modular system of crowdsourced prompt patterns that solve specific problems—from summarizing…
FastMCP is the standard Python framework for building Model Context Protocol servers, clients, and applications. It provides automatic schema generation, transport negotiation, and protocol…
A fast and user-friendly alternative to the find command, written in Rust. fd provides intuitive syntax, regex and glob support, colorized output, parallel execution,…
files-to-prompt by Simon Willison concatenates an entire directory of files into a single prompt for use with LLMs. It supports file extension filtering, gitignore-aware…
Use Better Icons when an agent needs to search icon sets, compare matches, and return the exact SVG asset needed for a UI task.…
Scan large directory trees for duplicate or under-replicated files, then review grouped results before cleanup actions.
fonttools is a comprehensive Python library for manipulating font files, including TrueType, OpenType, WOFF, and WOFF2 formats. It includes the TTX tool for converting…
Run a self-hosted terminal agent or custom Pydantic AI harness that can branch a coding or research run, test isolated alternatives, and merge the…
fq is a command-line tool that brings jq-style querying to binary formats. It decodes, inspects, and transforms media containers, executables, packet captures, and dozens…
Freeze by Charmbracelet generates polished PNG and SVG images of code snippets and terminal output. It supports syntax highlighting for over 200 languages, configurable…
Fresh is a next-generation web framework built for Deno that uses island-based client hydration, ships zero JavaScript to the client by default, and provides…
Practical frontend design guidance for landing pages, dashboards, and UI implementation work.
fzf is a general-purpose command-line fuzzy finder written in Go. It works as an interactive filter for any list — files, command history, processes,…
Use Caliber when agent-facing repo instructions have started drifting from the actual codebase and you want one workflow to audit, generate, review, and keep…
Use gpt-engineer when an agent/operator needs to turn a prompt file into a local project scaffold, inspect the generated code, and run a supervised…
Ghostty is a fast, feature-rich, cross-platform terminal emulator that uses platform-native UI and GPU acceleration. Created by Mitchell Hashimoto, it provides a native experience…
Automates git bisect workflows with custom test scripts and CI pipeline integration. Uses the Git CLI and GitHub Actions API to identify regression-introducing commits…
Analyzes Git repository branch topology using libgit2 bindings and git-log parsing. Identifies stale branches, merge conflicts, and divergence points via the GitHub GraphQL API.
Analyzes git diffs using libgit2 and radon to compute cyclomatic complexity changes per function. Flags complexity regressions in pull requests with inline GitHub review…
Automatically generates fixup commits by analyzing staged changes and matching them to the correct ancestor commits. A Rust port of Facebook's hg absorb that…
git-cliff generates changelog files from Git history using conventional commits and regex-powered custom parsers. Written in Rust, it provides highly customizable templates via a…
GitButler is a modern Git client built in Rust and Svelte that introduces virtual branches, allowing developers to work on multiple branches simultaneously without…
GitHub Copilot is an AI pair programmer providing real-time code suggestions, multi-line completions, and chat-based assistance in VS Code, JetBrains, Neovim, and the CLI…
GitHub's official Model Context Protocol (MCP) server that connects AI agents, assistants, and chatbots directly to GitHub's platform. Enables natural language repository management, code…
A complete, idiomatic Git implementation written in pure Rust, providing both a library (gix crate) for building Git-powered applications and CLI tools for repository…
A fast terminal user interface for Git inspired by Emacs Magit, written in Rust. gitu provides keyboard-driven staging, committing, rebasing, stashing, and branch management…
GitUI is a fast terminal-based user interface for Git written in Rust. It provides keyboard-driven staging, committing, branching, stashing, and log browsing with async…
Install CocoIndex Code as a skill, plugin, CLI, or MCP server so coding agents can initialize, update, and query local AST-backed semantic code indexes.
Use Memanto to add local or cloud-backed persistent memory to Claude Code, Cursor, Codex, and other coding agents through remember, recall, answer, upload, and…
Use AgentMemory to run a persistent memory service that lets coding agents recall project context, prior decisions, and reusable session knowledge.
Initialize and maintain a repo-native Markdown memory layer so coding agents preserve durable decisions, requirements, constraints, and rationale across sessions.
Use Encore's AI integration and built-in MCP server so an agent can inspect service architecture, query local resources, call APIs, and analyze traces while…
Use SWE-ReX when a coding agent needs a consistent runtime interface for local, containerized, or remote shell sessions with command output, exit codes, interactive…
Expose LSP-backed definition, reference, rename, and diagnostic tools to MCP clients so coding agents can inspect code semantics before editing.
Connect Claude, Codex, Cursor, ChatGPT, or any MCP-capable client to a local-first Markdown knowledge graph so agents can write, search, and reuse project context…
Add opencode-mem to OpenCode so coding sessions can store, search, and reuse project memories through a local SQLite and vector index.
Use rails-ai-context to expose a running Rails app's schema, routes, models, controllers, conventions, and test patterns through MCP tools so coding agents verify before…
Connect coding agents to a shared Stash knowledge base so sessions, files, pages, and team context can be searched, cited, updated, and reused across…
Glow is a terminal-based markdown reader by Charm that renders markdown files with syntax highlighting, word wrapping, and styled formatting directly in the CLI.…
The Google Cloud CLI provides command-line access to 200+ GCP services including Compute Engine, Cloud Run, GKE, BigQuery, and Vertex AI for resource management,…
An open-source, extensible AI agent from Block (formerly Square) that goes beyond code suggestions to install packages, execute commands, edit files, and run tests.…
gptme is an open-source Python framework for running LLM-powered agents in your terminal with access to shell commands, file editing, browser control, Python execution,…
grex is a command-line tool and library that automatically generates regular expressions from user-provided test cases. Written in Rust with Python bindings, it produces…
Griptape is a modular Python framework for building AI agents and workflows with chain-of-thought reasoning, tools, and memory. It provides Agents, Pipelines, and Workflows…
Like cURL but for gRPC servers. A command-line tool for interacting with gRPC services using server reflection or proto files, supporting unary calls, streaming,…
Gum by Charmbracelet is a tool for building glamorous shell scripts. It provides configurable terminal UI components (choose, confirm, input, filter, spin, table, format)…
Use claudex-loop when a Claude Code operator should lock intent, stress-test a plan with Codex, and cross-inspect the final build before approving risky work.
Helix is a post-modern terminal-based modal text editor written in Rust. It features built-in language server protocol (LSP) support, smart syntax highlighting and code…
Hono is a small, simple, and ultrafast web framework built on Web Standards. It runs on any JavaScript runtime including Cloudflare Workers, Deno, Bun,…
Hoppscotch is a lightweight, open-source API development platform that serves as an alternative to Postman and Insomnia. It supports REST, GraphQL, WebSocket, SSE, MQTT,…
HTTPie is a modern, user-friendly command-line HTTP client designed for testing, debugging, and interacting with APIs and HTTP servers. It provides an intuitive syntax…
Hugging Face Transformers provides 400,000+ pretrained models for NLP, computer vision, audio, and multimodal tasks with a unified API across PyTorch, TensorFlow, and JAX…
Huh by Charmbracelet is a Go library for building interactive forms and prompts in the terminal. It supports input fields, selects, multi-selects, text areas,…
Hurl is a command-line tool for running and testing HTTP requests defined in plain text files. Built on libcurl, it supports chaining multiple requests,…
Benchmark command-line programs with statistical rigor using Hyperfine. Performs warmup runs, detects outliers, exports results in JSON/CSV/Markdown, and supports parameterized benchmarks for comparison.
Use AtlasMemory when an agent keeps losing repo context and needs indexed, evidence-linked answers with file and line anchors instead of re-reading the whole…
Use Code Context Engine to index a repository and expose token-efficient code search to Claude Code, Codex, Cursor, Gemini CLI, Copilot, OpenCode, and other…
Use Socraticode to give coding agents a local codebase-intelligence layer for semantic search, dependency graphs, impact analysis, and call-flow investigation.
Use MCP Inspector when you need to launch an MCP server, inspect its tools and resources, exercise calls manually, and troubleshoot transport or schema…
Use one manifest to reproduce agent setup across repositories so skills, prompts, plugins, and config stop drifting from machine to machine.
Use claude-code-skills-zh to install Chinese-language Claude Code skills for repeatable code review, README writing, API testing, refactoring, dependency auditing, and performance profiling workflows.
Add Claude Forge's agents, slash commands, skills, and hooks to Claude Code when a coding task needs repeatable planning, review, and adversarial verification loops.
Review and install only the Claude Night Market plugins needed for a specific Claude Code workflow, such as PR prep, code review, TDD gates,…
Use add-mcp when an agent needs to roll out, list, remove, or synchronize MCP server configs across multiple coding clients instead of hand-editing each…
Add Codex commands, skills, hooks, diagnostics, and sub-agent roles for deep repository initialization, planning, execution, and evidence-backed completion.
Jenkins MCP Server is built around Jenkins automation server. The underlying ecosystem is represented by jenkinsci/jenkins (25,122+ GitHub stars). It gives an agent a…
Jira Advanced Query Agent is built around Jira issue tracking platform. It gives an agent a more technical and reliable way to work with…
Jujutsu (jj) is a powerful Git-compatible version control system that reimagines VCS workflows with automatic rebasing, first-class conflict tracking, and operation-log undo. Built in…
Just is a command runner written in Rust that provides a convenient way to save and run project-specific commands. It uses a justfile syntax…
A modern open-source load testing tool from Grafana Labs, written in Go with JavaScript scripting. Enables developers to write performance tests as code, run…
K9s is a terminal-based UI for managing Kubernetes clusters, providing real-time observation of resources, log tailing, pod shell access, and cluster navigation. Written in…
Install and maintain a shared .agent layer so coding agents can carry memory, skills, protocols, dashboards, and bounded loop contracts across multiple agent harnesses.
Use Haft when an agent needs source-backed decision framing, comparison, authorization records, and stale-evidence checks across supported coding-agent hosts.
KrakenD is an ultra-high performance, stateless, declarative API Gateway written in Go. It helps adopt microservices architecture with content aggregation, rate limiting, security policies,…
Runs kubectl describe pod, kubectl logs --previous, and kubectl get events to diagnose CrashLoopBackOff and OOMKilled pods. Parses container exit codes, resource limits, and…
LangChain MCP Server is built around LangChain framework for LLM applications. The underlying ecosystem is represented by langchain-ai/langchainjs (17,321+ GitHub stars). It gives an…
A verified skill for LangGraph.js, the graph-based orchestration framework from LangChain. It focuses on controllable agents, persistence, streaming, and deployment entry points.
LazyDocker is a terminal UI for Docker and Docker Compose that provides container management, log viewing, resource monitoring, and image inspection through a keyboard-driven…
A simple terminal user interface for git commands built with Go. lazygit provides interactive staging, rebasing, conflict resolution, and branch management through an intuitive…
Lefthook is a fast, dependency-free Git hooks manager written in Go that runs pre-commit, pre-push, and custom hook commands in parallel. It integrates with…
libSQL is an open-source, open-contribution fork of SQLite by Turso that adds embedded replicas, server mode, and WebAssembly UDFs. This skill enables agents to…
Linear Issue Manager is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (20,335+ GitHub stars). It gives an agent a…
Use Open Agent Hub to install, link, and enable reusable skills, agent roles, and slash commands across Claude Code, Codex, Cursor, Gemini, Trae, and…
Lip Gloss by Charmbracelet is a Go library that brings CSS-like declarative styling to terminal UIs. With 11,000+ GitHub stars, it provides expressive color…
Litestream is a streaming replication tool for SQLite databases that continuously replicates changes to S3, Azure, GCS, SFTP, or local storage. Written in Go…
llama.cpp is a high-performance C/C++ implementation for running LLM inference across diverse hardware. It supports GGUF model quantization, GPU acceleration on NVIDIA/AMD/Apple Silicon, and…
llamafile by Mozilla bundles open-source LLMs into a single portable executable that runs locally on macOS, Windows, Linux, and BSD with zero installation. It…
LlamaIndex Agent is built around LlamaIndex framework for LLM data access. The underlying ecosystem is represented by run-llama/llama_index (47,942+ GitHub stars). It gives an…
LlamaIndex MCP Server is built around LlamaIndex framework for LLM data access. The underlying ecosystem is represented by run-llama/llama_index (47,942+ GitHub stars). It gives…
Automates LLDB debugging sessions with scripted breakpoint management and expression evaluation. Uses the LLDB Python SB API (lldb.SBDebugger, SBTarget, SBProcess) for programmatic debug control.
LLM is a Python CLI tool and library by Simon Willison for accessing OpenAI, Anthropic Claude, Google Gemini, Meta Llama, and dozens of other…
LobeHub is an open-source multi-agent chat platform supporting 50+ LLM providers, MCP plugin marketplace, knowledge base management, and multi-agent collaboration. It serves as a…
lsd (LSDeluxe) is a modern rewrite of the classic ls command written in Rust, adding color coding, file-type icons via Nerd Fonts, tree view,…
Use mex when coding agents need a versioned project wiki, code graph, routed context, and drift checks instead of rediscovering a repo every session.
Parses GNU Makefiles using pymake and builds complete dependency DAGs. Detects circular dependencies, unreachable targets, missing prerequisites, and generates optimal parallel build orderings.
Use CC Switch to keep provider profiles, MCP servers, prompts, skills, sessions, and usage tracking consistent across Claude Code, Codex, Gemini CLI, OpenCode, and…
Use CAPA to declare coding-agent skills, rules, tools, MCP servers, sub-agents, and plugins once in capabilities.yaml, then install native provider files across Cursor, Claude…
Use Claude Code Tools when an operator needs installable CLI utilities, hooks, skills, and plugins for session management, tmux control, context handling, local safety…
Use Agentfiles when an operator wants to browse, create, edit, install, and audit skills, commands, agents, rules, memories, and coding-session artifacts across multiple AI…
Use Skills Manager when an operator needs one auditable library for installing, inspecting, tagging, syncing, backing up, and deploying agent skills across many coding…
Use Agent Deck when an operator needs one keyboard-first terminal to monitor, switch, fork, sandbox, and organize many coding-agent sessions instead of juggling tabs,…
Run Claude Code, Codex CLI, Gemini CLI, Cursor Agent, Copilot CLI, Cline CLI, OpenCode, Kimi CLI, and related coding assistants from one worktree-aware terminal…
Use Agent of Empires to launch, monitor, sandbox, resume, and review multiple coding-agent sessions from a TUI or web dashboard.
Use smartlog, restack, undo, and sync commands to keep stacked commit workflows reviewable without juggling throwaway branches.
Mastra is an open-source TypeScript framework for building AI-powered applications and agents. Created by the team behind Gatsby, it provides model routing across 40+…
mcfly is a Rust-based shell history search tool that uses a small neural network to prioritize commands based on context. It replaces Ctrl+R with…
mdBook is a command-line utility for creating online books from Markdown files. Built in Rust and maintained by the Rust project, it powers The…
Official Model Context Protocol server that connects LLMs to Meilisearch for lightning-fast search, index management, and document operations via natural language. Enables AI agents…
Use mise (mise-en-place) to manage development tool versions, environment variables, and task running from a single configuration file. Replaces asdf, nvm, pyenv, rbenv, and…
Mitosis lets you write UI components once and compile them to React, Vue, Angular, Svelte, Solid, Qwik, and more. Built by Builder.io, it enables…
mkcert is a zero-configuration CLI tool by Filippo Valsorda that creates locally-trusted development certificates. It automatically installs a local CA in the system root…
MkDocs is a fast, simple, and elegant static site generator designed for building project documentation from Markdown files. Configured with a single YAML file,…
Mockoon is the fastest way to run mock REST APIs locally. It provides a desktop application and a CLI for creating mock API servers…
Mods is a CLI tool by Charmbracelet that pipes stdin directly to large language models. It enables AI-powered text processing, code review, commit message…
MongoDB MCP Server is built around MongoDB document database. The underlying ecosystem is represented by mongodb/node-mongodb-native (10,180+ GitHub stars). It gives an agent a…
Use ClawMetry when an operator needs a local dashboard for agent sessions, token spend, tool calls, alerts, and governance across multiple runtimes.
MySQL Query Agent is built around MySQL relational database. The underlying ecosystem is represented by sidorares/node-mysql2 (4,348+ GitHub stars). It gives an agent a…
Deploys an n8n workflow via the n8n REST API using the GitHub Trigger node to capture new issue events and transform them into Jira…
An interactive cheatsheet tool for the command line that lets you browse through commands and fill in argument values. Written in Rust with fuzzy…
NestJS is a progressive Node.js framework built with TypeScript, inspired by Angular. It provides dependency injection, modular architecture, and supports REST, GraphQL, WebSockets, and…
Parses nginx error.log and access.log files using pattern matching for 5xx status codes, upstream timeouts, and SSL handshake failures. Correlates error spikes with nginx…
Nitro is a universal server framework from the UnJS ecosystem that lets you build and deploy web servers to any JavaScript runtime — Node.js,…
Generates reproducible Nix flake configurations with devShell environments and package overlays. Uses the Nix Flakes API, nixpkgs lib functions, and flake-utils for cross-platform builds.
NocoBase is the most extensible open-source no-code/low-code platform for building business applications. It features a data model-driven architecture, AI employee integration, plugin system, and…
Notion Workspace Agent is built around Notion workspace and database platform. The underlying ecosystem is represented by makenotion/notion-sdk-js (5,562+ GitHub stars). It gives an…
Audits NPM packages using the NPM Registry API with dependency tree resolution and vulnerability scanning via OSV.dev API. Generates SBOM in CycloneDX format and…
A modern shell that treats all input as structured data rather than plain text streams. Nushell provides built-in support for JSON, YAML, TOML, CSV,…
Nuxt is a Vue.js meta-framework providing server-side rendering, static site generation, file-based routing, auto-imports, and a powerful module system for building performant full-stack web…
Obsidian Vault Manager is built around HashiCorp Vault secrets platform. The underlying ecosystem is represented by hashicorp/vault (35,266+ GitHub stars). It gives an agent…
Ollama runs large language models locally with a simple CLI and REST API. It supports hundreds of open models including Llama, Gemma, Qwen, and…
onefetch is a Rust CLI tool that displays project information and code statistics for Git repositories directly in the terminal. It detects languages, shows…
Open Interpreter lets LLMs run code locally (Python, JavaScript, Shell, and more) through a ChatGPT-like terminal interface. It provides a natural-language interface to your…
Open WebUI is an extensible, feature-rich, and user-friendly self-hosted AI platform designed to operate entirely offline. It supports various LLM runners like Ollama and…
The OpenAI Agents SDK is a lightweight Python framework for building multi-agent workflows. It supports 100+ LLMs, provides built-in guardrails, handoffs between agents, MCP…
OpenAI MCP Server is built around OpenAI API platform. The underlying ecosystem is represented by openai/openai-node (10,761+ GitHub stars). It gives an agent a…
OpenAPI Generator turns OpenAPI specs into client SDKs, server stubs, docs, and config. It is a practical fit when you need repeatable API scaffolding…
Validates and lints OpenAPI 3.0/3.1 specifications using Spectral CLI rules and the Swagger Parser library. Detects breaking changes between spec versions and generates migration…
An open-source terminal-native AI coding agent written in Go that supports 75+ LLMs including Claude, GPT, Gemini, and local models. Provides file editing, code…
OpenMeter is an open-source platform for usage metering, entitlements, and billing workflows. It is useful when you need to track API or AI usage…
OpenTofu is an open-source infrastructure as code tool that lets you declaratively manage cloud and on-premises resources. A CNCF project and community-driven fork of…
Run gptme as a terminal-first autonomous agent that can edit files, execute commands, browse the web, and keep local project context.
Give Emacs users one workflow layer for Codex, Claude Code, Gemini CLI, Cursor CLI, opencode, and other coding-agent backends.
Use Darwin Skill to evaluate, improve, test, and keep or roll back changes to a single agent SKILL.md with a validation-gated, human-reviewed optimization loop.
Use Jumbo Context when coding agents need local goal state, project memory, session continuity, and context packets that travel across Claude, Codex, Copilot, and…
Use Maestro Flow when a coding operator wants intent-driven planning, execution, verification, review, retry, and long-running multi-agent loops from one workflow surface.
Use Kandev when an operator needs to plan, run, isolate, review, and ship multiple coding-agent tasks through a controlled kanban and pipeline workspace.
Use Wmux to fan out Claude Code, Codex, Gemini, and other agent CLIs across native Windows panes, isolated worktrees, approval gates, durable channels, and…
Use this skill when an agent needs to regenerate a typed API client from an OpenAPI spec, keep fetch clients aligned with backend schema…
Scans npm, PyPI, and Go module dependencies for known vulnerabilities using the OSV.dev API and GitHub Advisory Database. Generates SBOM reports in CycloneDX format.
pastel is a command-line tool for generating, analyzing, converting, and manipulating colors. Built in Rust by the creator of bat, fd, and hyperfine, it…
pdfcpu is a Go-based PDF processing library and CLI tool that handles validation, optimization, merging, splitting, watermarking, encryption, and form filling. It provides a…
pdfme is an open-source TypeScript and React library for generating PDFs programmatically. It includes a WYSIWYG template designer, PDF viewer, and CLI tools for…
Keep searchable long-term memory for coding agents in a local SQLite store and expose it through MCP when sessions keep forgetting prior decisions, conventions,…
pgcli is an interactive PostgreSQL CLI with context-aware autocompletion, syntax highlighting, and multi-line query editing. Part of the dbcli project with 13k+ GitHub stars,…
pgroll is an open-source CLI tool by Xata that performs zero-downtime, reversible schema migrations for PostgreSQL. It uses the expand-and-contract pattern to keep old…
A blazing-fast, cross-platform package manager and workflow tool written in Rust. Pixi builds on the Conda ecosystem to provide reproducible, multi-language dependency management with…
Install a Claude Code skill that learns a user's social voice, builds a 14-day content calendar, drafts posts, and publishes only after explicit confirmation.
Plandex is an open-source terminal-based AI coding agent designed for large projects and complex tasks. It handles up to 2M tokens of context, uses…
Generates Playwright test suites from natural language descriptions using the Playwright Test API. Supports cross-browser testing with Chromium, Firefox, and WebKit via BrowserContext fixtures.
pnpm is a fast, disk space efficient package manager for Node.js that uses a content-addressable storage and hard links to deduplicate dependencies. With over…
PocketBase is an open-source Go backend that ships as a single portable executable. It includes an embedded SQLite database with realtime subscriptions, built-in file…
Podman is a daemonless container engine for developing, managing, and running OCI containers on Linux, Mac, and Windows. It provides a Docker-compatible CLI interface…
Postgres MCP Pro is an open-source MCP server that provides AI agents with PostgreSQL database health analysis, index tuning recommendations, query plan optimization, schema…
Optimizes PostgreSQL queries using EXPLAIN ANALYZE output parsing with pg_stat_statements extension data. Suggests index creation via HypoPG hypothetical index simulator and validates query plans…
Executes EXPLAIN ANALYZE BUFFERS on slow PostgreSQL queries and parses the plan tree for sequential scans, nested loop joins, and sort spills. Integrates with…
A modern, open-source HTTP client built as a terminal UI application. Posting provides a Postman-like experience entirely in the terminal, with keyboard-centric workflows, environment…
Gives coding agents a repeatable file-backed planning workflow using task_plan.md, findings.md, and progress.md so long-running work survives /clear, compaction, crashes, and handoffs.
Use Claude Mem to capture Claude Code sessions, compress the useful context, and re-inject relevant memory so future coding-agent runs start with project-specific continuity.
Use Context Mode when a coding agent keeps burning context on large tool outputs or loses its place after compaction. It wraps tool-heavy workflows…
Render an AI coding agent's plan as an interactive flowchart so a human can inspect dependencies, attach context, choose branches, and approve execution before…
A modern replacement for ps written in Rust. procs provides colorized, human-readable process listings with multi-column keyword search, TCP/UDP port display, Docker container names,…
Bootstrap Rust-based command-line tools in CI, containers, and ephemeral workspaces by preferring published binaries over repeated source builds.
Pulumi MCP Server is built around Pulumi infrastructure as code platform. The underlying ecosystem is represented by pulumi/pulumi (24,917+ GitHub stars). It gives an…
Records and replays Chrome DevTools Protocol (CDP) sessions via Puppeteer's CDPSession API, captures Network, Performance, and Accessibility domain events, and exports HAR-compatible traces for…
PydanticAI is an AI agent framework built by the Pydantic team that brings FastAPI-style ergonomics to GenAI development. It provides type-safe, model-agnostic agent construction…
Generate strongly-typed models and serializers from JSON, JSON Schema, TypeScript, and GraphQL queries in 20+ programming languages. quicktype turns sample data into production-ready type…
Use VCR.py when an agent needs to turn flaky, slow, or rate-limited Python tests into stable runs by recording real HTTP interactions once and…
Redis MCP Server is built around Redis in-memory datastore. The underlying ecosystem is represented by redis/redis (73,523+ GitHub stars). It gives an agent a…
Redocly CLI is an all-in-one OpenAPI utility that lints, validates, bundles, and generates documentation from API descriptions. It supports OpenAPI 3.2, 3.1, 3.0, Swagger…
Use OMNI to distill noisy terminal output before coding agents read it while preserving recoverable raw logs for exact follow-up inspection.
Use rtk when an agent keeps wasting context on noisy shell output from large repos and you need smaller command responses before the model…
Connect coding agents to a Token Savior MCP server for structural code navigation, persistent recall, compact command output, and token-aware project context reuse.
Generates comprehensive test suites for regular expressions using Hypothesis property-based testing and re2 for safe evaluation. Creates positive/negative test cases, edge cases, and ReDoS…
Use jsonrepair when an agent receives JSON-like output that is almost valid but still breaks parsers, such as trailing commas, missing quotes, or concatenated…
Repomix packs an entire code repository into a single AI-friendly file optimized for LLM consumption. It provides token counting, security scanning via Secretlint, Tree-sitter-based…
Restic is a fast, secure, and efficient backup program supporting local, SFTP, S3, Azure, GCS, and many other storage backends. Written in Go with…
ripgrep (rg) is a line-oriented search tool that recursively searches directories for regex patterns while respecting .gitignore rules. Written in Rust, it outperforms grep,…
Run Claude Code through Claude Code Router to route coding-agent requests by task, provider, or model while preserving terminal workflows and adding provider-specific transformations.
Run a local proxy that lets Codex and Claude Code use configured LLM providers, routed models, and account pools while keeping the normal coding-agent…
Use Gemini MCP Tool to let MCP-capable coding agents delegate large file and codebase analysis to Gemini or Antigravity CLI without leaving the agent…
Design RouterBase model routing policies for AI agents, including primary model selection, fallback chains, latency budgets, cost controls, rollout checks, and provider-specific capability notes.
Rspack is a blazing-fast JavaScript bundler written in Rust with full webpack API compatibility. It provides drop-in webpack replacement with dramatically faster build times,…
Execute repository-stored HTTP request files from the command line so API smoke tests, assertions, and environment-driven checks can run without a GUI client.
Use dev-3.0 to turn coding-agent work into isolated Kanban tasks with git worktrees, tmux sessions, live previews, multi-agent launches, and review handoff.
Use Claude Sidebar when an operator wants Claude Code, Codex, or another agent CLI available as terminal tabs inside an Obsidian vault with file…
Put pctx between agents and tools so MCP servers and custom tools can run through a code-oriented execution layer instead of one-off tool calls.
Use Notebook Intelligence to add chat, inline edit, autocomplete, MCP tools, Claude Code mode, and coding-agent launchers directly inside JupyterLab.
Launch supported coding agents in Docker, collect local metrics and HTTP traces, and compare their runs in a built-in dashboard.
Use ToolHive to install, isolate, update, and govern MCP servers so agents connect to a predictable local or Kubernetes-backed tool surface instead of a…
Add Axiom's Apple OS skills, agents, and commands so coding assistants can diagnose Xcode builds, Swift issues, crashes, logs, UI flows, and performance traces.
Deploy an internal coding agent that accepts tasks from GitHub, Slack, or Linear, runs them in isolated sandboxes, and opens pull requests automatically.
Use Autoprompt when an operator wants a coding agent to turn one goal into a planned, delegated, reviewed, and verified execution loop across supported…
Use CodeWhale as a local terminal coding agent for repository edits, test repair, provider-switched sessions, approval-gated commands, MCP tools, skills, and hooks.
Launch coding agents such as Claude Code, Gemini, or Codex in clean sandboxed sessions with redaction and run observability.
Turns repeatable AI work into versioned YAML pipelines that can call Claude Code, Codex, Gemini CLI, Kimi Code, API models, tools, files, worktrees, and…
Use dsh-cc-tui to run DeepSeek Harness coding-agent sessions from a full-screen terminal with live activity, context meters, session rewind, presets, model switching, file mentions,…
Use Reasonix when an operator wants a persistent terminal coding agent tuned for DeepSeek-style prefix caching, project memory, MCP-compatible plugins, and reviewable code-edit runs.
Orchestrate parallel CLI coding agents in isolated git worktrees with reproducible scheduling, gates, replay journals, and optional tamper-evident audit receipts.
Adds deterministic SQL analysis, dbt-aware tooling, warehouse metadata, lineage, and test-generation workflows underneath Claude Code, Codex, or terminal-driven agent sessions.
Use Genie to turn a vague coding request into Claude Code brainstorm, wish, work, and review loops backed by markdown plans and local SQLite…
Execute large parallel object-store operations from command files or shell pipelines when agents need speed and repeatability beyond basic aws s3 loops.
Use Pi when an operator needs a local coding-agent CLI with explicit sandboxing, provider setup, and reviewable session artifacts.
Use SmallCode as a terminal-native coding agent for 8B-35B local models, with budget-managed context, forgiving tool parsing, TODO-driven planning, and patch-based edits.
Give coding agents isolated browser spaces that can use real logged-in state while the operator keeps normal tabs separate and reviewable.
Use LongHorizon-Harness to keep Claude Code, Codex, DeepSeek Harness, or custom agent backends working through long GUI and CLI tasks with verified state, role…
Install and operate Oh My OpenAgent as a reusable coding-agent harness for long-running, multi-model development sessions across agent clients.
Use OpenClaude when a repository task needs one terminal-first coding-agent workflow that can switch across cloud, local, Codex OAuth, MCP, slash commands, file tools,…
Use jcode as a local coding-agent harness for long-running, multi-session repository work with custom provider and memory configuration.
Use Kilo Code as an open-source coding agent across VS Code, JetBrains, CLI, cloud runs, and trusted CI workflows with custom agents, MCP tooling,…
Use Qwen Code as a repeatable terminal coding agent: install the CLI, authenticate a provider, run interactive or delegated coding sessions, and connect skills,…
Use AgentSys to install and run structured coding-agent pipelines for task discovery, delivery preparation, drift checks, review, release, and shipping.
Install a .NET skill and agent pack for C#, ASP.NET Core, Aspire, EF Core, Akka.NET, testing, performance, and quality-gate workflows.
Use FuXi when an operator wants a terminal coding agent to edit code, run commands, drive tools, and verify changes with cost-aware routing across…
Dispatch long-running coding work to background agents, check progress later, and pull reviewed outputs back into the main repo flow instead of babysitting one…
Give coding agents React Native-specific build, upgrade, GitHub Actions, and troubleshooting guidance instead of treating mobile work like generic web development.
Use hax as a lightweight terminal-native coding agent for local-model, provider-backed, or Unix-composed code workflows where low overhead and inspectable transcripts matter.
Use IronClaw Reborn as a secure local agent runtime for model-routed CLI, REPL, and WebUI sessions with explicit state, policy, storage, and secret boundaries.
Use Codeman to supervise persistent Claude Code, Codex, OpenCode, and Gemini CLI sessions through a self-hosted web dashboard with live terminals and API controls.
Use OpenHands to run supervised software-engineering agents that inspect repositories, edit code, execute commands, and return reviewable implementation evidence.
Use Ouroboros when a coding agent should turn a vague request into a replayable spec, execute it across supported runtimes, and pass explicit evaluation…
Use Council of High Intelligence when an agent should convene a structured panel, force disagreement, and return a decision with dissent, kill criteria, and…
Install StyleSeed skills so coding agents choose a design grammar, build UI with project-local rules, score the result, and verify rendered screens before handoff.
Use Warp as a supervised terminal workspace for running Warp Agent or external CLI agents such as Codex, Claude Code, Gemini CLI, and OpenCode…
Use Cline inside the IDE to let an agent inspect a repository, edit files, run terminal commands, use browser feedback, and pause for approval…
Use Empryo when a coding agent should map symbols, blast radius, and dependencies before making AST-backed edits across a repository.
Use GitHub Copilot CLI to plan, edit, debug, explain, and automate repository work from a terminal with GitHub context and approval controls.
Lets an agent use Gemini from the terminal to inspect repositories, edit files, run shell commands, and ground work with built-in search and local…
Create disposable E2B cloud sandboxes where agents can execute generated code, install dependencies, collect outputs, and discard state safely.
Use Pneuma Skills when Claude Code, Codex, or Kimi should build slides, documents, diagrams, videos, dashboards, or custom modes in real files while a…
Build and run Python agents that execute tasks against an explicit workspace, with tools, MCP connections, and prebuilt agent packages available when needed.
Use Metaharness to score a repository, generate a branded agent harness with CLI, MCP, memory, and safety defaults, then package it for repeatable team…
Give supported coding agents a shared Markdown-first memory layer so they can recall prior decisions, transcripts, and notes across sessions instead of re-deriving context…
Index docs and source trees into structure-aware search so you can answer targeted questions quickly without a vector database or brittle grep sprawl.
Use Claude Context when a coding agent needs targeted semantic retrieval from a very large repository instead of repeatedly loading folders or files into…
List leftover LLM API capacity on tokensto.cash (OpenRouter, OpenAI, Anthropic, Venice, Capminal, and 20+ others) and cash out USDC. Use when the user wants…
Launch an OpenAI-compatible OpenLLM server for a chosen open model, point an agent runtime at it, and compare behavior before production use.
shadcn/ui is a collection of accessible UI components built with Radix UI and Tailwind CSS that you copy into your project for full customization.…
Use Memorix when multiple coding agents or sessions need a shared, searchable, local-first project memory instead of isolated chat history.
Slidev is a web-based presentation tool built for developers that turns Markdown files into interactive slide decks with code highlighting, live coding via Monaco…
smolagents is HuggingFace's barebones Python library for building AI agents that think in code rather than JSON. Agents write and execute Python code as…
Use Kopia when an agent needs to create, verify, or restore encrypted incremental snapshots across local, NAS, SFTP, WebDAV, or cloud storage targets.
Architecture-first UI/UX design skill for Codex that helps agents reason from product truth, user journeys, causal design decisions, art direction, interaction, responsive behavior, imagery,…
Soft Serve is a self-hostable Git server by Charmbracelet that provides a beautiful terminal UI accessible over SSH. It supports cloning over SSH, HTTP,…
SonarQube Code Analysis is built around SonarQube code quality platform. The underlying ecosystem is represented by SonarSource/sonarqube (10,357+ GitHub stars). It gives an agent…
Sonic is a fast, lightweight, and schema-less search backend written in Rust. It serves as a drop-in alternative to Elasticsearch that runs on just…
Create, switch, and clean per-branch worktrees so multiple coding agents can work the same repo in parallel without stomping each other.
sqlc is a SQL compiler that generates type-safe Go, Python, Kotlin, and TypeScript code from plain SQL queries. You write SQL, run sqlc, and…
SQLite Analyst is built around SQLite embedded database. The underlying ecosystem is represented by WiseLibs/better-sqlite3 (7,041+ GitHub stars). It gives an agent a more…
sqlite-vec is a lightweight SQLite extension for vector similarity search. Written in pure C with zero dependencies, it runs anywhere SQLite runs—Linux, macOS, Windows,…
Routes engineering design, delivery, reliability, security, operations, and maintenance prompts to one native router skill backed by specialist guidance for Claude Code, Codex, Cursor,…
Builds multi-tenant Laravel SaaS applications with stancl/tenancy v3. Best when you need domain/subdomain/path-based tenant identification, multi-database or single-database isolation, tenant-aware queues/cache/filesystems/Redis, production bootstrappers, configuration…
Starlight is a documentation website framework built on Astro that generates beautiful, accessible, and high-performance documentation sites. It provides built-in navigation, search, i18n, syntax…
The minimal, blazing-fast, and infinitely customizable prompt for any shell. Starship is written in Rust and works across bash, zsh, fish, PowerShell, Ion, Elvish,…
Define short Python project commands in pyproject.toml so agents and maintainers can run the same test, lint, docs, and release tasks without hunting through…
Supabase CLI manages local Supabase projects, database migrations, types, and edge functions. It is the upstream command-line tool for developers who need to work…
Supabase MCP Server is built around Supabase developer platform. The underlying ecosystem is represented by supabase/supabase (99,546+ GitHub stars). It gives an agent a…
Supergateway enables running MCP stdio-based servers over SSE, WebSockets, or Streamable HTTP with a single command. Essential infrastructure for remote MCP server access, debugging,…
Use Cc Haha as a local desktop workspace for Claude Code sessions, worktree launches, diff review, permission approvals, Computer Use, remote access, and scheduled…
Use Cmux to run multiple AI coding-agent terminal sessions with visible notifications, scriptable panes, an in-app browser, and project-aware workspaces.
Use agent-manager to launch, monitor, prompt, revive, and review multiple Claude Code, Codex, OpenCode, Grok, or Gemini CLI sessions running in persistent tmux sessions.
SWC (Speedy Web Compiler) is a Rust-based JavaScript and TypeScript compiler that is 20x faster than Babel on a single thread and 70x faster…
Use Rulesync to maintain one set of AI coding rules and generate the right configuration files for Claude Code, Cursor, Gemini CLI, and other…
Tabby is an open-source, self-hosted AI coding assistant that serves as an on-premises alternative to GitHub Copilot. It provides code completion and chat capabilities…
Automate build workflows with Task (go-task), a modern cross-platform task runner that uses YAML-based Taskfiles. Replaces Makefiles with a cleaner, simpler syntax for defining…
Tealdeer is a very fast Rust implementation of the tldr project — simplified, example-based man pages for command-line tools. It provides quick reference with…
Temporal CLI runs a local Temporal server and talks to workflows, activities, and namespaces. It is the practical command-line companion for Temporal development and…
Tera is a powerful template engine for Rust inspired by Jinja2 and Django templates. It provides template inheritance, macros, filters, and auto-escaping, making it…
Terraform Cloud MCP Server is built around Terraform infrastructure as code. The underlying ecosystem is represented by hashicorp/terraform (47,996+ GitHub stars). It gives an…
The official HashiCorp Terraform MCP server integrates with the Terraform Registry and HCP Terraform, enabling AI agents to browse providers, discover modules, manage workspaces,…
Scaffolds Terraform modules using the HCL SDK with provider schema introspection and automatic variable extraction. Generates documentation via terraform-docs API, validates with tflint rules,…
Textual is a lean application framework for Python that lets you build sophisticated terminal user interfaces with a simple API. Apps built with Textual…
tldraw is a feature-complete infinite canvas engine and whiteboard SDK for React. It provides drawing, diagramming, real-time multiplayer collaboration, and AI integrations out of…
ToolJet is an open-source platform for internal tools, dashboards, workflows, and AI-assisted business apps. It connects visual app building with databases, APIs, object storage,…
Topgrade is a CLI tool written in Rust that detects all package managers and updatable sources on your system and runs the appropriate update…
Use TokenTracker to auto-collect local token, cost, and rate-limit telemetry across Claude Code, Codex, Cursor, Gemini, OpenCode, OpenClaw, and other AI coding tools.
Create a local dashboard that joins coding-agent session logs, token estimates, recorded work steps, and verification checks into reviewable task evidence.
Traefik is a modern cloud-native reverse proxy and load balancer that automatically discovers services and configures routing. It integrates natively with Docker, Kubernetes, and…
Use rLLM to evaluate, trace, reward, and train LLM agents with reinforcement learning across common agent frameworks.
Use gh-dash when an agent or operator needs assigned pull requests and issue queues in a keyboard-first terminal dashboard instead of bouncing across GitHub…
Trigger.dev is an open-source platform for building and deploying long-running background tasks, AI agents, and durable workflows in TypeScript. It provides managed infrastructure with…
tRPC enables developers to build fully typesafe APIs in TypeScript without schemas, code generation, or runtime bloat. The client infers server types directly, providing…
Use Turborepo to orchestrate builds, tests, and tasks across JavaScript and TypeScript monorepos with intelligent caching, parallel execution, and remote cache sharing via Vercel.
Generate a shell-ready CLI from an MCP server, OpenAPI spec, or GraphQL endpoint so an agent can discover commands and call tools immediately without…
Convert a finished coding-agent session into a shareable HTML replay instead of sending raw logs or bulky screen recordings.
Promote notebook work into rerunnable Python artifacts or lightweight apps when an analysis needs to be shared, versioned, and rerun reliably.
Use the gh-issues workflow to fetch filtered GitHub issues, spawn sub-agents for fixes, open PRs, and follow review comments. This is a bounded backlog-to-PR…
Run SWE-agent against a repository issue so a language model can inspect files, execute commands and tests, and produce a patch for human review.
Convert messy bug notes, error logs, voice dictation, and screenshots into crisp GitHub issue reports with clear repro steps, impact, and evidence.
Performs automated TypeScript refactoring using ts-morph and the TypeScript Compiler API. Handles rename operations, extract-function, and dead code elimination across large codebases.
Turn plain-language requests into structured, reviewable prompts and inspect a self-hosted MCP gateway with provider-free defaults.
Run ACP-compatible agents such as Claude Code, Codex, Gemini CLI, OpenCode, and custom agents from inside Obsidian notes and vault context.
Index a repository with Potpie, turn it into a code knowledge graph, and drive focused implementation or review tasks from specs.
Install a Claude Code plugin that gives agents repeatable Symfony, Doctrine, API Platform, Messenger, security, TDD, and quality-check workflows.
usql is a universal command-line interface for SQL databases including PostgreSQL, MySQL, SQLite, Oracle, SQL Server, and dozens more. It provides a consistent psql-like…
uv is an extremely fast Python package and project manager written in Rust by Astral (creators of Ruff). It replaces pip, pip-tools, pipx, poetry,…
Verdaccio is a lightweight, zero-config private npm proxy registry that caches packages from npmjs.org and hosts private packages. It supports npm, yarn, and pnpm…
Create terminal session recordings as GIFs, videos, or images using VHS (charmbracelet/vhs). Write declarative .tape scripts that define typed commands, delays, and settings —…
Monitors and analyzes Vite HMR (Hot Module Replacement) update chains using the vite.config.ts plugin API and ws WebSocket events. Identifies slow module boundaries, circular…
vLLM is a fast and memory-efficient inference and serving engine for large language models. It uses PagedAttention for efficient memory management, supports continuous batching,…
Volta is a JavaScript toolchain manager written in Rust that pins Node.js, npm, and yarn versions per project. It provides fast, seamless tool switching…
Debugs VS Code extensions using the Debug Adapter Protocol (DAP) with breakpoint management and variable inspection. Integrates with VS Code Extension API for webview…
Scaffolds VS Code extensions using the vscode-extension API with TypeScript, including commands, webview panels, language servers via LSP, and custom tree view providers.
Vue.js is a progressive JavaScript framework for building user interfaces with an incrementally adoptable architecture, reactive data binding, and a rich ecosystem including Vue…
Wails is an open source framework for building desktop applications using Go for backend logic and standard web technologies (HTML, CSS, JavaScript) for the…
Compiles and links WebAssembly components using the WASI Preview 2 Component Model, wasm-tools CLI for component composition, and wit-bindgen for generating host/guest bindings from…
watchexec is a standalone file-watching tool written in Rust that automatically executes commands when it detects file modifications. It respects .gitignore rules, coalesces rapid…
Webhook Debugger is built around Stripe payments platform. The underlying ecosystem is represented by stripe/stripe-node (4,377+ GitHub stars). It gives an agent a more…
Analyzes webpack bundle composition using webpack-bundle-analyzer and source-map-explorer APIs. Identifies duplicate dependencies and suggests tree-shaking optimizations with specific import rewrites.
Wish is a Go library for building SSH-accessible applications with sensible defaults and composable middleware. It lets developers serve Bubble Tea TUIs, Git repos,…
Wrangler is the official command-line tool for building, testing, and deploying Cloudflare Workers. It provides a complete development workflow for serverless edge applications including…
WXT is an open-source, next-generation framework for building browser extensions. It supports all browsers, both Manifest V2 and V3, and provides dev mode with…
Yazi is a blazing-fast terminal file manager written in Rust with async I/O, image previews, Vim keybindings, and a Lua plugin system. It integrates…
Zed is a high-performance, multiplayer code editor built in Rust by the creators of Atom and Tree-sitter. It features native AI integration, real-time collaboration,…
Zellij is a Rust-powered terminal workspace and multiplexer with floating panes, WebAssembly plugins, layout persistence, multiplayer collaboration, and a built-in web client. A modern…
Discover, buy, track, and return products across Amazon, Walmart, Target, Best Buy, eBay, and 50+ US retailers via the Zinc API (zinc.com). Use when…
A smarter cd command written in Rust, inspired by z and autojump. zoxide learns your most-used directories and lets you jump to them with…
Write better shell scripts in JavaScript using Google's zx. Provides cross-platform wrappers around child_process with argument escaping, sensible defaults, and access to the full…
Use VoltAgent to intercept, validate, and enforce input/output policies in TypeScript agent workflows.
Encrypt and decrypt files with age (FiloSottile/age), a simple, modern encryption tool with small explicit keys, post-quantum support, no config options, and UNIX-style composability.…
Insert a trace-aware guardrail layer between agents and their tools so unsafe message patterns or tool-call sequences are blocked by explicit rules.
Use apko to build small OCI images from declarative package manifests when supply-chain clarity and minimal contents matter more than a conventional Dockerfile flow.
Use REUSE when an agent needs file-level licensing clarity instead of guessing from a single top-level LICENSE file. The agent checks compliance, adds or…
Use Cloudsplaining when an agent needs to flag privilege-escalation paths and overbroad IAM permissions before an AWS policy change reaches production.
Run targeted AWS, Azure, or GCP security and compliance audits when an agent needs actionable cloud findings instead of a generic cloud-security platform overview.
Run a focused security pass on GitHub Actions workflows before merge so token misuse, dangerous permissions, and unpinned actions are caught early.
This ASE skill uses zizmor to audit GitHub Actions workflows and composite actions for security mistakes before they ship. An agent can scan local…
Produce a license inventory for Go module dependencies before release, procurement review, or open-source due diligence.
Uses Lynis to run an on-host security audit and turn the findings into a prioritized hardening checklist for an agent or operator. Invoke it…
This skill uses OpenClaw's healthcheck workflow to inspect the host running the assistant, surface risky exposure, and turn the findings into a staged hardening…
Scan Python requirements and environments for known vulnerable or malicious packages before they move further through delivery or promotion workflows.
Check Python environments and requirements files for published vulnerabilities before shipping, upgrading, or approving dependency changes.
Inspect an SSH endpoint or config for outdated ciphers, key exchange choices, and hardening gaps before exposure or upgrades.
Normalizes and enriches AWS CloudTrail JSON logs into OCSF (Open Cybersecurity Schema Framework) format. Maps eventSource/eventName pairs to MITRE ATT&CK technique IDs using the…
Uses boto3 and the AWS IAM Access Analyzer API to enumerate all roles, policies, and users, then flags permission combinations that could allow privilege…
Scan a repository for secrets, keep an auditable baseline, and review only newly introduced findings during commits or CI checks.
Bearer CLI is an open-source static application security testing (SAST) tool that scans source code to identify, filter, and prioritize security vulnerabilities and privacy…
Run CIS benchmark checks against cluster nodes and control planes when an agent needs a narrow Kubernetes hardening audit, not a general platform listing.
Run structured prompt-injection attack and defense experiments against an LLM-integrated app before production by measuring attack success and testing detection or recovery pipelines.
Better Auth is an open source authentication framework for TypeScript apps. It gives agents a concrete way to wire sign-in, sessions, passkeys, OAuth providers,…
A fast, configurable secrets scanner built by the creator of Gitleaks and backed by Aikido Security. Betterleaks detects leaked passwords, API keys, and tokens…
Put an inline firewall and containment layer in front of agent network traffic, tool calls, and MCP traffic before you trust an agent with…
Add hard pre-execution guardrails to Claude Code so destructive shell commands are blocked before an agent can run them.
Use CC Safety Net when coding-agent CLIs need pre-execution hooks that block destructive commands, secret access, and unsafe file operations before tools run.
Scan staged changes, commits, or repositories for secrets before they leave the workstation or CI job, instead of relying on a later platform-side catch.
Add a runtime guard that evaluates agent actions, blocks dangerous commands or secret exposure, and audits new skills before they run.
Store credentials once, then inject them into outbound agent requests at runtime so agents can call services without receiving raw secrets.
Watch live Linux and container activity through eBPF so you can triage suspicious runtime behavior before it disappears into guesswork.
Cariddi is a Go-based security tool that takes a list of domains, crawls their URLs, and scans for endpoints, secrets, API keys, file extensions,…
Casdoor is an open source AI-first Identity and Access Management (IAM) platform and auth server supporting OAuth 2.1, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn,…
Cerbos is an open-core, language-agnostic, scalable authorization solution that makes implementing and managing user permissions simple. It uses context-aware YAML access control policies managed…
Checks evidence about an unfamiliar autonomous agent before delegation, verifies signed Agent Guild passports, and returns a bounded hire, caution, or avoid recommendation without…
Run a benchmark-driven posture check on Kubernetes nodes and control planes before an audit, upgrade, or hardening sprint starts.
Checkov IaC Scanner is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Scans IaC files with Bridgecrew Checkov for policy violations across Terraform, CloudFormation, Kubernetes, and Dockerfile configurations. Supports custom Python-based policy authoring and Prisma Cloud…
Clerk’s JavaScript backend SDK gives agents a real server-side interface for auth and user management. It is useful for verifying sessions, fetching users, issuing…
Analyzes AWS CloudTrail event logs via the Lookup Events API to detect anomalous IAM activity. Uses statistical baselining of API call patterns and flags…
Capture volatile and persistent Unix-like system artifacts quickly before evidence disappears or responders start changing the host.
Conftest Policy Tester is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Conftest is a CLI tool that tests structured configuration data using the Open Policy Agent Rego language. It validates Kubernetes manifests, Terraform configs, Dockerfiles,…
Scans Docker and OCI container images for vulnerabilities using Trivy JSON output and the Docker Hub API v2 for image metadata. Analyzes base image…
Monitors container runtime behavior using Falco rules and the Docker Engine API. Detects anomalous syscalls, privilege escalations, and unexpected network connections in real time.
Route identity, negotiation, delegated permissions, x402 payments, escrow, execution, and dispute review through one Claude Code skill for agent commerce deals.
Validates container image and artifact signatures using Sigstore Cosign with keyless verification via Fulcio and Rekor transparency logs. Enforces supply chain integrity policies with…
Parses and evaluates Content Security Policy headers using csp-parse and csp-evaluator libraries. Identifies overly permissive directives, missing protections, and generates tightened policy recommendations.
Generates Software Bill of Materials in CycloneDX format using cdxgen and Syft. Scans npm, pip, and Go modules for known CVEs via OSV.dev API…
Decode JWTs, inspect claims, and verify or sign tokens with local keys during auth debugging and test setup.
Turn an APK into readable Java or decompiled source artifacts so an agent can inspect behavior before deeper reverse-engineering or triage.
Scans project dependencies using OSV.dev API and Snyk CLI for known CVEs across npm, PyPI, Maven, and Go modules. Generates SBOM in CycloneDX format…
Use an agent-facing OpenClaw security guide to audit a live setup, surface conflicts, and apply a bounded hardening defense matrix with explicit approval gates…
Use Licensee when an agent needs to inspect a repository and determine what license text it actually matches before a dependency is approved or…
Listens to Discord gateway events, passing flagged messages to the OpenAI Moderation API and a custom classifier to detect spam and coordinated inauthentic behavior.…
Uses the DocuSign eSignature REST API SDK to programmatically create envelope definitions with conditional routing rules based on contract value thresholds. Signers are resolved…
dotenvx is a secure, cross-platform environment variable manager from the creator of dotenv. It provides encrypted .env files, multi-environment support, and works with any…
Uses the Pluribus skill-policy receipt recipe to make hard agent-skill rules auditable before and after writes. Best for Claude Code, OpenClaw, Cursor, Codex, and…
Use age-plugin-yubikey when an agent needs age encryption tied to a physical YubiKey identity instead of software-only keys.
Use Probity when Claude Code, Codex, or GitHub Copilot CLI should be blocked from unsafe file writes or shell commands before they happen.
Run Claude, Codex, and related coding-agent tasks through policy gates, evidence loops, and auditable execution tiers before risky work proceeds.
Use SandboxFusion to run and judge LLM-generated code in controlled sandboxes across many languages and benchmark-style evaluation tasks.
Falco Runtime Security is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Monitors container runtime events using Falco sysdig libraries and sends alerts on suspicious syscall patterns. Integrates with Kubernetes audit logs and Prometheus AlertManager for…
Feroxbuster is a high-performance content discovery tool written in Rust that performs forced browsing attacks to enumerate hidden files, directories, and endpoints on web…
Screen prompts and responses with input and output scanners before an LLM interaction reaches production users or downstream systems.
Probe for hidden routes, parameter behaviors, and vhost exposures fast, before you spend time manually poking at the wrong surface.
Use Superagent to add prompt-injection blocking, PII redaction, repository scanning, and compliance evidence around AI agent runs.
Use Intercept when an MCP-connected agent needs transport-layer policy enforcement for risky tools, argument limits, spend caps, hidden tools, or rate limits before calls…
Run a Claude Code powered security review pass on trusted pull requests so suspicious auth, secret, injection, and unsafe logic changes surface before merge.
Use Latch to put an MCP policy and approval layer between agents and tools so risky calls pause for review while safe calls continue…
Use cargo-deny when an agent needs to enforce Rust dependency policy before merge by checking advisories, licenses, bans, and source rules in one repeatable…
Use Schemathesis when an agent needs to turn an API schema into broad negative and edge-case coverage instead of hand-writing examples. The skill exercises…
Generate typosquat and homograph domain candidates, resolve them, and flag likely phishing or impersonation infrastructure before manual brand-abuse review.
Use LLM-assisted harness generation to expand fuzz coverage for real projects before manual fuzzing work begins.
Attach signed SLSA provenance to GitHub Actions builds so release artifacts ship with verifiable supply-chain metadata.
Detects leaked secrets in Git repositories using pattern-based scanning with Gitleaks rule definitions and the GitHub Secret Scanning API. Identifies exposed API keys, tokens,…
Scans Git repositories for leaked secrets using Gitleaks, TruffleHog, and custom regex patterns. Detects API keys, AWS credentials, private keys, and database connection strings…
Scans git diffs for exposed secrets using truffleHog entropy detection and custom regex patterns. Integrates with pre-commit hooks and GitHub push protection API for…
Gitleaks is an open-source SAST tool for detecting hardcoded secrets like passwords, API keys, and tokens in Git repositories, files, and directories. With 24,000+…
A multifaceted OSINT and forensics tool for GitHub repositories that detects fake stargazers, tampered commits, infected releases, leaked PGP keys, and suspicious contributor behavior…
Expose sandbox creation, command execution, and file operations to MCP-capable agents so they can run untrusted code inside disposable Docker or Kubernetes-backed runtimes.
Manages GPG key lifecycle and file encryption operations using GnuPG CLI and GPGME library. Handles keyserver synchronization, trust model management, and automated encrypted backup…
Scan container images, filesystems, and SBOMs for known vulnerabilities using Anchore Grype. Supports major OS package ecosystems and language-specific packages with EPSS risk scoring…
Hanko is an open-source authentication and user management platform built on passkeys and WebAuthn. It provides a drop-in authentication solution as an alternative to…
The official HashiCorp Vault MCP server lets AI assistants read, write, list, and delete secrets in Vault's KV engine through a safe, auditable MCP…
Connects to HashiCorp Vault HTTP API for automated secret rotation workflows. Manages dynamic database credentials via Vault database secrets engine, handles PKI certificate renewal,…
Scans codebases for hardcoded secrets using HashiCorp Vault SDK and truffleHog patterns. Integrates with Vault Transit engine for automatic secret rotation and re-encryption of…
Automates secret rotation in HashiCorp Vault using the Vault API and dynamic secrets engines. Manages database credential leases, PKI certificate renewal, and AWS STS…
An open-source software supply chain health check tool that analyzes dependencies using deps.dev, SBOMs, and external advisories. Heisenberg generates health scores, detects risky packages,…
Protect local AI coding-agent harnesses before tools run, review approvals and evidence, and scan agent plugins, skills, MCP servers, and marketplace packages with HOL…
Horcrux splits files into encrypted fragments using Shamir Secret Sharing, so you can distribute pieces across locations and reconstruct the original with a configurable…
httpx by ProjectDiscovery is a fast, multi-purpose HTTP toolkit for running probes against lists of hosts. It detects live web servers, extracts response metadata,…
Infisical CLI retrieves, injects, and manages secrets across local development, CI/CD, staging, and production environments. It is useful when agent workflows need a structured…
Infisical is an open-source platform for managing application secrets, environment variables, and certificates across teams and infrastructure. This skill enables agents to sync secrets,…
Materialize age or PGP encrypted SOPS secrets inside declarative NixOS and Home Manager systems during activation without hand-copying values.
Proxy OpenAI-compatible model traffic so operators can inspect prompts, detect risks, and enforce budget or policy controls.
Check ELF or PE binaries for hardening gaps like NX, PIE, RELRO, stack canaries, and Fortify before release or incident review.
Add a large source-backed cybersecurity skills library to Claude Code, Codex CLI, Cursor, Gemini CLI, and other agents so security investigations follow structured analyst…
Use falcon-mcp when an agent needs CrowdStrike Falcon detections, incidents, behaviors, threat intel, or read-only response context to triage a security event without leaving…
KICS IaC Linter is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Check dotenv files for duplicated keys, malformed values, and formatting mistakes before they break local runs or secret handoffs.
Validate and optionally autofix SKILL.md, CLAUDE.md, AGENTS.md, hooks, and MCP config files before bad agent metadata or wiring silently breaks a workflow.
Run a static policy pass over Kubernetes YAML before misconfigurations, missing limits, or risky defaults reach a cluster.
Analyze Rego policy files for style, correctness, and maintainability issues before policy bundles are promoted.
Check certificates and precertificates for Web PKI standards violations before CA issuance, trust-store submission, or deployment.
Magika is Google's AI-powered file type detector for fast, content-based identification of binary and text files. It is useful when an agent needs safer…
mitmproxy is an interactive, SSL/TLS-capable intercepting HTTP proxy for penetration testers and software developers. It supports HTTP/1, HTTP/2, HTTP/3, and WebSockets, offering console, command-line,…
Naabu is a fast and reliable port scanning tool written in Go by ProjectDiscovery. It supports SYN, CONNECT, and UDP scans, integrates with Nmap…
NetBird creates encrypted WireGuard-based overlay networks with SSO, MFA, and granular access controls. It provides peer-to-peer connectivity with NAT traversal, centralized management via a…
Extends npm audit with deep transitive dependency analysis using the npm Registry API. Generates fix PRs via GitHub API and cross-checks advisories against the…
Resolves npm audit vulnerabilities by analyzing the npm registry API for patched versions, generating targeted package.json overrides, and testing upgrades via npm-check-updates compatibility mode.
Scans Node.js projects for vulnerable dependencies using npm audit and the OSV.dev REST API. Cross-references CVE databases via the National Vulnerability Database API v2.0…
Audits npm dependencies for supply chain risks using npm audit, Socket.dev API, and Snyk vulnerability database. Detects typosquatting, install scripts, and maintainer account takeovers.
Nuclei is a high-performance vulnerability scanner by ProjectDiscovery that uses simple YAML-based templates to detect security issues across applications, APIs, networks, DNS, and cloud…
Executes ProjectDiscovery Nuclei security scanning templates against target URLs. Supports custom YAML template authoring, CVE detection via nuclei-templates repository, and SARIF output for GitHub…
Inspects and debugs OAuth 2.0 authorization flows including PKCE, client credentials, and device code grants. Uses jose JWT library and node-fetch to validate tokens,…
Validates OAuth2 tokens using RFC 7662 introspection endpoints. Integrates with Keycloak, Auth0, and Okta token introspection APIs to verify token claims, scopes, and expiration…
Tests authorization and policy bundles with the Open Policy Agent `/v1/data` and `/v1/compile` APIs plus `opa test` semantics. Great for agents that need to…
Open Policy Agent (OPA) is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent…
Agent-layer security monitoring, drift detection, and integrity verification for OpenClaw environments. Protects cognitive architecture files, audits skill supply chains, and monitors CVE advisories.
OSV-Scanner is Google's open-source vulnerability scanner that checks project dependencies against the OSV.dev database. It supports 11+ language ecosystems including Go, Python, npm, Rust,…
Runs OWASP ZAP active security scans via the ZAP API daemon with custom scan policies. Generates SARIF reports compatible with GitHub Advanced Security code…
Automates REST API security testing using the OWASP ZAP Python SDK. Runs active scans, SQL injection probes, and XSS tests against OpenAPI specs with…
Orchestrates OWASP ZAP active and passive scans against REST and GraphQL endpoints using ZAP's Python API client. Generates DAST reports with CWE mappings and…
Automates OWASP ZAP scans against REST APIs using the ZAP Python API client. Imports OpenAPI/Swagger specs for targeted scanning and generates SARIF-format reports for…
Runs automated DAST scans against REST and GraphQL APIs using OWASP ZAP daemon API. Detects injection flaws, broken auth, and CORS misconfigurations with detailed…
Runs automated penetration tests using OWASP ZAP API with spider crawling, active scanning, and AJAX-aware testing. Generates SARIF and HTML reports with CWE-mapped findings…
Runs OWASP ZAP active and passive scans against target URLs using the ZAP Docker API. Parses JSON reports to flag XSS, SQLi, and CSRF…
Orchestrates OWASP ZAP active and passive scans via the ZAP API, automating spider crawls, AJAX spidering with Selenium, and generating SARIF-format vulnerability reports.
OWASP ZAP Scanner is built around OWASP security tooling ecosystem. The underlying ecosystem is represented by zaproxy/zaproxy (14,896+ GitHub stars). It gives an agent…
Integrates the OWASP ZAP API to run automated DAST scans against web applications. Parses ZAP JSON reports, triages alerts by CVSS severity, and generates…
Wraps OWASP ZAP API for automated web application security testing including active scan, spider crawl, and ajax spider endpoints. Generates structured findings reports with…
Automates OWASP ZAP active and passive scanning against web applications, parsing alerts into structured vulnerability reports. Integrates with the ZAP API daemon to manage…
Audit and rewrite CI/CD workflow references so agents can pin mutable actions, containers, and images to immutable versions before changes land.
Describe an agent in `agent_spec.yaml`, run deterministic prompt-injection analysis, generate mitigations, and validate defenses before rollout.
Test agent systems for graph-discovered tool-chain vulnerabilities, silent side effects, and multi-phase trust exploits before deployment.
Assess a Kubernetes cluster from the attacker viewpoint when an agent needs exposure-focused findings instead of a general cluster scanner listing.
Run a focused exposure probe against a Kubernetes environment before deeper pentest work or remediation planning starts.
Run automated red-team and failure scans against an LLM or RAG app before users find the breakage.
Run a thorough TLS preflight against a host before launch, certificate renewal, or incident review.
Create Microsoft Entra Agent Identity blueprints, principals, and agent identities with the right beta Graph permissions, sponsor rules, and sidecar-based auth patterns.
Spin up isolated, reproducible sandboxes where agents can run generated code, install dependencies, execute tests, and discard state safely.
Use DashClaw to intercept agent actions before they hit external systems, require approval or policy evaluation, and keep replayable decision evidence for later review.
Run local adversarial attack passes against agents, RAG pipelines, and chatbots to surface concrete failure classes before production rollout.
Use scrubadub when an agent needs to strip emails, phone numbers, names, and similar sensitive text before sending content to external systems or search…
Take a suspected injectable request, replay it on an authorized target, confirm the finding, and enumerate reachable database actions before manual follow-up.
Run GitHub Agentic Workflow jobs behind a domain allowlist and optional API-key sidecar instead of giving repository agents broad outbound access.
Use Claude Legal Skill to guide an agent through contract risk review, CUAD-style clause checks, market benchmarks, and lawyer-ready redline suggestions.
Catch insecure Dockerfile patterns, brittle package-install habits, and shell pitfalls before image builds ship.
Capture and inspect file reads, writes, and shell activity from coding agents so developers can audit what actually happened after a session goes sideways.
Give agents a routing pack for authorized APK, binary, mobile, API, malware, CTF, and penetration-test analysis with tool checks and case structure.
Pause high-risk coding-agent actions, gather human decisions, and resume or block work with durable approval checkpoints.
Constrain Claude Code, Codex, OpenClaw, and similar agent CLIs inside a kernel-enforced local sandbox with explicit filesystem, network, credential, and snapshot controls.
Use Microsandbox to create local microVM-backed sandboxes for isolated execution of untrusted agent-generated code and tool calls.
Launch risky agent work inside disposable microVMs when you need stronger isolation, sealed egress, and host-side secret injection instead of direct host access.
Use Guardian CLI to orchestrate authorized penetration tests with AI planning, tool selection, evidence capture, triage, and reporting across common security scanners.
RAPTOR turns Claude Code into an evidence-first offensive and defensive security research workflow for mapping attack surfaces, validating scanner findings, analyzing binaries, generating patches,…
Analyze a web app's source code, execute real exploit attempts against the running target, and return proof-backed findings before release.
Install SecOpsAgentKit when a Claude Code session needs repeatable security review skills for SAST, DAST, container scanning, secrets checks, policy review, and remediation planning.
Put Claude Code, Codex, Gemini, or other supported agent CLIs inside a persistent local sandbox instead of letting them operate directly on the host.
Use CAI to run research and bug-bounty-oriented security agents with model routing, tool integrations, tracing, MCP support, and human oversight.
Run benchmark-style eval suites against models or agents, then inspect scored traces instead of relying on ad hoc chats and gut feel.
Use curated Trail of Bits security skills inside Claude Code when the job is auditing, variant hunting, or fix verification rather than generic coding…
Use DOMPurify when an agent must accept HTML from users, rich text editors, imports, or model output but cannot safely render it as-is. The…
Runs static application security testing using Semgrep rules and CodeQL queries against pull request diffs. Supports SARIF output format and integrates with GitHub Advanced…
Compiles and validates custom Semgrep SAST rules using the semgrep-core engine. Tests pattern matching against sample codebases and generates rule performance benchmarks with p/ci…
Generates Software Bill of Materials using Syft for container images and matches components against the NVD CVE database via OSV.dev API. Outputs CycloneDX and…
Generates Software Bill of Materials in CycloneDX 1.5 format using cdxgen and syft. Enriches component data with license detection from clearlydefined.io and vulnerability cross-referencing…
Generates Software Bill of Materials using Syft and scans for CVEs with Grype. Cross-references findings against the NVD and OSV databases for comprehensive vulnerability…
Run OWASP dep-scan before adopting dependencies, containers, or generated code so agents get a reviewable vulnerability, license, SBOM, and risk report.
Run a focused preflight scan over agent and MCP repositories to catch poisoned instruction files, dangerous configs, and AI-specific supply-chain risks before merge or…
Run a pre-trust security pass over skill packs and prompt bundles before they get shared, merged, or deployed.
Use SkillSpector to scan Claude Code, Codex, Gemini, MCP, and other agent skills for vulnerabilities, malicious patterns, prompt injection, data exfiltration, and supply-chain risk…
Use Agentic Radar to statically scan agent workflows, map tools and MCP servers, generate shareable security reports, and optionally run adversarial runtime tests before…
Generate a reviewable security report for a supported agent workflow before deployment by scanning its code, tools, MCP usage, and known vulnerability surface.
Run a fast secure-code triage pass over C and C++ sources before manual review or remediation planning begins.
Audit a Claude Code setup before use by flagging hardcoded secrets, broad allow rules, risky hooks, and dangerous MCP server config.
Find packages that are out of support even when they do not show up as a classic CVE finding yet.
Run Kubernetes security and compliance scans against manifests or live clusters before rollout or audit.
Probe a model or agent stack with adversarial test suites so safety failures show up before deployment or review.
Run CodeShield on model-produced code or command suggestions before they reach a user, a repo, or an execution step, so insecure patterns get blocked…
Run MCP Scanner against a remote or local MCP server before trusting it, so the agent gets a bounded security review of tools, prompts,…
Run MurphySec CLI against a project before release or dependency approval to detect vulnerable direct and transitive dependencies.
Catch insecure Python calls, weak crypto usage, shell injection risks, and similar patterns before merge or release.
Use Medusa Security before trusting a repository, dependency, or AI-agent codebase when an agent needs a focused scan for repo poisoning, prompt-injection, MCP, and…
Check repositories and CI surfaces for Shai-Hulud 2.0 compromise indicators when the task is targeted supply-chain triage, not generic malware scanning.
Check a repository against OpenSSF security heuristics before you trust it as a dependency, approve it for use, or ship from it.
Measure whether a RAG change actually improved answers and retrieval, instead of guessing from a few spot checks.
Use SafeDep Vet as a pre-adoption gate when an agent, maintainer, or CI pipeline is about to add a new dependency or import a…
Encrypt Kubernetes Secret manifests against a Sealed Secrets controller so agents can commit cluster-targeted secrets to Git without exposing plaintext.
Security Audit Skill is built around OWASP security tooling ecosystem. The underlying ecosystem is represented by zaproxy/zaproxy (14,896+ GitHub stars). It gives an agent…
Runs Semgrep code and supply-chain checks with `semgrep scan`, registry rule packs, and dependency-aware findings to surface risky patterns early. Useful when agents need…
Observability and debugging support for AI-assisted application workflows.
Apply keyless Sigstore-backed signatures to Git commits so automated changes retain verifiable provenance.
Checks container trust with `cosign verify`, Rekor transparency log lookups, and OCI image reference inspection. Useful for agents that need to confirm whether an…
Verifies container image signatures and provenance using Sigstore Cosign and Rekor transparency log. Enforces supply chain policies with OPA Gatekeeper admission rules.
Verifies container image signatures and SBOMs using Sigstore Cosign and Rekor transparency log. Enforces supply chain security policies by validating keyless signatures against Fulcio…
Automates container image signature verification using Cosign CLI and the Rekor transparency log API. Validates SLSA provenance attestations and checks Fulcio certificate chains for…
Skopeo is a command-line tool for working with container images and registries without requiring a running daemon. It can inspect, copy, delete, and sync…
SLSA Verifier is the official tool from the SLSA framework for verifying build provenance attestations generated by SLSA-compliant builders. It checks that software artifacts…
Scan your AI agents, MCP servers, and skills for security vulnerabilities from the command line. Snyk Agent Scan discovers and audits every agent component…
Snyk Agent Scan automatically discovers and scans AI agent components including MCP servers, agent skills, and agent harnesses for security vulnerabilities like prompt injections,…
Scans Docker and OCI container images for OS and application vulnerabilities using Snyk Container API. Cross-references findings against the Snyk vulnerability database with CVSS…
Scans Docker images for OS and application vulnerabilities using the Snyk Container API. Generates fix PRs with upgraded base images and patched dependency versions.
Uses the Snyk CLI and REST API v1 to scan package manifests for known CVEs. Cross-references findings with the GitHub Advisory Database and produces…
Audits npm, pip, and Go module dependencies using the Snyk CLI and REST API. Generates SBOM reports and auto-patches known CVEs with version-pinned upgrade…
Uses the Snyk CLI and REST API to audit open-source dependencies for license compliance across npm, PyPI, Maven, and Go modules. Generates SPDX license…
Performs deep dependency analysis using the Snyk CLI and REST API to detect vulnerable transitive packages. Generates fix PRs with version pinning and patch…
Uses Snyk REST API v1 to scan project dependencies for known CVEs and license compliance issues. Integrates with Snyk Test endpoint for real-time SBOM…
SOPS (Secrets OPerationS) is an editor of encrypted files that supports YAML, JSON, ENV, INI, and BINARY formats. It encrypts with AWS KMS, GCP…
SOPS manages encrypted YAML, JSON, ENV, INI, and binary files with KMS, age, and PGP. It is a tight fit for secrets handling, rotation,…
Audits TLS/SSL configurations using sslyze Python library and SSL Labs API v3. Checks certificate chain validity, HSTS headers, and OCSP stapling status with Certificate…
Performs deep TLS certificate chain validation using OpenSSL and Certificate Transparency logs. Monitors expiration dates via the crt.sh API and checks OCSP responder status.
Validates SSL/TLS certificates using OpenSSL s_client, checks OCSP stapling status, and monitors expiry dates. Integrates with crt.sh Certificate Transparency logs and SSLLabs API for…
Inject short-lived, scoped service credentials into Claude Code sessions so agents can reach approved systems without exposing raw secrets.
Audit agent code, prompts, and MCP configuration for prompt-injection surfaces, taint issues, and unsafe tool exposure before shipping.
Run AgentDojo benchmark environments to evaluate prompt-injection attacks and defenses against LLM agents before trusting them with real tools or data.
Verifies Stripe webhook payload signatures using the Stripe.js SDK and the stripe.webhooks.constructEvent method. Validates the Stripe-Signature header against the raw request body and a…
Subfinder is a passive subdomain discovery tool by ProjectDiscovery that finds valid subdomains for websites using curated online sources. Optimized for speed and stealth,…
SuperTokens is an open-source authentication platform that serves as a self-hosted alternative to Auth0, Firebase Auth, and AWS Cognito. It provides passwordless login, social…
Search public GitHub broadly for leaked secrets and triage exposures when the workflow is recon and remediation, not generic secret scanning.
Syft by Anchore is a CLI tool for generating Software Bills of Materials (SBOMs) from container images and filesystems. Supports CycloneDX, SPDX, and multiple…
Terrascan Policy Scanner is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Lets an agent exercise REST, GraphQL, and gRPC authorization paths with YAML-defined role tests so BOLA, BFLA, broken authentication, and related API flaws are…
Analyzes TLS certificate chains using OpenSSL s_client and the crt.sh Certificate Transparency API. Detects weak algorithms, expiring intermediates, and CT log compliance issues.
Validates TLS/SSL certificate chains using OpenSSL x509 verification and checks OCSP stapling status. Integrates with Let's Encrypt ACME protocol for automated certificate renewal alerts…
Tracecat is an open-source, AI-native security automation platform built as a self-hosted alternative to Tines and Splunk SOAR. It combines agents, workflows, case management,…
Analyze a GitHub pull request for security impact, run targeted vulnerability-investigation skills when Stage 1 finds credible threats, and return a structured verdict instead…
Runs Aqua Security Trivy against container images, filesystem paths, and Terraform/CloudFormation templates. Produces vulnerability matrices with CVSS scoring and fix-version recommendations.
Scans Docker and OCI container images with Aqua Trivy for CVEs in OS packages and language dependencies. Outputs filterable vulnerability tables with CVSS scores…
Wraps the Trivy CLI for comprehensive container image vulnerability scanning. Outputs results in SARIF format for GitHub Code Scanning API integration and generates OCI…
Integrates Aqua Security Trivy CLI for comprehensive container image vulnerability scanning. Detects OS package CVEs, language-specific dependency vulnerabilities, and IaC misconfigurations with SARIF output…
Automates Aqua Security Trivy scans against Docker images and OCI artifacts to detect CVEs, misconfigurations, and license violations. Integrates with Trivy's JSON/SARIF output for…
Trivy is Aqua Security’s scanner for vulnerabilities, misconfigurations, secrets, SBOMs, and license issues. It fits security review, container hygiene, and infrastructure-as-code checks in one…
Scans container images, IaC templates, and SBOM artifacts using Aqua Trivy CLI. Generates CycloneDX and SPDX reports with CVE severity filtering for CI/CD gates.
Find, verify, and analyze leaked credentials across Git repositories, Slack, Jira, Docker images, and more using TruffleHog. Classifies 800+ secret types and validates whether…
Parse Windows event logs into fast timelines and detection-rich outputs so agents can triage suspicious host activity, search for known patterns, and hand investigators…
Unkey is an open-source developer platform for managing API keys, rate limiting, and usage analytics. It provides a fast, globally distributed key verification system…
Automates HashiCorp Vault secret rotation using the Vault HTTP API and dynamic secrets engines. Manages database credential leases, PKI certificate renewal, and AWS STS…
Manages secret lifecycle through the HashiCorp Vault HTTP API v1. Rotates database credentials via Vault dynamic secrets engine and syncs to Kubernetes via External…
Verifies encryption workflows with HashiCorp Vault Transit endpoints like `/encrypt`, `/decrypt`, and `/rewrap`, plus key metadata inspection. Useful for agents reviewing whether application secrets…
Run deterministic governance checks and policy verification before agents get real autonomy, so risky tool use and weak runtime evidence are caught early.
Query OSS Rebuild attestations and rebuild metadata so an agent can verify whether a published package artifact matches a reproducible upstream rebuild.
WorkOS AuthKit is a real authentication toolkit for Next.js applications. It gives agents a concrete integration target for login, sessions, RBAC, SSO, MFA, and…
Run Claude Code, Codex, Cursor, or similar local agent CLIs inside a host-local sandbox that learns required access and blocks everything else by default.
Orchestrates OWASP ZAP security scans via the ZAP API with automated spider, active scanner, and authentication sequence configuration. Generates compliance reports mapped to OWASP…
Use Cognee to ingest project knowledge into graph and vector memory so agents can retrieve durable context across sessions and workflows.
Validates Ansible playbooks and roles using ansible-lint and yamllint APIs. Enforces best practices for idempotency, variable naming, and handler usage with custom rule profiles.
Ansible Playbook Runner is built around Ansible automation engine. The underlying ecosystem is represented by ansible/ansible (68,365+ GitHub stars). It gives an agent a…
Generates Ansible playbook YAML with proper module usage, handler chains, and role structures using ansible-core built-in modules. Supports Jinja2 template rendering and vault-encrypted variable…
Generates and validates Ansible playbooks from infrastructure requirements. Uses ansible-lint for validation and queries Ansible Galaxy API for discovering certified roles and collections.
Analyzes Argo Workflows DAG templates to identify parallelization opportunities. Uses the Argo Server API to fetch workflow execution history and critical path analysis.
Constructs Kubernetes-native workflow DAGs using Argo Workflows CRDs with configurable retry strategies, artifact passing via S3/MinIO, and template composition through WorkflowTemplates and ClusterWorkflowTemplates.
Use DeepAgents to build long-running task agents with a batteries-included harness for planning, tools, and workflow structure.
Use ARIS to run Markdown-based agent skills for literature review, idea discovery, cross-model critique, experiment planning, and paper-writing support.
Use GitHub Agentic Workflows to let an agent triage issues, inspect CI failures, or deliver scheduled repository upkeep inside GitHub Actions with explicit workflow…
5-phase repeatable structure for autonomous agent sessions: context-load, tiered work-selection, coordination claim, execute, and persist-learning. Prevents duplicate work across concurrent sessions and ensures every…
AWS CDK Scaffolder is built around Amazon Web Services cloud APIs. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (active GitHub adoption). It gives an…
Synchronizes service metadata into Spotify Backstage catalog using catalog-info.yaml generation and the Backstage Catalog REST API. Manages component, API, and system entity relationships across…
Creates Spotify Backstage software templates using template.yaml definitions with Scaffolder actions including fetch:template, publish:github, and catalog:register. Manages the Backstage Software Catalog via its REST…
Start, watch, and restart a local stack of app processes together instead of juggling many terminals and ad hoc shell loops.
Use AB Method when a Claude Code task is too large for one pass and needs to be broken into focused tasks and missions…
Uses Bubble's Plugin API and the Stripe.js SDK to embed a self-service subscription management portal inside a Bubble application. Configures Bubble's API Connector to…
Turn an existing coding agent into a supervised local work assistant that connects to workplace tools, reusable skills, workflows, and scheduled loops.
Use GBrain to give OpenClaw or Hermes-style agents a local knowledge brain with markdown ingestion, entity links, hybrid search, scheduled consolidation, and MCP access.
Scaffold, run, inspect, and evaluate model-agnostic agents that connect to MCP servers, skills, shell tools, and workflow packs.
Author, validate, test, and troubleshoot Copilot Studio agents through YAML-driven commands instead of clicking through the product UI.
Inspect n8n nodes and templates, generate typed workflow code, and sync automations through Git-friendly files instead of hand-editing workflow JSON.
Compose, orchestrate, and trace production multi-agent workflows with Microsoft Agent Framework.
Use Yao when an operator needs to package an AI agent workflow, hooks, MCP tools, memory scopes, and a reviewable web or chat interface…
Use Inngest AgentKit to build TypeScript agent networks with deterministic routing, shared state, MCP tools, and local tracing.
Use Bisheng to assemble, evaluate, and publish enterprise RAG and agent workflows across internal data, models, and business users.
Use LlamaAgents to define async Python workflow steps, coordinate document-centric agent pipelines, and expose those workflows as services, clients, or deployable agent apps.
Stand up Solace Agent Mesh projects where agents delegate tasks, exchange events, call tools, and coordinate multi-step workflows through an event mesh.
Give Claude Code a routed skill pack for designing, validating, debugging, and deploying n8n workflows through n8n-mcp.
Cloudflare Workers Deployer is built around Cloudflare developer platform. The underlying ecosystem is represented by cloudflare/cloudflare-go (active GitHub adoption). It gives an agent a…
Use Anthropic's doc-coauthoring skill to run a disciplined writing workflow instead of freeform drafting. The agent gathers missing context, iterates section by section, and…
Connect LLMs to MCP servers through composable patterns like router, evaluator-optimizer, and orchestrator flows without hand-managing server lifecycles.
Use Lobster when an OpenClaw operator wants one deterministic typed workflow step, with approval gates and resumable execution, instead of re-planning the same multi-step…
Set up Craft Agents workspaces with connected sources, imported skills, MCP servers, permission modes, and session workflow states for supervised agent work.
Use har-to-k6 when an agent has recorded browser traffic and needs to turn it into a repeatable k6 script instead of hand-writing one from…
Bootstraps new projects from Cookiecutter templates with variable substitution and post-generation hooks. Supports remote template repositories via the cookiecutter CLI and Jinja2 rendering engine.
Bootstraps project repositories from Cookiecutter templates with Jinja2 variable substitution and post-generation hooks. Supports remote template registries and custom extension plugins.
Creates project scaffolds from Cookiecutter templates with interactive variable resolution. Integrates with cruft for template drift detection and copier for advanced multi-template composition.
Generates project boilerplate from Cookiecutter templates with Jinja2 variable injection. Supports custom hooks for post-generation linting via Ruff and pre-commit framework setup.
Generates project scaffolds from Cookiecutter templates with Jinja2 variable interpolation. Supports post-generation hooks, conditional file inclusion, and template composition from multiple sources.
Scaffolds project templates using the Cookiecutter engine with Jinja2 templating and pre/post generation hooks. Supports conditional file inclusion, directory renaming, and cookiecutter.json variable validation…
Generates project boilerplate from Cookiecutter templates with interactive variable prompts. Supports custom Jinja2 hooks, post-generation scripts, and template composition from multiple cookiecutter.json sources for…
Manages and instantiates Cookiecutter project templates with dynamic Jinja2 variable substitution and post-generation hooks. Supports template inheritance chains and integrates with cruft for template…
Generates project scaffolds using Cookiecutter templates from GitHub repositories or local directories. Automates cookiecutter.json variable prompting and post-generation hook execution.
Generates project scaffolding using the Cookiecutter CLI with Jinja2 templating. Supports custom template registries, post-generation hooks via Python scripts, and integration with the GitHub…
Run manager-worker agent collaboration in Matrix rooms where humans can watch, intervene, and keep credentials out of worker hands.
Use CCPM when an agent team needs one issue-backed workflow that turns plans into GitHub issues, isolates execution in worktrees, and keeps parallel coding…
Install Ruflo when an operator needs Claude Code or Codex agents to coordinate swarms, memory, hooks, and MCP tools across a bounded project workflow.
Define and supervise multi-agent coding rigs with declarative city configuration, runtime providers, work routing, formulas, waits, mail, and health patrols.
Run Claude Code, Codex, Cursor, OpenCode, Pi, and custom agents behind one governed orchestration layer with shared sessions, policies, and sandbox options.
Lets an agent supervisor spawn and steer isolated terminal-based worker agents with explicit handoff, assign, and message patterns.
Use Squad to create human-directed specialist agents that persist in a repository, share decisions through files, and help coordinate implementation, testing, and review work…
Keep a large software project moving across planning, execution, and review by handing work between structured agent roles instead of losing the thread in…
Use MetaGPT to turn a product requirement into coordinated product, architecture, project, and engineering agent outputs that an operator can review and iterate.
Use Dagu to define file-backed workflow jobs in YAML, run them locally or across workers, and inspect failures through a lightweight operator surface instead…
Use the Anthropic docx skill when an agent needs to produce or repair a real .docx deliverable with headings, tables, numbering, tracked changes, or…
Cron Job Manager is built around Amazon Web Services cloud APIs. The underlying ecosystem is represented by aws/aws-sdk-js-v3 (3,594+ GitHub stars). It gives an…
Store prompts, task chains, and reusable agent workflows as versioned project files so teams can review and reuse agent behavior through Git.
Encode test, lint, build, and docs routines as named Python sessions so humans and agents run the same workflow every time.
Use Elves to hand a bounded development or research plan to a separate Claude Code or Codex worker while preserving run files, worktree safety,…
Use Moltworker to deploy a supervised OpenClaw personal agent stack on Cloudflare Workers, Sandbox containers, Access, R2, and optional AI Gateway.
Use Agents Best Practices when an agent should produce concrete harness designs, permission models, memory plans, eval gates, or production-readiness audits.
DigitalOcean Droplet Manager is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (active GitHub adoption). It gives an agent a…
Turn scattered project rules, workflows, and hard-won lessons into a structured skills directory that future agents can route through before making changes.
Creates Docker Compose YAML service definitions using the Compose Specification. Configures multi-service stacks with proper network isolation, volume mounts, health checks, and dependency ordering…
Scaffolds integration test environments using Docker Compose v2 CLI, testcontainers-python library, and the docker-py SDK. Manages service dependencies, health checks, and test data seeding.
DocuSeal is an open-source DocuSign alternative for creating, filling, and signing digital documents. It provides a WYSIWYG PDF form builder with 12 field types,…
Use Anthropic's internal-comms skill to turn raw project notes into company-ready status reports, 3P updates, FAQs, leadership notes, and incident writeups. The skill is…
Use Anthropic's internal-comms skill to turn raw project notes into company-ready status reports, 3P updates, FAQs, leadership notes, and incident writeups. The skill is…
Turn commits since the last tag into concise App Store What's New bullets instead of hand-sifting raw git history.
Move from spec to plan to tasks to review through one repo-native workflow when larger AI coding efforts need tighter coordination.
Use Husky to wire pre-commit, pre-push, and commit-msg checks into a repo so agents and developers run the same local guardrails before changes leave…
Run a repeatable pre-commit gate that catches formatting, lint, secret, and policy issues before they land in the repo.
Install cc10x as a Claude Code loop engine that routes complex work through specialist agents, reusable skills, durable workflow artifacts, and fail-closed review gates.
Use WildClawBench to benchmark agents on hard end-to-end OpenClaw tasks covering tool orchestration, multimodal work, coding, safety, and long-horizon planning.
Turn recurring agent lessons, logs, and strategy tweaks into reviewable GEP evolution artifacts that can be applied across supported coding-agent runtimes.
Mine failed agent runs for reusable skills, benchmark the candidates, and keep only the variants that improve a supported coding agent over your baseline.
Uses DeckTape to open an existing HTML slide deck and render it into a reviewable PDF or per-slide screenshots. It fits agent workflows that…
Use i18next-parser when an agent needs to scan a codebase, find translation calls, and update locale resource files as part of localization maintenance. This…
Use Claude Code Dedupe to summarize an issue, run parallel GitHub duplicate searches, filter false positives, and post only well-supported duplicate candidates.
Translate a vague request or GitHub issue into a concrete, testable spec using five structured elements (problem, scope, acceptance criteria, edge cases, success criterion)…
Fly.io Deployment Helper is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (active GitHub adoption). It gives an agent a…
Bootstrap and safely update AGENTS.md and RUNBOOK.md without clobbering hand-edited docs, so coding-agent repos keep a clean machine-readable contract.
Standardize commit messages, validate commit history, and calculate semver-aware release bumps without hand-rolled repo rules.
Turn a project description into a Claude Code team architecture with generated agents, shared skills, and orchestration patterns instead of hand-designing the whole setup.
Use RTLCSS when an agent already has left-to-right stylesheets and must prepare a right-to-left variant for Arabic, Hebrew, or other RTL interfaces. The skill…
Composes GitHub Actions workflow YAML files from modular job templates, resolving action version pins and secret references. Validates against the GitHub Actions schema and…
Use DefenseClaw as an operator-controlled admission, runtime guardrail, sandbox, and audit layer before untrusted agent capabilities run.
Drop a `.gaai/` folder into a project so agents separate scope discovery from isolated delivery, with acceptance criteria, memory, QA gates, and daemonized execution.
GrapesJS is a free, open-source web builder framework for creating HTML templates without coding. With 25K+ GitHub stars, it powers drag-and-drop page builders, newsletter…
Scaffolds Kubernetes Helm charts with values.yaml templating, ingress configuration, and HPA definitions. Uses helm-unittest for test generation and Chart Testing (ct) lint integration.
Scaffolds Helm 3 chart templates with Go templating best practices. Uses helm-unittest for test generation and Polaris for Kubernetes resource validation scoring.
Generates and validates Kubernetes Helm charts using helm template and helm lint APIs. Supports values schema generation via json-schema-generator and chart dependency resolution with…
Creates structured incident response templates using the PagerDuty Events API v2, Jira REST API for ticket creation, and Statuspage.io API for public status updates.…
Use Stagewise when a coding agent needs browser context, console/debugger signals, UI inspection, and code-change handoff in one loop.
Add a Claude Code team scaffold with defined roles, stage gates, mandatory skills, blocking hooks, and Definition of Done checklists for app delivery.
Use superpowers-zh to install Chinese-localized coding-agent methods, China-specific development skills, and cross-tool setup for Claude Code, Codex, Cursor, Gemini CLI, OpenClaw, and related assistants.
Use headcount to install focused Claude Code department plugins and invoke repeatable specialist workflows across business, engineering, security, finance, product, and operations work.
Load a Claude Code workflow plugin that adds project-oriented commands, specialist agents, skills, and hooks for planning, review, verification, commits, and pull requests.
Use gstack to bootstrap an opinionated Claude Code workspace with specialist agent skills, commands, hooks, and operating workflows for product-building teams.
Install and adapt Agency Agents' curated specialist role files so coding agents can switch into focused engineering, product, marketing, support, or operations workflows.
Install and activate specialized AI agent personas from Agency Agents when a coding or operations session needs a focused role, workflow, and deliverable standard…
Use Everything Claude Code to install curated skills, rules, hooks, and MCP configuration into Claude Code, Codex, Cursor, OpenCode, and related coding-agent harnesses without…
Use Superpowers to give coding agents a structured software-development method with discovery, spec review, planning, TDD, subagents, and review loops.
Use reflective search to improve prompts or text-configured agent components against a real eval set instead of manual prompt tweaking.
Generates infrastructure-as-code configurations from Jinja2 templates with variable inheritance. Produces Terraform HCL, Ansible playbooks, and Kubernetes manifests from shared parameter files using hierarchical environment…
Renders Jinja2 templates with variable injection, macro expansion, and template inheritance. Integrates with the Jinja2 Environment API for sandboxed execution and custom filter registration.
This entry turns GitHub Next's Agentic Wiki Writer into a documentation-maintenance workflow. The agent watches for recent merges, reads the PAGES.md template, updates only…
Kestra is an open-source, event-driven orchestration platform that makes both scheduled and event-driven workflows easy. Define workflows declaratively in YAML with a rich plugin…
Generates Helm v3 chart scaffolds with templated deployments, services, ingress rules, and values.yaml schemas. Validates charts against Helm lint and Kubeval for Kubernetes API…
Langflow is an open-source visual builder for AI agents and workflows. It lets teams design flows graphically, expose them as APIs or MCP tools,…
Langfuse Prompt Management MCP Server connects MCP clients to Langfuse prompt libraries so agents can list, retrieve, and compile managed prompts at runtime. It…
Use Pro Workflow when Claude Code sessions keep repeating the same mistakes and you want corrections, quality gates, and parallel worktree routines to persist…
Use Okf Skills to have Claude Code produce, validate, migrate, and visualize Open Knowledge Format bundles with provenance, trust, staleness, and CI checks.
Extracts executable task definitions from Markdown files and runs them as shell pipelines. Parses fenced code blocks with task metadata annotations and manages dependencies…
Generates project Makefiles with standard targets using GNU Make syntax, autodeps pattern rules, and integration with package managers (npm scripts, Poetry tasks, Cargo commands).…
Teach coding agents to split large changes into native GitHub stacked pull requests, keep branch layers rebased, and submit focused reviewable PR chains with…
Renders Mustache logic-less templates with partials resolution and lambda support. Uses the mustache.js library for client and server-side rendering with custom delimiter configuration.
Netlify Site Manager is built around Netlify deployment platform. The underlying ecosystem is represented by netlify/cli (1,837+ GitHub stars). It gives an agent a…
Queries Notion databases and pages via the Notion API v1, then renders content blocks into PDF via WeasyPrint. Extracts text, tables, and inline images…
Manages Nx workspace task orchestration using nx.json configuration and @nrwl/devkit executors. Automates dependency graph analysis, affected project detection, and distributed task execution via Nx…
Creates and manages Nx monorepo workspace generators using @nx/devkit and the Nx plugin API. Generates libraries, applications, and custom executors with automatic dependency graph…
Creates and manages custom Nx workspace generators using @nrwl/devkit with TypeTree file generation and schema.json validation. Automates monorepo library and app scaffolding with dependency…
Use Eigent when an operator needs a local desktop agent workforce that can coordinate developer, browser, document, multimodal, model-provider, and MCP-backed work in one…
Paseo runs a local daemon for Claude Code, Codex, Copilot, OpenCode, and Pi agents so operators can start, monitor, attach to, and hand off…
Turn a user goal into a planned multi-agent task DAG, execute independent tasks in parallel, and trace the run from a TypeScript backend.
Uses Git Town to keep a branch stack healthy by syncing with the main branch, rebasing dependent branches in order, opening or updating pull…
Use Microsoft's POML to turn advanced prompts into structured, reusable prompt assets with markup, data components, templating, styling, SDK rendering, and VS Code testing.
Turn documentation sites, GitHub repos, and PDFs into installable agent skill packages when hand-authoring a reusable skill would be slow or inconsistent.
Packer Image Builder is built around Docker container platform. The underlying ecosystem is represented by moby/moby (active GitHub adoption). It gives an agent a…
Keep notebooks synchronized with `.py` or `.md` representations so version control, review, and refactoring can happen outside bulky notebook JSON.
Use Papermill when an agent needs to treat a Jupyter notebook like a reusable job instead of a one-off interactive document. The skill injects…
Creates Plop.js generators with Handlebars templates and custom action types for scaffolding React components, API routes, and test files. Uses inquirer prompts with validation…
Manages Plop.js micro-generators to scaffold components, modules, and boilerplate files using Handlebars templates. Drives plopfile.js configuration with custom actions and dynamic prompts.
Prefect is a Python workflow orchestration framework for building resilient data pipelines. Add scheduling, retries, caching, and observability to any Python script with simple…
Use OpenBidKit Yibiao to turn tender materials, company knowledge, and model-provider settings into reviewable bid proposal drafts with reuse and risk-check workspaces.
Inspect Rust workspace changes, draft release PRs, bump versions, and assemble changelogs before publishing.
Restructure large documentation files (500+ lines, 5k+ tokens) into slim indexes with on-demand detail directories. Reduces always-included context by 40-60% while preserving full accessibility.…
Use SkillForge to triage, create, test, review, compile, and maintain Claude Code and Codex-ready skills with baseline failures and regression evals.
Generates Pulumi infrastructure-as-code stacks in TypeScript and Python using @pulumi/aws, @pulumi/azure-native, and @pulumi/gcp SDKs. Includes Pulumi Automation API integration for programmatic stack lifecycle management.
Run coding agents inside a repo with explicit policy files, task state, approvals, and closure records when teams need auditable local workflows instead of…
Railway App Deployer is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (active GitHub adoption). It gives an agent a…
React Email is an open source component library for building responsive, cross-client email templates using React and TypeScript. It handles Gmail, Outlook, and Apple…
Use Honey to make coding agents emit less code, less prose, and denser agent-to-agent handoffs while preserving correctness boundaries.
Runs mdformat to rewrite Markdown into a consistent CommonMark-oriented layout or check mode in CI. Use it when an agent needs deterministic Markdown diffs…
Use Cruft when an agent needs to pull new changes from a Cookiecutter template into an existing generated repository without redoing the project from…
Uses helm-docs to rebuild Helm chart documentation from Chart.yaml, values.yaml, and inline comments so README files stay aligned with the actual chart. The agent…
Use projen when an agent should synthesize and refresh repository boilerplate from one canonical project definition instead of hand-editing many config files.
Play back a scripted terminal demo with controlled typing and pauses so talks, onboarding sessions, and trainings stay smooth.
This entry turns GitHub Next's Contribution Check workflow into a maintainer-facing agent routine. The agent batches open pull requests, compares them to CONTRIBUTING.md, labels…
Pack trusted context and review memory writes before long OpenClaw sessions drift or accumulate low-quality memory.
Use cc-thinking-skills to install and invoke a portable catalog of mental-model and critical-thinking skills for decisions, debugging, systems analysis, risk, and strategy across compatible…
Give agents a bilingual marketing SOP system for plans, copy, audits, content calendars, campaign briefs, design prompts, and role-based workflows.
Use Nanobot to configure a lightweight local personal agent with model providers, MCP tools, memory, chat channels, search, and gateway deployment paths.
Use COG to onboard a markdown-based second brain with agent skills for braindumps, briefs, reviews, research, product work, and verifier-backed workflows.
Deploy Hermes Agent as a persistent personal agent that learns skills from experience, searches past sessions, schedules automations, and coordinates work across CLI and…
Use claude-code-my-workflow when a research task needs a Claude Code workflow for papers, slides, data analysis, or replication packages with specialist-agent review and verification…
Guides Markdown-capable coding agents through large changes with deep analysis, intent refinement, task decomposition, GitHub issue tracking, batch PRs, adaptive control, and review workflows.
Turn Claude Code, OpenCode, or Codex into a metric-driven loop that makes one change at a time, verifies it mechanically, and keeps or reverts…
Use bioSkills to give an agent domain-specific bioinformatics procedures, tool choices, and guardrails for omics analysis workflows.
Use Career-Ops to run a repeatable Claude Code powered job-search workflow: evaluate listings, tailor resumes, generate applications, and review outputs before sending anything.
Turn Claude Code into a command-driven workflow surface for research, planning, implementation, testing, and review instead of steering every step ad hoc.
Wrap Claude Code sessions in a spec, approval, and verification workflow before risky implementation work lands.
Use the Claude Trading Skills pack to run structured market-regime checks, portfolio reviews, swing-trade screens, trade journals, and performance retrospectives inside Claude workflows.
Turn Claude Code into a structured project workflow that captures context, plans work, and executes implementation in reviewable tracks.
Self-host AutoGPT to build, test, deploy, and operate continuous AI agents for repeatable multi-step workflows.
Uses GRACE skills and the optional grace CLI to guide coding agents through contract-first code changes backed by .grace artifacts, graph navigation, lint gates,…
Use Hatchet to queue, retry, pause, resume, observe, and scale long-running agent tasks and background workflows.
Use Dapr sidecars and workflows to give AI agents durable execution, state, messaging, approvals, and recovery across languages and platforms.
Embed gocron in Go-based agents or operators to run recurring tasks, cron expressions, one-time jobs, singleton executions, concurrency limits, and distributed leader-elected schedules.
Schedule recurring, interval, calendar, and one-off Python agent jobs with persistent job stores so background workflows survive restarts.
Use Agenda when a custom Node.js agent needs persistent scheduled jobs, retries, locking, and background workers backed by MongoDB, PostgreSQL, or Redis instead of…
Use eCommerce-Skills to give compatible agents plain-text workflows for product research, listing optimization, review analysis, pricing, marketing, supply-chain checks, and growth planning for online…
Use GSD 2 to break a project into milestones, manage agent context and branches, recover from drift, and let coding agents advance through supervised…
Install reusable Codex or Claude Code skill bundles for Nature-style manuscript polishing, academic writing, citations, paper reading, response drafting, data handling, slides, and scientific…
Install opencode-power-pack so OpenCode can run Claude Code-style review, security, feature-development, frontend-design, MCP-building, skill-authoring, and project-memory workflows from one maintained plugin.
Install an OpenCode orchestration plugin that routes codebase work across specialist agents, background tasks, model presets, bundled skills, and live terminal multiplexers.
Use Claude Code Agent Farm when a repo needs many Claude Code workers to run in parallel on bug-fix or best-practice sweeps with coordination,…
Use ADHD to fan out isolated reasoning branches for open-ended coding-agent decisions, then score, prune, and deepen the strongest options.
Install a maintained skill pack for weekly planning, retrospectives, task routing, department setup, and founder-ops workflows across Claude Code and Codex.
Install a multi-skill operator pack for decisions, research, second-brain work, content rotation, financial cadence, project management, and skill authoring.
Use Hive as a model-agnostic harness for long-running multi-agent workflows that need state, recovery, observability, human oversight, and business-system tools.
Apply reusable refactoring recipes to large codebases so framework upgrades and codemods happen as auditable, reviewable changes.
Use OpenFang to run packaged autonomous agent workflows on schedules with manifests, dashboards, reporting, and guardrails for sensitive actions.
Use Sidekiq Scheduler to run recurring Ruby/Sidekiq agent jobs for refreshes, evaluations, reports, maintenance, and queue-driven automations with cron-style schedules.
Use OSpec to turn a coding request into a repo-persisted spec workflow with initialization, change advancement, verification evidence, and archival.
Turn rough coding intent into durable specs, task graphs, fresh-context worker runs, adversarial reviews, PR bodies, and evidence receipts.
Use MoAI-ADK to install Claude Code agents and skills for spec-first implementation, TDD, DDD, and quality-gated development.
Install Suede Creator Skills when an agent needs repeatable Codex, Claude Code, or MCP-backed workflows for orchestration, code review, ship gates, AI evals, design,…
Use Agent Zero to give an agent an isolated Linux desktop, browser, plugins, skills, and host connector for supervised file, web, and GUI workflows.
Start a bounded Suna or Kortix agent session, let it use browser, files, tools, and connectors, then review the session output before delivery.
Turn a planned backlog into markdown tickets, dispatch them through coding agents, and only get pulled back in when a blocker or decision really…
Use the Fable Method skill bundle to classify work, gather evidence, act narrowly, verify by observation, and judge agent outputs against repeatable eval-backed rules.
Use Cronicle to schedule, run, monitor, and manually trigger recurring agent maintenance jobs across one or more worker servers from a web UI and…
Use Anthropic's web-artifacts-builder skill to scaffold a React artifact project, build a richer interface with state or routing, and bundle everything into one shareable…
Use TickerQ to add persistent cron and time-based job scheduling, retries, multi-node coordination, OpenTelemetry, and a live dashboard to .NET agent services.
Use Dkron to run recurring agent maintenance, data refresh, evaluation, and cleanup jobs across a fault-tolerant cluster with a UI and API.
Capture failures, corrections, and repeatable lessons so important operational knowledge persists across sessions.
Executes Semgrep OSS with custom YAML rule files for project-specific static analysis patterns. Supports semgrep --config and --pattern flags with metavariable constraints for detecting…
Turn an AG2 multi-agent prototype into a reusable console, web, REST API, or broker-backed service with FastAgency.
Turns public Shopify App Store review rows into a prioritized P0-P3 triage brief with an explicit needs-human-read bucket, where every item keeps its public…
Queries the SonarQube Web API (/api/qualitygates/project_status) to evaluate quality gate conditions before merge. Reports code smells, coverage thresholds, and duplications against configurable SonarQube quality…
Use PaperJury when a Claude Code workflow should review a LaTeX research paper, classify reviewer-style objections, revise bounded issues, and verify the result before…
Use OpenAI's customer-service agents demo as a reference workflow for triage, specialist handoffs, guardrails, and support-case orchestration before building a production support agent.
Orchestrates OpenAPI 3.x code generation using swagger-codegen-cli and openapi-generator. Produces typed client SDKs for TypeScript, Python, and Go with custom Mustache templates.
Keep dbt schema YAML and column documentation aligned with the project so stale metadata does not pile up between model changes.
Temporal is an open-source durable execution platform that lets developers build scalable, fault-tolerant workflows. It automatically handles retries, timeouts, and intermittent failures, with SDKs…
Generates Terraform module scaffolds with variables.tf, outputs.tf, and provider configurations from a module specification. Uses the Terraform Registry API to resolve provider schemas.
Terraform Module Registry is built around Terraform infrastructure as code. The underlying ecosystem is represented by hashicorp/terraform (47,996+ GitHub stars). It gives an agent…
Searches and evaluates Terraform modules from the HashiCorp Registry API and private registries. Uses hcl2json parser to analyze module input variables, outputs, and provider…
Generates production-ready Terraform module scaffolds with variables.tf, outputs.tf, and provider blocks using the HashiCorp Configuration Language (HCL). Integrates with terraform-docs for automatic README generation…
Scaffolds production-ready Terraform modules using HCL templates with automated variable documentation via terraform-docs. Includes Terratest boilerplate and GitHub Actions CI workflow generation.
Scaffolds production-ready Terraform modules with HCL templates, variable definitions, and output blocks. Uses the Terraform Registry API to pull module schemas and terraform-docs for…
Tests Terraform modules using Terratest Go library and terraform test native framework. Validates plan output, applies infrastructure in ephemeral environments, and asserts resource attributes…
Run a repeatable docs-site check that builds locally, opens the site across device sizes, and reports layout, accessibility, and interaction issues.
Use Claude Code triage-issue to read a GitHub issue, verify it actually belongs to the product from body evidence first, check nearby duplicates, and…
Use Claude Code support skills to prioritize tickets, gather customer context, and draft reviewed replies without turning agents loose on customers.
Point Claude Code at a repository and generate a self-contained interactive course that teaches how the system works to non-experts.
Use Task Master AI when an agent needs to turn a product request or PRD into a dependency-aware task graph, expand or scope tasks,…
Use claude-smart to capture corrections and working patterns as preferences, project skills, and shared skills that Claude Code, Codex, and OpenCode reuse later.
Use Spec Kit when an agent should turn a feature idea into a spec-first workflow with explicit artifacts, planning steps, and task breakdowns before…
Decompose goals into task DAGs, delegate work to agents and tools, and inspect execution traces.
Read a Notion spec, extract requirements and ambiguities, then create a linked implementation plan, task breakdown, and progress-tracking structure.
Generate PRDs, implementation plans, validation loops, issue investigations, and autonomous fix cycles inside Claude Code before coding starts.
Feed an agent your docs, links, code, or rough process notes and it generates, validates, installs, and optionally shares a reusable SKILL.md-based workflow across…
Polls the X API v2 trending topics endpoint every 15 minutes and compares against a keyword watchlist stored in Redis. When a trend matches,…
Build, test, and operate agentic workflow apps in Dify when an operator needs a governed path from prototype to production.
Compose, test, and hand off visual AI-agent flows in Flowise when the work needs inspectable orchestration instead of ad hoc prompting.
Build and run repeatable AI agent workflows in Sim by composing agents, tools, triggers, and integrations on a visual canvas.
Vercel Deployment Agent is built around Vercel deployment platform. The underlying ecosystem is represented by vercel/vercel (15,126+ GitHub stars). It gives an agent a…
Open-source developer platform to turn scripts into webhooks, workflows, and UIs. Self-hostable alternative to Retool and Temporal, supporting Python, TypeScript, Go, Bash, SQL, and…
Manages Yeoman generators for enterprise application scaffolding with custom sub-generators. Handles Angular module generation via generator-angular, Express API scaffolding, and composite generators with shared…
Creates custom Yeoman generators using the yeoman-generator API and yo CLI. Scaffolds generator packages with prompting, writing, and install phases, supporting composability via this.composeWith()…
Executes Yeoman generators via the yo CLI and yeoman-environment API to scaffold applications, components, and microservices. Manages generator discovery through the npm registry and…
Orchestrates Yeoman generator composition by chaining sub-generators via the Yeoman Environment API. Manages yo run loops, priority queues, and cross-generator dependency resolution.
Orchestrates Yeoman generator workflows with composable sub-generators and mem-fs-editor file transformations. Manages generator dependencies via yo env and supports custom inquirer.js prompt chains.
Store embeddings beside application data in Postgres, create vector indexes, and query nearest neighbors for semantic search, RAG, recommendations, or agent memory retrieval.
Generates Airbyte source and destination connector configurations using the Airbyte API /v1/sources/create and /v1/destinations/create endpoints. Validates connection specs against the Airbyte Protocol.
Anyquery is a SQL query engine that lets you run SQL against 40+ apps, files, and databases including GitHub, Notion, Chrome, and Apple Notes.…
Apache Airflow MCP is built around Apache Airflow workflow orchestration. The underlying ecosystem is represented by apache/airflow (44,767+ GitHub stars). It gives an agent…
Manages Apache Avro schema evolution with compatibility checking via Confluent Schema Registry API. Validates forward, backward, and full compatibility across schema versions automatically.
Maps and transforms data between systems using Apache Camel route definitions and the Camel Component API. Supports XSLT, JSONPath, and DataFormat transformations via camel-core…
Extracts and transforms Avro, Protobuf, and JSON Schema definitions from Confluent Schema Registry. Generates typed data models and validates schema compatibility using the Schema…
Extracts and transforms Avro/Protobuf schemas from Confluent Schema Registry using the REST API. Generates TypeScript interfaces, JSON Schema, and data contract documentation from registered…
Validates Avro, Protobuf, and JSON Schema compatibility against Confluent Schema Registry using the REST API. Enforces backward/forward/full compatibility modes and detects breaking schema evolution…
Apache Kafka Stream Processor is built around Apache Kafka event streaming platform. The underlying ecosystem is represented by tulios/kafkajs (active GitHub adoption). It gives…
Processes real-time event streams using KafkaJS consumer groups and transforms messages with configurable schemas. Handles partition rebalancing, offset commits, and dead-letter queue routing for…
Automates PySpark DataFrame transformations including schema inference, partition pruning, and Delta Lake merge operations. Integrates with AWS Glue Data Catalog and Apache Iceberg table…
Apache Spark Job Manager is built around Apache Spark distributed compute engine. The underlying ecosystem is represented by apache/spark (43,027+ GitHub stars). It gives…
Apache Superset is a widely adopted open-source BI platform for SQL exploration, chart building, and dashboard delivery. This skill is useful when an agent…
Extracts text and metadata from 1400+ file formats via Apache Tika Server REST API. Handles PDF, DOCX, PPTX, email archives, and embedded document extraction…
Wraps Apache Tika Server REST API for extracting structured text from PDFs, DOCX, PPTX, and 1,200+ file formats. Outputs clean markdown with metadata preservation…
Extracts structured text, metadata, and embedded objects from PDFs, Office documents, and 1000+ file formats using the Apache Tika REST API. Outputs clean Markdown…
Extracts text and metadata from 1000+ file formats using Apache Tika server REST API. Handles PDF OCR via Tesseract integration, Office document parsing, and…
Ingest documents into Morphik, expose retrieval over AI-app knowledge, and tune document search quality before handing context to agents or RAG workflows.
Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.
Convert a bounded document set into a Neo4j knowledge graph, inspect extracted nodes and relationships, and use it for graph-backed RAG.
Index private text into graph-backed retrieval structures, tune prompts, and query the resulting knowledge graph for RAG workflows.
Use Faiss to create and query local vector indexes for agent retrieval and RAG workflows before adding heavier managed vector infrastructure.
Use LlamaCloud Services to parse, index, and manage document knowledge pipelines that feed LlamaIndex retrieval and agent workflows.
Store raw multimodal data, embeddings, and vector-search indexes in Deep Lake so agents can retrieve grounded context for RAG and analysis workflows.
Use deepdoctection when an agent workflow needs a local Python pipeline for document layout analysis, OCR, table recognition, and page-level extraction before LLM ingestion.
Use TiDB when an agent needs one transactional SQL store that can also hold embeddings and serve vector retrieval for RAG, memory, or app-context…
Intelligent PDF table detection and extraction using Camelot-py with OpenCV-based lattice detection and morphological transformations. Handles rotated tables, merged cells, and multi-page spanning tables.
Implements Camelot library for advanced PDF table detection using lattice and stream parsing algorithms. Processes complex multi-page documents with OpenCV-based edge detection and outputs…
Run a self-hosted Kotaemon document QA workflow so agents can index private files, ask grounded questions, and return cited answers.
Builds configurable data extraction pipelines using Cheerio for server-side DOM parsing with CSS selector chains. Supports JSONPath output mapping, pagination following, and schema validation…
Cheerio is a long-running Node.js library for parsing and manipulating HTML and XML with a jQuery-like API. It is widely used in scraping, extraction,…
ClickHouse Query Agent is built around ClickHouse columnar analytics database. The underlying ecosystem is represented by ClickHouse/ClickHouse (46,508+ GitHub stars). It gives an agent…
Lets an agent run dbt parity checks, relation diffs, and row or value comparisons so refactors and source swaps can be verified before rollout.
Use csv-diff when an agent needs to explain what changed between two structured exports, not just that the files differ. The agent lines records…
Force LLM outputs into typed schemas, enums, JSON-like structures, and routing records during generation instead of repairing malformed text afterward.
Use OCRFlux when agents need local PDF or image parsing into Markdown/JSONL with layout-aware OCR, table handling, and cross-page paragraph or table merging.
Use olmOCR when an agent needs to turn scanned or layout-heavy documents into clean markdown or text before chunking, search, extraction, or citation workflows.
Use a local or private multimodal model to convert PDFs, Office files, scans, screenshots, charts, formulas, and diagrams into Markdown for agent search and…
Use Mammoth when an agent needs to turn a .docx file into simple HTML that preserves semantic structure instead of Word-specific styling. This is…
Use html-to-text when an agent receives raw HTML from inboxes, support systems, or scraped pages and needs readable plain text before classification, summarization, or…
Convert PDFs, scans, office files, images, and URLs into clean Markdown, structured JSON, CSV, or HTML before an agent ingests or reviews the content.
Run Docext locally or with a chosen model backend to turn PDFs and document images into structured Markdown for RAG, extraction, and review workflows.
Self-hosted web crawling and content extraction exposed as MCP tools. Scrape pages, crawl sites with depth control, and extract clean markdown — all self-hosted…
Use the Anthropic xlsx skill when an agent needs to create, clean up, or modify .xlsx, .xlsm, .csv, or .tsv files as spreadsheet deliverables,…
Validates CSV files against JSON Schema definitions using AJV and csv-parse. Automatically detects and repairs type mismatches, missing required columns, and encoding issues with…
csvkit is a suite of Python command-line utilities for converting to, working with, and analyzing CSV files. It includes tools for format conversion, querying…
Orchestrate data pipelines using Dagster, the cloud-native data orchestration platform. Define data assets as Python functions with automatic lineage tracking, scheduling, and observability.
Dasel (Data-Select) is a command-line tool and Go library for querying, modifying, and transforming structured data across JSON, YAML, TOML, XML, CSV, HCL, and…
Datasette is an open-source Python tool for exploring and publishing data. It turns any SQLite database into an interactive web interface with a JSON…
dbt Cloud MCP is built around dbt transformation framework. The underlying ecosystem is represented by dbt-labs/dbt-core (12,457+ GitHub stars). It gives an agent a…
Integrates with dbt Cloud Administrative API v2 to trigger and monitor data transformation jobs. Manages model runs, source freshness checks, and test execution through…
Manages dbt Core and dbt Cloud API workflows for SQL-based data transformations. Handles model lineage, incremental builds, and data quality tests with Great Expectations…
dbt MCP Server is built around dbt transformation framework. The underlying ecosystem is represented by dbt-labs/dbt-core (12,457+ GitHub stars). It gives an agent a…
The official dbt MCP Server by dbt Labs provides Model Context Protocol tools for AI agents to interact with dbt projects, query the Semantic…
Analyzes dbt project DAGs using the dbt manifest.json artifact and the dbt Cloud API. Detects circular dependencies, orphaned models, and generates lineage visualizations.
Analyzes dbt project DAGs to identify circular references, orphaned models, and suboptimal materialization strategies. Uses dbt-core manifest.json parsing with Jinja template resolution for accurate…
Parses dbt project artifacts (manifest.json and catalog.json) to build a lineage graph and identify models with no tests, stale documentation, or missing uniqueness assertions.…
Parses dbt project manifests and catalog artifacts to build complete data lineage graphs. Uses the dbt Cloud API v2 for run metadata and the…
Extracts and visualizes dbt model dependency lineage using the dbt Core manifest.json artifact API. Parses ref() and source() calls to build DAG representations via…
Parses dbt manifest.json and catalog.json to extract full model lineage graphs using the dbt Core artifact API. Generates interactive DAG visualizations and impact analysis…
Generates and validates dbt (data build tool) models, tests, and documentation for Snowflake, BigQuery, and Redshift. Parses dbt manifest.json to analyze DAG lineage and…
Use Unstract when an operator needs agents or automation pipelines to turn recurring PDFs, scans, and document batches into structured JSON through prompt-defined extraction…
Uses DeepDiff to compare structured objects deeply and return precise additions, removals, value changes, and deltas instead of noisy line-based diffs. Best when an…
An open-source Python library that makes loading data from APIs, databases, and files into structured datasets simple and Pythonic. dlt automates schema inference, incremental…
Docling is an IBM-backed open-source toolkit that converts PDF, DOCX, PPTX, XLSX, HTML, images, audio, and LaTeX files into structured formats for gen AI…
Docling is an open source document processing toolkit from the Docling project that converts PDFs, Office files, HTML, and other formats into structured output…
Docling is an open-source document processing toolkit for turning PDFs and other files into structured outputs for AI systems. It handles advanced PDF understanding,…
Docling is an open source document processing toolkit that converts PDFs, Office files, HTML, images, audio, and more into structured outputs for AI workflows.…
Documind is an open-source Node.js tool that uses AI to extract structured JSON data from PDFs and other documents. Define a custom schema for…
Run analytical SQL queries on local files (CSV, Parquet, JSON) using the DuckDB in-process database engine. Enables fast OLAP-style analysis without a server, directly…
Elasticsearch MCP is built around Elasticsearch search and analytics engine. The underlying ecosystem is represented by elastic/elasticsearch (76,387+ GitHub stars). It gives an agent…
Take an OCR archive that already exists in Paperless-ngx and push smarter titles, tags, and document metadata back into it.
Use ParseBench to run repeatable document-parser evaluations before an agent relies on PDF, table, chart, or enterprise-document output for downstream decisions.
Evidence is an open-source framework for building data products with SQL and Markdown. It generates interactive dashboards and reports as static sites, providing a…
ExifTool by Phil Harvey is a comprehensive Perl-based CLI tool for reading, writing, and editing metadata in over 400 file types. It extracts EXIF,…
Convert Obsidian vault content, wikilinks, and attachments into portable Markdown trees before publishing, indexing, or migrating notes.
Use DataHub metadata, ownership, schema, and lineage context to ground agent-assisted data discovery and governance workflows.
Run pREST in front of existing Postgres databases to provide instant REST APIs and a read-only MCP endpoint with auth, ACL, custom SQL routes,…
Extract source-backed financial market, filings, economics, and research data with OpenBB, then route the outputs into agent workflows through Python, REST, OpenBB Workspace, or…
Uses invoice2data to turn invoice PDFs into structured JSON, CSV, or XML using supplier-specific templates. This is for repeatable invoice field extraction and renaming…
Use Zerox to convert PDFs, images, and office documents into Markdown or structured extraction outputs using vision models.
Use LandingAI's ADE CLI to parse visually complex documents, cache parse artifacts, and extract schema-shaped fields with page and bounding-box evidence from an agent…
Use Xidel to pull targeted values from pages, XML documents, or JSON APIs with CSS selectors, XPath, XQuery, or JSONiq expressions.
Convert PDFs into LLM-ready markdown or coordinate-aware JSON, and use the same pipeline for tagged-PDF accessibility workflows when that is the real job to…
Expose one document-extraction surface to MCP-compatible agents so they can normalize PDFs, Office files, images, HTML, and other mixed inputs before downstream review or…
franc is a JavaScript library and CLI tool for detecting the language of text. It supports up to 419 languages and returns ISO 639-3…
fx is a terminal-based JSON viewer and processor that provides an interactive TUI for navigating, filtering, and transforming JSON, YAML, and TOML data. Built…
gallery-dl is a command-line tool for downloading image galleries and collections from dozens of hosting sites including Pixiv, DeviantArt, Twitter, Reddit, Instagram, and Danbooru.…
Use FlagEmbedding to choose BGE embedding or reranking models, encode documents and queries, evaluate retrieval quality, and feed stronger context into RAG workflows.
Turn raw documents into structured fine-tuning, RAG, and evaluation datasets when the real job is dataset preparation, not generic document parsing.
Use SQLCoder when an analytics agent needs to turn natural-language questions plus schema context into SQL drafts that can be reviewed, validated, and run…
Gitingest turns a Git repository into a prompt-friendly text bundle that agents and LLM workflows can inspect quickly. It can be used as a…
Give agents governed semantic data context so data questions map to trusted metrics and schemas.
Gorse is an AI-powered open-source recommender system written in Go that generates personalized recommendations via collaborative filtering, item-to-item similarity, and LLM-based ranking. It provides…
Federates data from multiple GraphQL and REST APIs using Apollo Federation gateway. Implements schema stitching with automatic type merging and the DataLoader pattern for…
Introspects GraphQL APIs via the __schema query and maps type relationships, deprecated fields, and circular references. Generates SDL exports, TypeScript types via graphql-codegen, and…
Grist is an open-source modern relational spreadsheet that combines the flexibility of a spreadsheet with the robustness of a database. It supports Python formulas,…
gron transforms JSON into discrete assignment statements, making it possible to grep through complex JSON structures using standard Unix tools. It reverses the process…
htmlq is a command-line tool for extracting content from HTML using CSS selectors, functioning as the HTML equivalent of jq. Written in Rust, it…
Detect messy CSV dialects, standardize malformed files, and generate reliable import code before ingestion pipelines or analyst workflows fail.
Copy data between any databases with a single CLI command using Ingestr. Supports 50+ sources and destinations including PostgreSQL, MySQL, BigQuery, Snowflake, DuckDB, MongoDB,…
Use csvlens when an agent or operator needs fast column-aware inspection of a large CSV before cleaning, mapping, or transforming it.
Connect PDF Reader MCP when an agent needs source-backed PDF extraction with page evidence, visual crops, OCR provenance, tables, trust reports, and reviewable citations.
Instructor is a multi-language library for extracting structured, validated data from LLM outputs. It patches LLM client libraries to return Pydantic models (Python) or…
Jina Reader converts any URL to LLM-friendly markdown by prefixing https://r.jina.ai/ to any web address. It also provides a search endpoint at https://s.jina.ai/ that…
A terminal-based interactive JSON viewer and jq filter editor written in Rust. jnv lets developers navigate complex JSON structures visually while building and testing…
Constructs complex jq filter expressions for transforming JSON/NDJSON streams, including recursive descent, object construction, and reduce operations. Handles multi-gigabyte streams with jq's streaming parser.
Constructs complex jq filter pipelines from natural language queries against JSON/NDJSON data streams. Uses jq built-in functions including path expressions, reduce, and SQL-style operators.
Transforms JSON Schema definitions into Apache Avro schema format using the jsonschema and fastavro Python libraries. Handles nested objects, arrays, optional fields, and $ref…
LangExtract by Google is a Python library for extracting structured information from unstructured text using LLMs with precise source grounding. With 35,000+ GitHub stars,…
Connect Bdash's SQL workspace to MCP clients so an agent can list configured data sources and write SQL into the active query editor for…
LightRAG is a Python-based retrieval-augmented generation framework that builds knowledge graphs from documents for more connected, contextual retrieval. Published at EMNLP 2025, it enables…
Give Claude Code, Codex, or OpenCode live access to Google Search Console and GA4 data through RefreshAgent. Provides authenticated GSC queries, keyword positions, sitemap…
markdownify is a Python library that converts HTML content to clean Markdown text. It supports tag filtering, heading styles, custom converters, and code language…
Marker converts PDF, DOCX, PPTX, and image files to clean Markdown, JSON, and HTML with high accuracy. It handles tables, equations, code blocks, and…
MarkItDown is a Python utility by Microsoft that converts PDF, Word, PowerPoint, Excel, images, audio, HTML, and other files into Markdown for LLM consumption.…
Run a reviewable resume-to-job-description matching workflow that produces ATS-style gaps, keyword suggestions, and human-checkable resume improvements.
Maxun is an open-source no-code web data platform for turning any website into structured, reliable data. It supports extraction via recorder mode and LLM-powered…
Meltano is an open-source, CLI-first ELT platform built on the Singer specification. It provides declarative, code-first data integration with 600+ connectors through Singer taps…
Uses the Metabase REST API to export question results as CSV and render dashboard PNGs on schedule. Compares key metrics against user-defined thresholds and…
Metabase is an open source business intelligence platform for querying data, building dashboards, and embedding analytics. It gives agents a real analytics surface for…
Move data into PostgreSQL with declarative load files, built-in type conversion, and repeatable migration runs before one-off import scripts become cutover risk.
Miller (mlr) is a command-line tool for querying, shaping, and reformatting name-indexed data such as CSV, TSV, JSON, and JSON Lines. It combines the…
Transforms complex PDFs into LLM-ready markdown and JSON using MinerU, a high-accuracy document intelligence pipeline. Extracts text, tables, formulas, and images from scientific papers,…
Newsboat is an actively maintained RSS/Atom feed reader for the text console. A fork of the discontinued Newsbeuter, it provides a fast, keyboard-driven interface…
Uses jc to turn command output and supported file formats into structured JSON so an agent can filter, diff, validate, and store results without…
Give agents structured Airflow, lineage, dbt, and warehouse workflows through installable skills and an Airflow MCP surface instead of loose shell access.
Orama is a full-text, vector, and hybrid search engine that runs in the browser, on a server, or at the edge in under 2KB.…
PaddleOCR is a powerful, lightweight OCR toolkit developed by Baidu that converts documents and images into structured, AI-friendly data like JSON and Markdown. It…
Constructs data transformation pipelines using Pandas and the pipe() method chain pattern. Integrates with SQLAlchemy for database I/O and PyArrow for high-performance Parquet operations.
Chains pandas DataFrame transformations into reproducible pipelines using pipe() method composition. Handles missing data imputation with fillna() strategies, type coercion with astype(), and memory…
Validates and transforms Pandas DataFrames using Pandera schema definitions with column-level dtype, nullable, and custom check constraints. Auto-generates Pandera schema code from sample DataFrames.
Validates Pandas DataFrame structures using the pandera library API and pa.DataFrameSchema definitions. Enforces column types, nullable constraints, and custom check functions via pandera.Check.
Generates comprehensive data quality reports using ydata-profiling (formerly pandas-profiling) with correlation analysis, missing value patterns, and cardinality detection. Exports interactive HTML dashboards and JSON…
Paperless-ngx is an open source document management system that turns scanned or uploaded paperwork into a searchable archive. It combines OCR-driven ingestion, indexing, tagging,…
Reads and transforms Apache Parquet file metadata and column statistics using PyArrow and the Parquet Thrift specification. Maps column types across Delta Lake, Iceberg,…
Optimizes Apache Parquet file reads using PyArrow column pruning and predicate pushdown. Analyzes query patterns to recommend row group sizing and dictionary encoding strategies.
Profiles Apache Parquet files using pyarrow metadata APIs to extract column statistics, row group distributions, and encoding efficiency metrics without reading full datasets.
Extracts and validates Parquet file schemas from Amazon S3 using the PyArrow library and AWS S3 SDK (boto3). Compares schemas across multiple partitions to…
Reads Apache Parquet files using PyArrow and bulk-loads them into PostgreSQL via psycopg2 COPY protocol. Handles schema mapping, partitioned datasets, and incremental upserts with…
Run MonkeyOCR over PDFs, scanned pages, formulas, and tables to produce structured Markdown/text that downstream agents can ingest and reason over.
Extract document text, tables, logical structure, and metadata into normalized output before RAG, review, or workflow automation.
Use kordoc when an agent needs to parse HWP, HWPX, PDF, Excel, or DOCX files into Markdown, fill forms, compare documents, or expose document…
Run LiteParse locally to extract PDF text, spatial JSON, OCR-backed output, and page screenshots before sending documents into an agent workflow.
Run OmniParse locally or as an API service to turn documents, images, audio, video, and web pages into structured Markdown-ready inputs for agent and…
Use dots.ocr when an agent needs repeatable multilingual document layout parsing before retrieval, extraction, review, or downstream automation.
Extracts structured tables from PDF documents using Camelot's lattice and stream parsing algorithms. Handles merged cells, multi-page tables, and outputs to pandas DataFrames, CSV,…
pdfplumber is a Python library for extracting detailed information from PDFs — text, tables, lines, rectangles, and curves — with visual debugging support. Built…
Compare SQL model changes, preview backfills and downstream impact, and stage safer warehouse rollouts before execution.
Polars is an extremely fast DataFrame library written in Rust with Python, Node.js, and R bindings. This skill enables agents to leverage Polars for…
Query, analyze, and tune PostgreSQL databases through your AI agent with safe access controls. Beyond basic SQL execution, it provides index tuning recommendations, query…
Agent access to PostgreSQL data and queries through MCP.
Use PyMuPDF to extract text, layout metadata, tables, images, Markdown, or JSON from PDFs and documents before an agent ingests or reviews them.
Generate dense, sparse, image, and reranking embeddings locally before writing vectors into Qdrant or another retrieval stack for agent memory and RAG workflows.
Give coding agents one promptable workflow surface for OCR, extraction, redaction, form filling, conversion, and signing across document-heavy tasks.
Inspect, profile, normalize, and diff large CSV files before loading them into downstream analytics or automation workflows.
Inspect CSV, TSV, JSON, and parquet drops interactively, spot suspicious columns fast, and decide the next cleanup step without opening a spreadsheet.
Infers Protocol Buffer (.proto) definitions from JSON samples using protobuf-compiler and grpcio-tools. Generates proto3 schemas with nested message types, enums, and gRPC service stubs.
qsv is a high-performance command-line toolkit for querying, transforming, validating, and analyzing CSV and tabular data. Written in Rust, it provides over 50 commands…
Connect an MCP client to PostgreSQL databases for schema discovery, safe querying, and database inspection through a documented pgEdge MCP server and agent client…
Use mdq when an agent needs to target headings, lists, links, or other Markdown structure without falling back to brittle regex edits.
Use ClickHouse's official MCP server when an assistant needs schema-aware, reviewable analytics access to ClickHouse through bounded tools instead of ad hoc database credentials.
Use Dinobase to give agents a SQL layer over SaaS APIs, databases, files, and MCP servers so they can answer cross-system business questions with…
Connect MCP-compatible agents to Neo4j so they can inspect graph schemas, run Cypher queries, manage graph memory, and operate Aura instances from chat.
Use DBHub to expose guarded, token-efficient database inspection and SQL tools to MCP clients across Postgres, MySQL, SQL Server, MariaDB, and SQLite.
Connect an MCP-compatible assistant to an existing PostgreSQL database for safe natural-language querying, schema-aware SQL, and streamed results.
Connects to the QuickBooks Online Accounting API using OAuth 2.0 via the intuit-oauth Node.js SDK to fetch unpaid invoices and match them against bank…
Uses the Reddit OAuth2 API via PRAW to collect top posts and comments from subreddits on a rolling 24-hour window, then runs batch sentiment…
Redpanda Connect (formerly Benthos) is a high-performance stream processor that connects data sources and sinks through declarative YAML pipelines. It supports hundreds of connectors…
rehype is a plugin-based HTML processing toolkit built on the unified ecosystem. It parses HTML into an abstract syntax tree, transforms it with composable…
Preprocess messy PDFs into a stable form before extraction, review, packaging, or delivery workflows depend on them.
Use jDocMunch MCP when an agent needs to index local or repository documentation, search by heading-level structure, and retrieve only the exact section needed…
Connect business data sources to Minds Platform so an agent can search, analyze, and automate recurring operational work with inspectable data grounding.
Index local or self-hosted documents, search them with hybrid and multimodal retrieval, and answer agent questions through an MCP server with citations.
Deploy OpenChatBI when an agent needs to turn business questions into SQL, charts, anomaly analysis, and explainable BI results.
Create persistent investment-research workspaces where agents process market data, filings, models, charts, and thesis updates over time.
Use Text Extract API when an agent needs to turn PDFs, Office files, or images into Markdown or structured JSON with local OCR, optional…
Ingest a bounded document set into Verba, configure retrieval and model providers, then review grounded chatbot answers before handing context to an agent workflow.
Performs high-volume data operations using the Salesforce Bulk API 2.0. Creates ingest jobs with createJob(), uploads CSV batches, and monitors job status via getJobInfo()…
Use Milvus to create vector collections, ingest embeddings, and serve filtered similarity search for RAG and agent retrieval workloads.
Builds and manages Scrapy web scraping spiders with custom item pipelines. Supports Splash rendering for JavaScript pages, rotating proxies via scrapy-rotating-proxies, and export to…
Use pdf-mcp to inspect a PDF, search it, and load only the pages that matter so an agent can answer questions from long documents…
Snowflake MCP is built around Snowflake cloud data warehouse. It gives an agent a more technical and reliable way to work with the tool…
Snowflake MCP Server is built around Snowflake cloud data warehouse. It gives an agent a more technical and reliable way to work with the…
Extracts query history and performance metadata from Snowflake using the Snowflake Python Connector and INFORMATION_SCHEMA.QUERY_HISTORY view. Identifies expensive queries by credits consumed, data scanned,…
Analyzes and optimizes Snowflake SQL queries using the QUERY_HISTORY and ACCESS_HISTORY views in ACCOUNT_USAGE. Identifies expensive scans, recommends clustering keys, and monitors warehouse credit…
Profiles and optimizes Snowflake SQL queries using the Snowflake Information Schema and Query History views. Identifies warehouse sizing issues, scanning inefficiencies, and recommends clustering…
Lightweight local database access for agent tasks.
sqlite-utils is a Python CLI utility and library by Simon Willison for manipulating SQLite databases. It lets you pipe JSON, CSV, or TSV data…
Query cloud APIs, SaaS services, and infrastructure with standard SQL using Steampipe. Maps over 150 data sources (AWS, Azure, GCP, GitHub, Slack, and more)…
Pulls MRR, churn, and LTV metrics from the Stripe Data API using the stripe Node.js SDK and transforms the data using Apache Arrow. Aggregated…
Surya is a document OCR toolkit by Datalab that performs OCR in 90+ languages, line-level text detection, layout analysis, reading order detection, table recognition,…
Extract cloud and SaaS configuration data into queryable tables so agents can run audits, drift checks, and evidence collection with SQL.
Uses Tabula Java library via tabula-py bindings to detect and extract tables from PDF documents. Supports both lattice and stream extraction modes with configurable…
Extracts structured tables from PDF documents using Tabula-java with lattice and stream detection modes. Outputs to CSV, JSON, or pandas DataFrames with automatic column…
Teable is an open source no-code database platform built on PostgreSQL that uses a spreadsheet-like interface for creating powerful database applications. It supports real-time…
Extracts structured data from scanned documents using Tesseract OCR engine with LSTM models. Supports table detection via OpenCV contour analysis and outputs to CSV,…
Extracts structured text from scanned documents and images using Tesseract OCR with custom LSTM training data. Supports table detection via OpenCV contour analysis and…
Use SQLGlot when an agent needs to parse, transpile, or sanity-check SQL before moving queries between engines or trusting generated SQL.
Route scanned, scientific, and technical PDFs through RetainPDF so an agent can produce translated PDFs while preserving formulas, tables, code blocks, and page layout.
trdsql is a CLI tool that executes SQL queries directly on CSV, LTSV, JSON, YAML, and TBLN files. It supports PostgreSQL and MySQL syntax,…
Use warc2text when an agent already has WARC captures and needs readable text, language identification, and exportable records for review, search, or corpus building…
Convert documents into schema-enforced entities and graph relationships when the job is exact knowledge extraction rather than generic document parsing.
Define repeatable extraction pipelines that pull fields from large document collections, normalize outputs, and audit failures across the corpus.
Ingest code, docs, PDFs, images, and video from local folders into a searchable knowledge graph so agents can follow entities and relationships instead of…
Typesense is an open-source, typo-tolerant search engine built in C++ for building fast, relevant search experiences. It serves as a self-hostable alternative to Algolia…
Unstructured is an open source document processing library that converts PDFs, HTML, Office files, emails, and other formats into structured data for downstream AI…
Unstructured is an open source document ETL toolkit for converting PDFs, HTML, emails, and office files into structured data. This skill covers how to…
Unstructured is an open-source library for ingesting and partitioning PDFs, HTML, Office documents, emails, and other unstructured inputs into structured elements and metadata. It…
Load tabular data with PandasAI and ask natural-language analysis questions while keeping generated transformations inspectable.
Build a supervised RAG context layer with RAGFlow so agents can index documents, retrieve grounded context, and answer with traceable source support.
WeasyPrint is a Python library by Kozea/CourtBouillon that converts HTML and CSS into PDF documents. It implements a CSS layout engine designed specifically for…
Weaviate MCP Server is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (active GitHub adoption). It gives an agent a…
Uses the W&B Python SDK and Public API to stream live training metrics, system stats, and gradients from active runs. Alerts on metric regressions…
xan is a high-performance command-line tool for processing CSV files, written in Rust with a novel SIMD CSV parser. It offers filtering, slicing, aggregation,…
Applies chained XSLT transformations to XML documents using lxml and Saxon-JS. Supports XSLT 3.0 streaming, XPath parameter injection, and multi-stage transform pipelines with intermediate…
xq is a command-line XML and HTML beautifier and content extractor written in Go. It provides syntax highlighting, automatic formatting, XPath and CSS selector…
xsv is a fast CSV command-line toolkit written in Rust by Andrew Gallant (BurntSushi). It provides indexing, slicing, analyzing, splitting, joining, searching, sampling, and…
Process, query, and transform YAML, JSON, XML, CSV, TOML, and properties files from the command line using yq. Supports jq-like expressions for reading, updating,…
Use AgentClick when an agent should pause before risky commands, plans, drafts, or code changes so a human can inspect, edit, approve, or reject…
Find the open PR for the current branch, gather unresolved review comments, and drive a focused comment-resolution workflow with gh-authenticated context.
Give an agent a portable Git workflow playbook for branch strategy, commit hygiene, pull requests, merge choices, and CI-aware collaboration.
Use jscodeshift when an agent needs AST-based JavaScript or TypeScript codemods for bulk migrations, API rewrites, and large refactors with reviewable diffs.
Use ast-grep (sg) to search, lint, and rewrite code across large codebases using AST pattern matching. A blazing-fast alternative to regex-based code transformations that…
Run a repeatable HIG compliance audit over app code before shipping UI changes, then use the findings to guide remediation.
Use Deptry when an agent needs to verify that a Python project's declared dependencies still match the imports the code actually uses. The agent…
Lint Nix expressions and automatically rewrite common anti-patterns before review or refactor work.
axe-core is the industry-standard accessibility testing engine by Deque Systems that automatically detects WCAG 2.0, 2.1, and 2.2 violations in web interfaces. It integrates…
Benchmark clean and incremental Xcode builds, surface compile and configuration hotspots, and produce an approval-first optimization plan before changing project files.
Score deep research agents on benchmark tasks using factual verification, report-quality scoring, and process evaluation before model or workflow changes ship.
Run a real-task benchmark suite against OpenClaw agents so model or harness changes can be compared before they hit production workflows.
Biome is a high-performance Rust-based toolchain for JavaScript, TypeScript, JSX, JSON, CSS, and GraphQL that unifies formatting and linting in a single tool. With…
Uses htmltest to crawl generated documentation or static site output, detect broken internal and external links, and return a link-focused validation report before deploy.…
Use CodSpeed when an agent needs benchmark runs compared in CI and surfaced on pull requests before performance regressions merge.
Run a fast typo pass across source files and documentation so common misspellings are fixed before they spread through reviews and releases.
Snapshot agent behavior, compare outputs and tool-call paths, and block releases when a model or prompt change quietly shifts behavior.
Runs CodeClimate analysis on pull request diffs using the CLI engine and reports new issues inline. Calculates maintainability impact scores per changed file.
Tracks Code Climate maintainability scores over time using the Code Climate v1 API. Identifies technical debt hotspots, monitors churn-complexity coupling, and generates weekly maintainability…
Analyzes test coverage using the Codecov API v2 and codecov-cli uploader. Fetches per-file coverage from /api/v2/repos/{owner}/{repo}/report, computes diff coverage via /api/v2/repos/{owner}/{repo}/pulls/{pull}, and enforces configurable…
Analyzes code coverage diffs on pull requests using the Codecov API v2 /repos/{owner}/{repo}/commits endpoint. Identifies untested code paths and generates coverage improvement suggestions.
Integrates with the Codecov API v2 and codecov-cli to upload coverage reports, analyze coverage deltas, and enforce minimum thresholds. Supports lcov, cobertura, and jacoco…
Monitors test coverage trends using the Codecov API v2 /repos/{owner}/{repo}/commits endpoint. Compares branch coverage against base, generates diff-coverage reports, and flags untested code paths…
Tracks and enforces code coverage using Codecov API, lcov, and Istanbul/nyc. Generates coverage reports, detects regressions, and blocks PRs below threshold.
commitlint checks whether git commit messages meet the Conventional Commits specification, enforcing structured formats like type(scope): subject. Shareable configuration packages let teams standardize commit…
Tracks cyclomatic and cognitive complexity trends using lizard CLI and radon for Python analysis. Generates weekly complexity reports with git-integrated change attribution per module.
CSpell is a spell checker built for source code, configuration files, and documentation, with dictionaries and ignore mechanisms that work well in real repositories.…
Danger JS automates pull request review chores by running programmable checks inside CI and posting structured feedback back to GitHub, GitLab, and other code…
Use jscpd when an agent needs to scan a codebase for duplicated blocks and turn clone findings into a focused cleanup or review queue.…
Use dyff to compare YAML documents by structure and changed paths so agents can review configuration drift without the noise of plain line diffs.
Difftastic is a structural diff tool that compares files based on their syntax rather than line-by-line text. Written in Rust with 24k+ GitHub stars,…
Optimizes Docker build performance using BuildKit cache mount analysis, docker history layer inspection, and Dockerfile linting via hadolint. Reduces build times by restructuring layer…
dprint is a pluggable and configurable code formatting platform written in Rust. It unifies formatting for TypeScript, JavaScript, JSON, Markdown, TOML, CSS, HTML, Dockerfile,…
Check whether a Python codebase still respects declared layered, independence, or forbidden import contracts.
Drop a multi-agent protocol pack into a project so coding assistants must satisfy reviewer, memory, and supply-chain gates before code-changing work completes.
Scan a JS or TS codebase for forbidden imports, circular dependencies, orphaned modules, and other dependency-rule violations before they turn into structural drift.
Check a Rails codebase for dependency and visibility violations so domain boundaries stay reviewable instead of dissolving over time.
Codify complex GitHub review rules, evaluate pull requests, and expose approval status as a required check.
Measure Python docstring coverage and fail a docs-quality gate when code drops below an agreed threshold.
Block implementation-first agent behavior and keep Claude Code anchored to failing-tests-first TDD loops.
Use Claude Octopus when ordinary Claude Code flows are not enough and a risky coding task needs adversarial multi-model review, disagreement surfacing, and a…
Automatically detect and fix JavaScript/TypeScript linting issues using ESLint v9 flat config and the ESLint Node.js API. Supports custom rule configurations and staged file…
Runs ESLint with auto-fix capabilities using the ESLint Node.js API and flat config system. Supports custom rule sets, TypeScript via typescript-eslint, and Prettier integration.
Runs ESLint with the --fix flag across JavaScript and TypeScript codebases, applying auto-fixable rules from eslint-config-airbnb and @typescript-eslint/recommended. Generates diff reports for manual review…
Applies ESLint fixes automatically using the ESLint Node.js API with flat config support. Handles rule conflicts across TypeScript-ESLint and eslint-plugin-react. Generates fix reports in…
Enforces consistent ESLint configurations across monorepo packages using eslint-config-inspector and flat config merging. Detects rule conflicts between shared configs, auto-generates override files, and reports…
Scaffolds and tests custom ESLint rules using the RuleTester API and AST Explorer patterns. Generates rule documentation with fixable autofix implementations.
Generates custom ESLint rules from natural language descriptions using the ESLint RuleTester API and AST Explorer patterns. Produces complete rule modules with meta schemas,…
Analyzes ESLint configurations using the ESLint Node.js API (new ESLint().calculateConfigForFile) and flat config system. Detects rule conflicts, unused rules, and generates project-specific rule recommendations…
Performs deep ESLint configuration analysis using the ESLint Node.js API and flat config system. Auto-fixes rule conflicts, generates shareable configs, and produces code quality…
Creates custom ESLint rules and shareable configs using the ESLint RuleTester API and @typescript-eslint/utils. Generates AST visitor patterns with full TypeScript type-checking support via…
Audits ESLint configurations using @eslint/eslintrc and @eslint/js flat config APIs. Detects conflicting rules, deprecated configs, and generates migration paths from eslintrc to eslint.config.js flat…
Creates custom ESLint rules using the ESLint RuleTester API and AST Explorer patterns. Generates rule implementations with auto-fix suggestions based on estree node types…
Generates optimized ESLint flat config files using @eslint/js, typescript-eslint, and eslint-plugin-import. Provides project-specific rule recommendations based on codebase analysis.
Analyzes .eslintrc configurations and extended rulesets using the ESLint Node.js API and eslint-config-inspector. Detects conflicting rules between Prettier, TypeScript-ESLint, and Airbnb presets, generating a…
Detects and resolves conflicting ESLint rules across .eslintrc configurations using the ESLint Node.js API. Analyzes rule interactions between eslint-config-airbnb, eslint-config-prettier, and typescript-eslint plugins.
Automates ESLint configuration and rule enforcement using the ESLint Node.js API and @typescript-eslint/parser. Generates fix suggestions and auto-corrects violations across JavaScript and TypeScript codebases.
Automates ESLint v9 flat config enforcement across monorepos using eslint-plugin-unicorn and @typescript-eslint/parser. Scans changed files via git diff, applies auto-fixable rules, and generates per-package…
Runs ESLint with custom rulesets via the ESLint Node.js API and eslint-plugin-import to enforce project-specific code standards. Parses AST violations, groups by severity, and…
Measures the impact of enabling new ESLint rules across a codebase using the ESLint Node.js API and @typescript-eslint/parser. Generates violation heatmaps, estimates auto-fix coverage,…
Runs ESLint against a JS/TS codebase, groups violations by rule and file, and produces a prioritized fix plan. Distinguishes auto-fixable violations from manual ones.…
Run a dead-code pass on Python repositories before refactors so agents can flag unused functions, classes, imports, and variables instead of deleting blindly.
Normalize TOML files with a dedicated formatter and linter so repo configs, manifests, and lockfiles stay stable and reviewable.
Run Tombi as a TOML formatter, linter, and language server so agents can clean and validate pyproject, Cargo, and other TOML config files before…
Normalize Bash, POSIX shell, and Zsh scripts before review or CI so style noise stops hiding the real changes.
Use dbt-checkpoint when an agent should catch dbt naming, dependency, metadata, and model-hygiene issues before review or merge.
Compare coverage reports against a git diff so an agent can flag newly changed lines that still lack tests before merge.
Turn successful traces into reusable skills, then benchmark those skills across models before you trust them in production.
Turn a public GitHub repository into an interactive architecture diagram before onboarding, code review, or agent handoff.
Automates git bisect workflows to find regression-introducing commits using custom test scripts and the git bisect run interface. Supports containerized test execution via Docker…
Install CodeSeek to index a repository, expose semantic search and call-graph queries, and register MCP tools for Claude Code or Codex coding agents.
Score whether an agent took a sensible intermediate path, called tools correctly, and reached the outcome without relying only on final-answer checks.
Validate data quality using the Great Expectations Python library. Define expectations as unit tests for your data, run validation suites, and generate human-readable data…
Reviews Jenkinsfile and Groovy pipeline scripts for anti-patterns, security issues, and performance bottlenecks using Jenkins Pipeline Linter API and static analysis rules.
Jest Unit Test Scaffolder is built around Jest JavaScript test framework. The underlying ecosystem is represented by jestjs/jest (45,332+ GitHub stars). It gives an…
Ponytail gives coding agents a portable minimal-implementation ruleset, plugin hooks, and review commands so they reuse existing code, native platform features, and standard library…
Keploy is an open source platform for generating API tests from real traffic and improving regression coverage. This skill helps agents work with test…
Run Knip to find and remove unused files, dependencies, and exports in JavaScript and TypeScript projects. Reduces bundle size, maintenance burden, and dependency attack…
Run ansible-lint against playbooks, roles, and collections so risky patterns and common mistakes are caught before automation is merged or executed.
Catch locking, indexing, and schema-change hazards in PostgreSQL migration SQL before a review turns into downtime.
Catch naming, formatting, and protobuf rule violations early so generated clients and reviews are cleaner.
Catch structural and line-style problems in reStructuredText docs before release notes and Sphinx pages go out broken or noisy.
Check Terraform before plan or apply so invalid attributes, provider-specific mistakes, and custom rule violations are caught early.
Uses yamllint to inspect hand-written or generated YAML before it reaches CI or deploy. The agent returns line-level syntax, duplicate-key, indentation, and formatting findings…
Uses checkmake to inspect Makefiles for style issues, fragile targets, and maintainability problems before build automation breaks in CI. It is a narrow build-script…
Generate Python module dependency graphs so refactors and package splits start from an actual import map instead of guesswork.
markuplint is a comprehensive HTML linter designed for all markup developers. It enforces accessibility, spec compliance, and best practices across HTML, JSX, Vue, Svelte,…
Use AiMock when an agent needs reproducible tests around LLM APIs, MCP tools, A2A flows, vector stores, search, or moderation services without depending on…
Use this skill when an agent needs to stand up request handlers with Mock Service Worker, isolate network behavior in local development or tests,…
Run a structured pre-merge review across correctness, readability, architecture, security, and performance instead of relying on a shallow spot check.
Review a PR or diff through three independent focused lenses (correctness, security, test coverage), then deduplicate and validate findings before persisting. Catches more real…
Nock is an HTTP server mocking and expectations library for Node.js that intercepts outgoing HTTP requests and provides programmable responses. With over 13,000 GitHub…
Use sqlfmt to reformat dbt-oriented SQL and Jinja-heavy query files into a stable style before code review, CI checks, or agent-generated handoff.
Use DSPy to define modular LLM programs, metrics, and evaluation sets so an agent can optimize prompts and pipeline behavior with measurable feedback instead…
Run Oxlint from the Oxc toolchain to lint JavaScript and TypeScript codebases at extreme speed. Written in Rust, Oxlint is 50-100x faster than ESLint…
Performs PHP static analysis using PHPStan CLI at rule levels 0-9 with custom extensions. Detects type errors, dead code, and PHPDoc inconsistencies in WordPress…
Playwright Test Recorder is built around Playwright browser automation framework. The underlying ecosystem is represented by microsoft/playwright (84,874+ GitHub stars). It gives an agent…
Validate Kubernetes resource configurations against best practice policies using Fairwinds Polaris. Runs as a CLI for CI/CD, a dashboard for cluster-wide audits, or a…
This ASE skill uses reviewdog to turn linter and analyzer output into diff-aware pull request feedback. An agent can run existing checks, filter findings…
Structured self-review checklist to run before committing substantial code changes. Covers edge cases, error paths, test coverage, documentation, and code quality — so CI…
Use ContribAI when an agent should analyze a repository, respect maintainer consent, and prepare bounded draft contribution proposals with evidence receipts.
Detects and resolves conflicts between Prettier, ESLint, and EditorConfig formatting rules using the Prettier resolveConfig API and eslint-config-prettier compatibility checker.
Resolves Prettier formatting conflicts across monorepo packages using the Prettier API and @prettier/plugin-xml. Generates unified .prettierrc configs with per-package overrides and EditorConfig synchronization.
Enforces code formatting standards using the Prettier API (prettier.format(), prettier.check()) and prettier-plugin-organize-imports. Supports 20+ languages with .prettierrc configuration management.
Use actionlint when an agent needs to inspect GitHub Actions workflow files before a push or pull request lands. The skill checks syntax, expressions,…
Use Scalene when a Python agent, tool server, or retrieval pipeline needs line-level CPU, GPU, and memory profiling before targeted optimization.
Run statistically sound comparisons on eval results so prompt and model changes are judged by confidence bounds, not bar-chart vibes.
Use this skill when an agent needs to lint a package before publish, catch broken exports or manifest issues, and explain exactly what will…
Analyzes PR size and reviewability using the GitHub GraphQL API and git diff-stat. Enforces size limits, suggests PR splitting strategies, and tracks team review…
Manages Pylint baseline files for gradual code quality improvement using pylint --output-format=json and the pylint.reporters API. Tracks new violations per commit while suppressing pre-existing…
Perform automated Python code reviews using Pylint programmatic API and pylint-json2html for report generation. Supports custom checker plugins and per-project rcfile configurations.
Pytest Fixture Generator is built around pytest Python testing framework. The underlying ecosystem is represented by pytest-dev/pytest (13,718+ GitHub stars). It gives an agent…
Measures and improves Python type annotation coverage using mypy --html-report and pyright type completeness scoring. Identifies untyped function signatures, missing return types, and Any-typed…
Run repeatable eval suites against prompts, RAG pipelines, and agents so regressions surface before release.
Use promptfoo when an agent needs to evaluate prompt, agent, or RAG behavior against saved assertions before a change goes live. The value here…
Use cargo-machete when an agent needs to find and remove unused Rust dependencies before they keep inflating build time, review noise, and manifest drift.
Use Diff2Html when an agent needs to turn raw unified diffs into readable HTML artifacts for reviews, audits, or status updates. This is a…
Use Mergiraf to let an agent attempt tree-aware conflict resolution during merge, rebase, revert, or cherry-pick before falling back to manual edits.
Use Hunk to keep a live terminal review UI open for agent-authored code changes, with Git, Jujutsu, Sapling, patch input, watch mode, and inline…
Open a GitHub-style local diff, collect inline review comments, then hand unresolved threads back to a coding agent for fixes.
Use DiffX to review local git changes in a PR-style browser UI, leave inline comments, and hand structured feedback back to a coding agent…
Audit frontend work against design-system rules, accessibility expectations, responsive behavior, and visual craft before merge or release.
Use repository-settings when an operator wants GitHub repository configuration changes reviewed as code before branch protection, labels, teams, or other settings are applied.
Use PR-Agent when an agent should run an automated pull request review pass with summaries, comments, improvement prompts, or ask-mode follow-ups before human merge…
Review an API design, endpoint set, or OpenAPI spec before implementation and return prioritized findings on design quality, security, resilience, and missing contract decisions.
Use reg-suit when an agent needs to compare screenshot outputs against a stored baseline and publish a human-reviewable diff report. The skill is for…
Inspect or auto-fix shell scripts to reduce quoting bugs and brittle Bash patterns before they break in CI or production.
Ultra-fast Python linting and formatting using Ruff CLI with pyproject.toml configuration. Supports auto-fix, import sorting (isort-compatible), and rule selection from 800+ built-in rules.
Configures and optimizes Ruff Python linter settings using the ruff CLI and pyproject.toml schema. Migrates from Flake8, isort, and Black configurations with automatic rule…
Generates optimized Ruff configuration from existing Flake8, isort, and Black setups. Migrates pyproject.toml rules with automatic conflict resolution.
Use Bug Hunter to run scan-first adversarial code audits where Hunter, Skeptic, and Referee agents check repository bugs, security issues, and fix evidence before…
Use Zeroshot when a coding issue or spec needs an executor agent and an independent verifier loop before the change is accepted.
Trigger CodeRabbit review passes from an agent and work unresolved PR feedback threads into guided or batch autofix loops.
Use prek as a fast pre-commit-compatible hook runner so agents can lint, format, and policy-check repository changes before handing work back.
Dispatch specialized WCAG review agents to inspect code or content before inaccessible patterns ship.
Use OPC as a Claude Code skill to select a task flow, dispatch specialist roles, enforce independent review, and gate builds, audits, and release…
Use DeerFlow to orchestrate subagents, memory, sandboxes, tools, and skills for supervised research, coding, and creation tasks that take minutes to hours.
Use Open Code Review when an agent needs several reviewer personas to inspect a diff, debate findings, and synthesize review output before a human…
Use treefmt when an agent needs one repo-level formatting plan across multiple languages instead of stitching formatter commands together ad hoc.
Build repeatable evaluation experiments for agents and LLM apps with output checks, trajectory scoring, simulators, and trace-based review.
Use Codemod CLI when an agent needs to scaffold, test, and run a reviewable multi-step migration workflow with approval gates, rather than applying a…
Apply standard Python formatters, linters, and type checkers to notebook-heavy repositories without manually converting notebooks to scripts.
Use Evalite when a TypeScript team needs repeatable Vitest-style eval runs for LLM apps before prompt, model, or workflow changes ship.
Run accessibility scans against target URLs, open trackable issues, and optionally hand remediation suggestions to Copilot instead of treating accessibility review as a manual…
Apply reusable evaluators to model outputs when you need lightweight scoring, rationale capture, or quick eval loops in code.
Use GritQL when an agent needs reviewable structural search and rewrite passes across a large codebase before a migration, policy cleanup, or API change,…
Run a structured lazy-check on any significant output before submitting. Forces root-cause analysis, alternative consideration, and outcome verification — especially critical in autonomous runs…
Runs Semgrep against a codebase using official or custom rule registries and outputs a grouped report of security anti-patterns, deprecated API usage, and policy…
Semgrep Code Scanner is built around Semgrep static analysis engine. The underlying ecosystem is represented by semgrep/semgrep (14,543+ GitHub stars). It gives an agent…
Builds custom Semgrep rules using the Semgrep pattern syntax and semgrep CLI. Generates YAML rule files with metavariable patterns, taint tracking, and autofix transformations.
Generates Semgrep SAST rules from vulnerability descriptions using the Semgrep CLI and semgrep-rules YAML schema. Supports metavariable patterns, taint tracking, and join rules for…
Builds custom Semgrep rules using the semgrep YAML rule syntax with metavariable-pattern, pattern-either, and taint-mode analysis. Generates rule packs for OWASP Top 10 detection…
Creates custom Semgrep SAST rules using the semgrep CLI and rule schema YAML format. Supports pattern-either, metavariable-regex, and taint-mode tracking for detecting framework-specific vulnerabilities…
Writes and deploys custom Semgrep rules using pattern, pattern-either, and metavariable-regex operators for multi-language SAST scanning. Manages rule bundles in semgrep.yml with autofix transformations.
Leverages the Semgrep OSS engine and semgrep-rules registry to perform deep static analysis across 30+ languages. Combines taint tracking with pattern matching for OWASP…
Executes Semgrep CLI with custom YAML rules and the Semgrep Registry API to detect anti-patterns, vulnerabilities, and taint tracking violations. Outputs SARIF-formatted results for…
Generates custom Semgrep rules from natural language descriptions of vulnerability patterns. Uses semgrep --validate to verify rule syntax and semgrep --test to run against…
Executes Semgrep static analysis using the semgrep CLI with custom YAML rule definitions. Supports taint tracking, metavariable comparisons, and pattern-not-inside exclusions for precise vulnerability…
Executes Semgrep static analysis using the semgrep CLI with custom YAML rule packs. Supports --config auto for community rules, parses JSON output via --json…
Runs Semgrep static analysis with custom rule packs targeting OWASP Top 10 patterns. Uses semgrep CLI with --config=auto and --sarif output for GitHub Advanced…
Performs SAST scanning using Semgrep CLI and Semgrep Registry rules. Detects OWASP Top 10 vulnerabilities, injection flaws, and insecure patterns with custom rule YAML…
Scan codebases for security vulnerabilities and anti-patterns using Semgrep OSS rules and the Semgrep CLI. Supports custom YAML rule authoring and SARIF output for…
Run static analysis on bash and shell scripts using ShellCheck to detect syntax errors, semantic pitfalls, and portability issues. Produces machine-readable diagnostics with fix…
This entry turns GitHub Next's Code Simplifier workflow into a narrow cleanup agent. The agent inspects code changed in the last day, proposes behavior-preserving…
Integrates with the SonarQube REST API to run static code analysis scans, retrieve quality gate results, and flag code smells. Supports SonarCloud and on-premise…
Run SonarQube static analysis scans via the SonarQube Web API and sonar-scanner CLI. Detects code smells, bugs, and security vulnerabilities with configurable quality gates…
Runs SonarQube static analysis via the SonarQube Web API and sonar-scanner CLI. Detects code smells, bugs, and security vulnerabilities across 30+ languages with quality…
Automated code quality scanning using SonarQube REST API and SonarScanner CLI. Detects code smells, bugs, and vulnerabilities across 30+ languages with configurable quality gates.
Enforces SonarQube quality gate conditions in CI pipelines using the SonarQube Web API /api/qualitygates/project_status endpoint. Blocks merges when coverage drops, duplications exceed thresholds, or…
Integrates SonarQube quality gates into pull request workflows via the SonarQube Web API /api/qualitygates/project_status. Blocks merges when code smells, duplications, or coverage thresholds fail…
Monitors SonarQube quality gate status via the SonarQube Web API and enforces code quality thresholds. Parses coverage reports from JaCoCo, Istanbul, and lcov formats…
Queries SonarQube Web API for project quality gate status, code coverage metrics, and technical debt analysis. Integrates with sonar-scanner CLI for on-demand analysis and…
Enforces SonarQube quality gates in pull request workflows using the SonarQube Web API and ce/task endpoint. Blocks merges when code coverage drops, duplications exceed…
Fetches the latest SonarQube project analysis result, explains why the Quality Gate failed in plain English, and links to specific issues. Covers coverage drops,…
Monitors SonarQube project quality gates via the Web API and blocks CI deployments when thresholds fail. Tracks technical debt trends across releases.
Integrates with SonarQube Web API and sonar-scanner CLI to enforce code quality gates across pull requests. Automatically blocks merges when critical code smells, security…
Integrates SonarQube static analysis via the sonar-scanner CLI and SonarQube Web API. Fetches quality gate results from api/qualitygates/project_status, parses issues via api/issues/search, and maps…
Spectral is an open-source JSON/YAML linter by Stoplight with built-in support for OpenAPI 3.x, Swagger 2.0, AsyncAPI 2.x, and Arazzo 1.0. It enforces API…
Run filtered spell checks over Markdown, Sphinx, HTML, or code comments without flattening everything into one noisy text stream.
Lint and auto-format SQL code across 30+ dialects using SQLFluff. Enforces consistent style, catches syntax issues, and supports Jinja/dbt templating for ELT workflows.
A fast SQL linter and formatter written in Rust by Quary Labs. sqruff provides advanced configurable linting and automated formatting with significantly faster execution…
Storybook Component Tester is built around Storybook component workshop. The underlying ecosystem is represented by storybookjs/storybook (89,504+ GitHub stars). It gives an agent a…
Run mutation testing against JS or TS projects to find tests that still pass when real defects are introduced.
Use mutation testing to expose weak Python tests before merge or release by checking which code changes survive the current test suite.
Keep notebook diffs reviewable by removing execution output and excess metadata before notebooks land in Git history.
Clean exported Kubernetes manifests by removing status and other runtime-generated fields before diffing, review, or migration work.
Use gotestsum to turn noisy `go test` output into compact failure summaries, JUnit or JSON artifacts, and optional reruns of flaky tests before an…
Uses djLint to scan Django, Jinja, Nunjucks, Twig, and HTML templates for indentation problems, malformed tags, and style drift, then optionally rewrites them into…
Run staged evaluations against a Claude Code plugin to verify that skills, agents, commands, hooks, and MCP components trigger when they should.
Testcontainers for Node.js is a library that provides lightweight, throwaway instances of databases, message brokers, browsers, and other services as Docker containers for integration…
Fast and accurate code statistics tool written in Rust. Counts lines of code, comments, and blanks across 200+ languages, with output in JSON, YAML,…
Index a repository into a code knowledge graph, expose it through MCP, and give agents architecture-aware context before they answer or edit.
ty is an extremely fast Python type checker and language server written in Rust by Astral, the creators of Ruff and uv. It delivers…
A blazing-fast source code spell checker written in Rust that finds and corrects typos across entire codebases. Designed to run on monorepos with minimal…
Vale is an open-source, markup-aware prose linter that enforces editorial style guides on technical documentation. This skill enables agents to run Vale against Markdown,…
Use check-jsonschema when an agent needs to catch broken GitHub Actions, Renovate, Azure Pipelines, and other schema-backed config files before they hit CI. The…
Catch CloudFormation schema, region, and intrinsic-function mistakes before a stack update fails in review or deployment.
Check that Python docstrings stay consistent with parameters, returns, and raised exceptions as code evolves.
Vitest is a blazing-fast unit testing framework powered by Vite. It provides native ESM support, TypeScript out of the box, and a Jest-compatible API…
act is an open-source CLI tool that runs GitHub Actions workflows locally using Docker, enabling fast feedback on workflow changes without pushing to GitHub.…
Track approved container images and write back the matching GitOps manifest changes instead of hand-editing tags across Argo CD applications.
Orchestrates deployment pipelines using the Argo Workflows Engine API and Argo CD ApplicationSet controller. Implements progressive delivery with Argo Rollouts canary and blue-green strategies.
Lints and validates Argo Workflows templates using the argo CLI and Argo Server REST API. Detects DAG dependency cycles, invalid artifact references, and parameter…
Manages ArgoCD application deployments via the ArgoCD REST API and argocd CLI. Configures GitOps sync policies, automated rollbacks, and multi-cluster application sets with generator…
Manages ArgoCD application synchronization using the ArgoCD REST API and argocd CLI. Handles sync waves, hooks, and health assessments for GitOps-driven Kubernetes deployments.
Monitors ArgoCD application sync status via the ArgoCD REST API and argocd CLI. Detects OutOfSync conditions, tracks sync wave progress, and alerts on failed…
Monitors ArgoCD application deployments using the ArgoCD REST API and gRPC interface. Tracks sync status, health checks, and rollback history across Kubernetes namespaces.
Manages GitOps deployments via the ArgoCD REST API and argocd CLI. Triggers application syncs through /api/v1/applications/{name}/sync, monitors health status via /api/v1/applications/{name}, and manages rollbacks…
Automates ArgoCD application synchronization using the ArgoCD gRPC/REST API and argocd-autopilot CLI. Manages ApplicationSets, sync waves, and health assessments for Kubernetes deployments.
Manages ArgoCD Application and ApplicationSet resources for Kubernetes GitOps deployments. Uses the ArgoCD REST API and argocd CLI to automate sync waves, health checks,…
Manages ArgoCD application sync operations with intelligent drift detection and rollback strategies. Uses the ArgoCD gRPC API and ApplicationSet CRD for multi-cluster GitOps deployments.
Monitors ArgoCD application sync status using the ArgoCD REST API /api/v1/applications endpoint. Detects drift between Git manifests and live Kubernetes cluster state via the…
Monitors ArgoCD applications for configuration drift using the ArgoCD REST API and grpc-gateway. Compares live Kubernetes manifests against Git-declared state and generates remediation playbooks…
Manages ArgoCD application syncs via the ArgoCD REST API /api/v1/applications/{name}/sync endpoint. Monitors sync status, handles rollback operations, and validates Kubernetes manifest health using argocd…
Manages ArgoCD application syncs using the argocd CLI and the Argo CD REST API (v1alpha1). Supports progressive delivery with Argo Rollouts integration and automated…
Monitors ArgoCD application sync status via the ArgoCD REST API and gRPC gateway. Detects drift between desired and live Kubernetes manifests and triggers Slack…
Diagnoses ArgoCD application sync failures using the ArgoCD REST API and Kubernetes resource diff analysis. Identifies Helm value conflicts, Kustomize overlay errors, and resource…
Manages ArgoCD application sync waves and hooks using the ArgoCD API and argocd CLI. Coordinates multi-application deployment ordering with sync-wave annotations, health checks, and…
Manages ArgoCD Application sync waves and hooks through the ArgoCD REST API and Kubernetes custom resources. Uses kubectl diff and Helm template rendering to…
Add controlled retries to pytest runs so agents can contain flaky tests and report final failures without rerunning whole suites by hand.
Creates and manages CloudWatch alarms using the AWS SDK for JavaScript v3 (@aws-sdk/client-cloudwatch). Configures metric math expressions, composite alarms, and SNS notification routing via…
Manages AWS CodePipeline stages and actions using AWS SDK for JavaScript (CodePipeline, CodeBuild, CodeDeploy APIs). Automates blue-green deployments and cross-account pipeline configurations.
Auto-scales Buildkite agent fleets based on queue depth and job wait times using the Buildkite GraphQL API. Manages AWS EC2 spot instances and Kubernetes…
Monitors Buildkite agent pools via the Buildkite REST API v3 and GraphQL API. Tracks agent connectivity, queue depth, job wait times, and dispatches Slack…
Creates Buildkite pipelines dynamically using the Buildkite REST API and pipeline upload commands. Manages agent targeting with queue tags and implements automatic retry strategies…
Creates dynamic Buildkite pipelines using the Buildkite REST API and pipeline upload mechanism. Implements conditional step generation based on file change detection via git…
Analyzes Buildkite pipeline YAML and optimizes parallelism using the Buildkite REST API v2 and GraphQL API. Reduces build times by identifying bottleneck steps and…
Profiles Buildkite pipeline performance using the Buildkite REST API and GraphQL API. Analyzes step durations, agent queue wait times, and artifact upload bottlenecks. Generates…
CapRover is a self-hosted Platform-as-a-Service that automates Docker, Nginx, and LetsEncrypt to deploy applications and databases with minimal configuration. It provides a web GUI…
Record real HTTP traffic, replay it in simulation mode, and compare dependency behavior without hammering live third-party services.
Run Ship Safe before a release when an agent needs one pre-ship pass for CI/CD misconfigurations, permission risks, secrets exposure, MCP-related hazards, and dependency…
Validates and optimizes CircleCI configuration files using the CircleCI v2 API and circleci config validate CLI. Analyzes orb usage, parallelism settings, and resource class…
Queries CircleCI Insights API to identify test cases that flip between pass and fail across recent runs. Produces a ranked list by failure rate…
Audits CircleCI orb versions and configurations using the CircleCI v2 API. Flags deprecated orbs, provides pinning recommendations, and checks security advisories from the orb…
Creates reusable CircleCI Orbs using the CircleCI Orb SDK and circleci/orb-tools@12 pipeline. Packages commands, executors, and jobs into publishable orbs with automated semantic versioning…
Creates, validates, and publishes CircleCI Orbs using the CircleCI CLI and Orb Registry API. Handles semantic versioning, namespace management, and orb dependency resolution.
Composes and validates CircleCI Orbs using the circleci/circleci-cli and circleci/orb-tools-orb SDK. Automates orb packaging, semantic versioning with conventional-changelog, and publishing to the CircleCI Orb…
Composes and publishes CircleCI Orbs using the circleci CLI with orb pack, orb validate, and semantic versioning. Manages reusable executors, commands, and jobs with…
Manages CircleCI pipeline configurations using orbs like circleci/node, circleci/docker, and circleci/aws-s3. Handles workflow orchestration, parallelism, and resource class selection via .circleci/config.yml.
Builds and validates CircleCI orb configurations using the CircleCI CLI and Orb Development Kit. Supports orb packing, linting with yamllint, and publishing to the…
Diagnoses and fixes CircleCI orb configuration errors using the CircleCI v2 API and circleci config validate CLI. Parses orb source YAML against the orb…
Analyzes CircleCI orb dependencies using the CircleCI v2 API and Orb Registry API. Maps orb version trees, detects breaking changes, and generates upgrade paths…
Audits CircleCI orb dependencies using the CircleCI v2 API and orb registry. Detects outdated orb versions, deprecated commands, and known CVEs in orb executor…
Scans CircleCI config.yml for orb version conflicts and breaking changes using the CircleCI Orbs Registry API. Validates executor configurations against circleci/docker and circleci/node orb…
Scans CircleCI config.yml for outdated orb versions using the CircleCI Orbs Registry API. Reports CVEs linked to orb dependencies via Snyk vulnerability database lookups.
Validates CircleCI configuration files and custom Orbs using the CircleCI CLI (circleci config validate) and Orb Development Kit. Checks for deprecated images, inefficient caching…
Builds and manages CircleCI pipelines using config.yml v2.1, CircleCI API v2, and reusable Orbs. Supports dynamic config, test splitting, and resource class optimization.
Composes multi-stage CircleCI pipelines using reusable Orbs and the CircleCI v2 API. Supports dynamic config generation with setup workflows and pipeline parameters for monorepo…
Diagnoses CircleCI orb configuration errors and pipeline failures using the CircleCI v2 API. Parses orb YAML schemas, detects version pinning issues, and suggests fixes…
Validates and lints CircleCI orb configurations using the CircleCI CLI and circleci-config-sdk. Checks for deprecated keys, version constraints, and executor compatibility before publishing.
Configure and trigger CircleCI pipelines using the CircleCI v2 API and config.yml orbs. Manages pipeline parameters, workspace persistence, and dynamic configuration with setup workflows.
Interfaces with CircleCI API v2 /pipeline and /workflow endpoints to analyze build performance. Identifies slow jobs via timing data, recommends Docker layer caching, and…
Analyzes and optimizes CircleCI workflows using the CircleCI v2 API. Identifies bottlenecks in job dependency graphs, suggests parallelism improvements, and monitors pipeline credit usage.
Generates CircleCI config.yml workflows using the CircleCI Orbs SDK and Workflows API. Supports parallelism tuning with the CircleCI Test Splitting API and resource class…
Audits CircleCI workflow spend using the CircleCI Insights API and machine-type pricing tables. Identifies jobs running on oversized resource classes and recommends downgrades using…
Dagger is an open-source automation engine for building, testing, and shipping any codebase. It replaces shell scripts and proprietary YAML with real code using…
Manage multi-environment Kubernetes rollouts from a single project so you can diff, deploy, prune, and promote targets without hand-stitching every overlay.
Use issue labels as a lightweight dispatch layer that fans repository work out to Claude Code, Codex, or Aider workers and brings back PRs.
Analyzes Docker image layers using the Docker Registry HTTP API v2 and Dive CLI. Identifies wasted space, duplicate files, and optimizes Dockerfile instructions for…
Analyzes Docker image layers using the Docker Registry HTTP API v2 and dive CLI tool. Identifies bloated layers, wasted space from deleted files, and…
Runs Trivy against a Docker image and produces a prioritized CVE list grouped by severity with fix availability. Filters out CVEs with no available…
Deploy and manage Dockerized apps on your own infrastructure with Dokploy, an open source platform positioned as an alternative to Heroku, Vercel, and Netlify.…
Keep a living release draft in GitHub so merged pull requests are organized into release notes before ship day.
Use Updatecli when an agent needs to detect upstream releases, validate conditions, patch versioned files, and open reviewable update actions from one policy run…
Lets an agent define repo-native AI review checks as markdown files and run them as repeatable pull request status checks in CI.
Show projected cloud cost increases or savings from Terraform and OpenTofu plans before a PR merges.
Use generator and validator loops for infra, CI, and platform work so agents ship operational changes with more checks and less improvisation.
Garden is a DevOps automation tool for developing and testing Kubernetes apps faster. It spins up production-like environments on demand, provides smart build caching…
Run Copilot, Claude Code, or Codex on isolated branches, verify each agent claim against real repo evidence, and block merges until automated quality gates…
Use oasdiff when an agent needs to compare old and new OpenAPI specs and decide whether a proposed change is safe to merge. The…
Generate structured release notes from Conventional Commits inside automated release pipelines when changelog generation is the specific job to do.
Scan manifests, compute safe version bumps, and prepare dependency update PR material when you need self-hosted or custom Dependabot flows outside the default GitHub…
Use release-please when an agent should turn merged Conventional Commits into structured release PRs, version bumps, and changelog updates before a human reviews and…
Compare two tags, branches, or SHAs and turn merged pull requests into reviewable markdown and JSON release notes for a release workflow.
Refresh Terraform module documentation from source so variables, outputs, and providers stay aligned with the code before review or release.
Generate and manage GitHub Actions workflow YAML files using the GitHub Actions REST API and workflow_dispatch events. Supports matrix builds, reusable workflows, and composite…
Generates and manages GitHub Actions workflows using the Workflow YAML syntax and GitHub REST API. Supports matrix builds, reusable workflows, and composite actions.
Automates GitHub Actions workflow creation, runner management, and artifact caching using the GitHub REST API and YAML generation. Supports matrix builds, reusable workflows, and…
Analyzes GitHub Actions workflow YAML files and optimizes matrix strategies using the actions/setup-node and actions/cache APIs. Reduces redundant job combinations by inspecting build dependency…
Generates dynamic GitHub Actions CI/CD matrix strategies using the GitHub REST API and YAML AST parsing via js-yaml. Automatically detects language versions, OS targets,…
Analyzes GitHub Actions workflow matrix strategies using the GitHub REST API v3 workflow runs endpoint. Identifies redundant matrix combinations and suggests fail-fast optimizations to…
Dynamically generates GitHub Actions matrix strategies using the GitHub REST API and workflow dispatch events. Supports conditional job inclusion via the actions/github-script action and…
Generates optimized GitHub Actions workflow matrices using the actions/setup-node, actions/cache, and actions/upload-artifact APIs. Automatically detects language versions and OS combinations for maximum CI coverage.
Validates GitHub Actions OIDC tokens for secure, secretless deployments. Uses the GitHub Actions id-token API and the jose JWT library to verify audience, issuer,…
Verifies GitHub Actions OIDC tokens against the GitHub OIDC provider JWKS endpoint. Validates subject claims, audience restrictions, and repository ownership for secure cloud deployments.
Validates GitHub Actions workflow YAML files against the Actions schema, checks for deprecated action versions, and ensures proper secret handling. Integrates with actions/checkout, actions/setup-node,…
Generates and validates GitHub Actions YAML workflows using the actions/toolkit SDK and workflow_dispatch event triggers. Supports matrix builds, reusable workflows with workflow_call, and composite…
Diagnoses failing GitHub Actions workflows using the GitHub REST API v3 /actions/runs and /actions/jobs endpoints. Parses step logs, identifies YAML syntax errors, and suggests…
Generates GitHub Actions workflow YAML files using the GitHub REST API v3 and Actions API. Supports matrix builds, reusable workflows, and composite actions with…
Validates GitHub Actions YAML workflows using actionlint and the GitHub Actions REST API. Detects invalid step references, missing secrets declarations, and deprecated action versions…
Analyzes GitHub Actions YAML workflows to identify redundant steps, optimize caching strategies, and reduce CI minutes. Uses the GitHub Actions REST API and actions/cache…
Configures GitLab CI/CD pipelines using .gitlab-ci.yml with Auto DevOps templates, includes, and the GitLab Container Registry. Manages multi-project pipelines and environment-specific deployments.
Optimizes GitLab CI/CD cache configurations using the GitLab Pipelines API v4 and cache:key:files directive analysis. Reduces pipeline duration by identifying cache misses and suggesting…
GitLab CI Integration is built around GitLab DevSecOps platform. The underlying ecosystem is represented by gitlabhq/gitlabhq (24,276+ GitHub stars). It gives an agent a…
Optimizes GitLab CI/CD merge trains via the GitLab REST API v4 (/api/v4/projects/{id}/merge_trains). Analyzes pipeline durations, identifies bottleneck stages, and recommends DAG-based job dependencies for…
Calculates CI/CD spend using the GitLab REST API v4 pipelines and jobs endpoints. Tracks runner minutes by project, estimates cost per pipeline via GitLab…
Estimates CI/CD pipeline costs by querying the GitLab REST API v4 for job durations, runner types, and compute minutes. Maps shared vs self-hosted runner…
Debugs failed GitLab CI/CD pipelines by parsing .gitlab-ci.yml and fetching job logs via GitLab REST API v4. Identifies runner misconfigurations, artifact dependency issues, and…
Traces job dependency chains in GitLab CI pipelines using the GitLab Jobs API and pipeline graph endpoints. Detects bottleneck stages that block parallel execution…
Creates and manages GitLab CI/CD pipelines via the GitLab REST API v4. Generates .gitlab-ci.yml with multi-stage definitions, DAG dependencies, and environment-scoped deployments.
Validates and optimizes .gitlab-ci.yml configurations using the GitLab CI Lint API (/api/v4/ci/lint). Checks for DAG dependency cycles, detects redundant job definitions, and suggests pipeline…
Converts GitLab CI .gitlab-ci.yml pipelines to GitHub Actions workflows using the gitlab-ci-local parser and YAML AST transformations. Maps GitLab stages, services, and artifacts to…
Optimizes GitLab CI/CD pipelines using the GitLab Pipelines API and DAG keyword configurations. Analyzes job dependencies, parallel execution opportunities, and cache strategies for faster…
Profiles GitLab CI/CD pipeline execution times using the GitLab REST API v4 /projects/:id/pipelines endpoint. Identifies slow jobs, inefficient artifact passing, and cache miss patterns…
Validates .gitlab-ci.yml files against GitLab CI/CD schema using the gitlab-ci-lint API endpoint. Catches stage dependency errors, invalid artifact paths, and misconfigured rules before commit.
Creates GitLab CI/CD pipeline templates using Auto DevOps components, Kaniko for container builds, and SAST/DAST security scanning. Supports multi-project pipelines with trigger and bridge…
Creates reusable GitLab CI/CD template libraries using include:template and extends keywords. Manages pipeline configurations with rules:changes path filtering, needs DAG dependencies, and Auto DevOps…
Optimizes GitLab CI/CD pipelines using the .gitlab-ci.yml specification and GitLab API v4. Implements DAG pipelines, parallel testing, and dynamic child pipelines.
Build and manage GitLab CI/CD pipelines using .gitlab-ci.yml and the GitLab REST API v4. Supports multi-project pipelines, DAG scheduling, and GitLab Runner fleet management.
Profiles GitLab CI/CD pipeline execution using the GitLab Pipelines API and Job Artifacts API. Identifies stage bottlenecks and generates flame-graph visualizations of job dependencies.
Analyzes GitLab CI/CD pipeline YAML using the GitLab Pipelines API to detect bottlenecks and restructure directed acyclic graph (DAG) dependencies. Integrates with gitlab-runner exec…
Analyzes and optimizes GitLab CI/CD pipelines using the GitLab REST API v4 and .gitlab-ci.yml schema. Reduces pipeline duration by identifying bottleneck stages, configuring DAG…
Automates GitLab CI/CD pipeline creation using the GitLab Pipelines API and .gitlab-ci.yml DSL. Manages multi-stage builds with artifact caching via the GitLab Artifacts API…
Automate software releases with GoReleaser — build cross-platform binaries, create Docker images, generate changelogs, and publish to GitHub/GitLab/Gitea in a single command. Works for…
Harden-Runner by StepSecurity is a CI/CD security agent that works like an EDR for GitHub Actions runners. It monitors network egress, file integrity, and…
Harness Open Source (formerly Gitness) is an end-to-end developer platform that integrates Git repository hosting, CI/CD pipelines, hosted development environments, and artifact registries in…
Uses helm-diff to compute a human-readable diff between deployed and candidate chart versions before upgrade. Automatically bumps image tags by querying the OCI registry,…
Deploys models from Hugging Face Hub to Inference Endpoints using the huggingface_hub client and REST API. Monitors endpoint health and autoscaling status and streams…
Inspect failing GitHub Actions checks on the current PR, pull the actionable log snippet, and stop at an approval gate before implementing a fix.
Use GitHub Next's CI Doctor workflow to watch GitHub Actions runs, pull failure logs, trace recurring patterns, and open investigation issues with concrete next…
Use GitHub Next's CI Doctor workflow to watch GitHub Actions runs, pull failure logs, trace recurring patterns, and open investigation issues with concrete next…
Generates Jenkins Declarative Pipelines using the Pipeline Model Definition Plugin API and Jenkins shared library conventions. Integrates with the Jenkins REST API for job…
Audits Jenkins shared library Groovy scripts for security anti-patterns using the Script Security Plugin API. Detects unapproved method signatures, sandbox escapes, and credential leakage…
Connects to Jenkins via the Jenkins REST API and Blue Ocean API to debug Declarative and Scripted pipelines. Retrieves stage logs, replays failed builds,…
Creates Jenkins Declarative Pipeline Jenkinsfiles using jenkins-pipeline-syntax and jenkins-shared-libraries. Configures stages, parallel execution, and post-build actions with Blue Ocean compatibility.
Generates Jenkins Declarative and Scripted Pipeline DSL using the Jenkins REST API and Job DSL plugin. Creates Jenkinsfile configurations with parallel stages, shared libraries,…
Queries the Jenkins REST API /job/{name}/lastFailedBuild/api/json and /consoleText to diagnose pipeline failures. Parses Blue Ocean API /blue/rest/organizations for stage-level timing and error classification.
Generates declarative Jenkins pipeline scripts using the Jenkins Pipeline Syntax reference and shared library patterns. Integrates with the Jenkins REST API (/api/json) for job…
Monitors Jenkins pipelines using the Jenkins REST API and Blue Ocean API, detecting flaky tests, build queue bottlenecks, and credential expiration warnings for proactive…
Validates Jenkinsfile declarative and scripted pipelines using the Jenkins Pipeline Linter API endpoint. Checks for deprecated step usage, security anti-patterns, and Groovy sandbox violations.
Validates Jenkinsfile declarative and scripted pipelines using the Jenkins Pipeline Linter HTTP API (/pipeline-model-converter/validate) and npm-groovy-lint for Groovy static analysis with CodeNarc rulesets.
Validates Jenkinsfile declarative pipelines using the Jenkins Pipeline Linter API endpoint (/pipeline-model-converter/validate). Auto-fixes common syntax issues and stages missing agent directives.
Validates Jenkinsfile syntax using the Jenkins Pipeline Linter REST API before commits. Integrates with jenkins-client npm SDK to authenticate and submit declarative or scripted…
Validates Jenkinsfile syntax and best practices using the Jenkins Pipeline Model Definition API and jenkins-cli.jar linter endpoint. Detects anti-patterns like unbounded parallel stages, missing…
Extracts and analyzes Jenkins Pipeline build logs using the Jenkins REST API and Blue Ocean API. Identifies stage failures, flaky test patterns via JUnit…
Monitors Jenkins CI pipelines via the Jenkins REST API (/api/json) and Blue Ocean REST endpoints. Tracks build queue times, stage durations, and test result…
Automates Jenkins CI/CD pipeline configuration using the Jenkins REST API and Jenkinsfile DSL. Manages multi-branch pipelines, triggers builds via webhooks, and parses build artifacts…
Lints Jenkins Declarative and Scripted pipeline syntax using the Jenkins REST API and the Jenkins CLI jar. Checks Jenkinsfile syntax against a live or…
Audits Jenkins shared libraries for security vulnerabilities using the Jenkins Script Console API and Groovy AST analysis. Detects unsafe method calls, credential leaks, and…
Scaffolds and tests Jenkins Shared Libraries using the jenkins-pipeline-unit framework (JenkinsPipelineUnit). Validates Groovy DSL syntax via CodeNarc static analysis and tests pipeline steps with…
Validates Jenkins Shared Library Groovy code using the Jenkins Pipeline Model Definition API and Groovy AST parser. Catches syntax errors and anti-patterns before pipeline…
Manages Jenkins Shared Libraries with proper vars/ and src/ structure using the Jenkins Pipeline Shared Groovy Libraries plugin. Validates Groovy syntax, tests steps with…
Kamal is an open-source deployment tool by Basecamp that deploys containerized web applications anywhere — from bare metal to cloud VMs — with zero…
Run chart-focused lint and install checks so changed Helm charts are validated before release or merge.
Validate workflow syntax, expressions, and shell steps before broken GitHub Actions changes reach CI.
Generates comprehensive vulnerability reports from npm audit JSON output and the OSV (Open Source Vulnerabilities) API. Parses npm audit --json results, enriches each CVE…
Use the Harness MCP Server when an agent needs governed access to Harness pipelines, services, environments, feature flags, cost data, and related platform resources…
Coordinate layered Terraform or OpenTofu stacks across environments so plan and apply runs happen in the right order with shared inputs and less drift.
Start one supervisor for a repository, fan work out across isolated worktrees, and route CI failures or review comments back to the right agent…
Lets an agent run Rust test suites with better scheduling, retries, failure isolation, and machine-readable output than cargo test when CI speed and stability…
Fan out Python test execution across workers so slow suites finish faster and bottlenecks show up before they dominate CI time.
Rewrite mutable GitHub Actions refs to commit SHAs so workflow changes do not ship with drifting dependencies.
Keep multi-chart Kubernetes environments coherent by diffing and syncing all declared Helm releases from one state file.
Parses Playwright HTML and JSON test reports and posts structured summaries to Slack using the Slack Web API. Reads test results from the playwright-report…
Use pkg.pr.new when an agent needs an installable preview build from a pull request so reviewers can test a package before the maintainer cuts…
Renovate is an open source dependency automation tool that discovers package files and opens update pull requests across many ecosystems. This skill fits agents…
Execute natural-language browser regression tests with Playwright, caching, auto-healing, and multi-model assertion verification.
Use codex-action when an agent operator wants Codex to run inside GitHub Actions for PR review or scheduled repo work with explicit workflow permissions,…
Use Claude Code as a bounded GitHub Actions worker for PR reviews, issue follow-up, and repository automation that stays inside normal workflow triggers and…
Express Kubernetes test steps and assertions in YAML, then execute them against a real cluster before shipping controller or manifest changes.
Run just the applicable quality checks on changed files so pre-commit and CI feedback stays fast and targeted.
Use kube-score to statically review Kubernetes YAML or rendered Helm output for rollout risks, weak defaults, and resilience gaps before merge or deploy.
semantic-release automates version calculation, changelog generation, tagging, and package publishing from conventional commits and CI runs. It fits agent workflows that need repeatable release…
Lets an agent split a large pytest suite into timing-balanced shards so parallel CI lanes finish faster and with less variance.
Use cargo-nextest when an agent needs more reliable Rust test execution than cargo test, especially for sharding, retries, machine-readable output, and CI triage.
Validates Tekton pipeline supply chain security using Sigstore cosign verification and SLSA provenance checks. Ensures all pipeline tasks have signed images and proper attestation…
Builds Tekton CI/CD pipelines on Kubernetes using the Tekton Pipelines API and tkn CLI. Composes Tasks, PipelineRuns, and TriggerBindings with proper workspace and result…
Debugs Tekton pipeline failures by querying TaskRun and PipelineRun status via kubectl and the Tekton Results API. Extracts step container logs, identifies parameter resolution…
Scaffolds Tekton CI/CD pipelines and tasks using the Tekton Hub API and kubectl. Generates PipelineRun manifests with workspace bindings, result propagation, and sidecar configurations.
Analyzes Tekton Pipeline and Task resource definitions using the Tekton Results API. Recommends CPU/memory request adjustments based on historical TaskRun metrics from Prometheus.
Scaffolds Kubernetes-native CI/CD pipelines using Tekton Pipelines CRDs (Tasks, Pipelines, PipelineRuns) and the Tekton Hub API. Generates YAML manifests with proper workspace bindings, result…
Assembles Tekton CI/CD pipelines from reusable Task and ClusterTask definitions using tkn CLI and Tekton Hub catalog. Manages PipelineRun parameters, workspace bindings, and result…
Generates Tekton CI/CD pipeline tasks and PipelineRun manifests using the Tekton Pipelines API. Integrates with Tekton Hub for reusable task catalog lookups and automated…
Scaffolds Tekton Pipeline and Task CRDs using the Tekton Hub API for reusable task resolution. Leverages tkn CLI for local testing and integrates with…
Validates Tekton Pipeline YAML manifests against the Tekton Pipelines API schema. Uses tkn CLI and Kubernetes admission webhooks to catch misconfigurations before deployment. Supports…
Orchestrates Terraform Cloud runs via the TFC API v2 /runs endpoint with plan-only and auto-apply modes. Manages workspace variables through /vars API, parses plan…
Orchestrates Terraform Cloud run pipelines via the TFC API v2 and tfe provider. Manages workspace variables, Sentinel policy checks, and cost estimation hooks with…
Automates Terraform Cloud workspace runs using the TFC API v2. Creates runs via POST /api/v2/runs with plan-only or auto-apply modes, streams plan output from…
Detect infrastructure drift by comparing Terraform state with live cloud resources using terraform plan and the Terraform Cloud API. Supports AWS, GCP, and Azure…
Runs terraform plan against changed modules, posts a structured diff as a PR comment via GitHub API, and gates terraform apply on reviewer approval.…
Analyzes Terraform plan output using the terraform show -json command and HCL2 parser library. Detects destructive changes, cost implications via Infracost API, and policy…
Parses Terraform plan JSON output to summarize resource changes, detect destructive actions, and flag policy violations. Uses the terraform show -json command and the…
Parses Terraform plan JSON output from terraform show -json and the hashicorp/terraform-exec Go SDK. Identifies destructive changes, cost implications via Infracost API, and generates…
Parses terraform plan -json output and queries the Terraform Cloud API /runs endpoint to review infrastructure changes. Detects destructive operations, estimates cost impact via…
Parses terraform plan JSON output via the Terraform CLI (terraform show -json) to validate infrastructure changes before apply. Detects destructive operations, cost estimate impacts…
Validates Terraform plans using terraform CLI, tfsec, and Checkov. Detects infrastructure misconfigurations, cost anomalies, and compliance violations before apply.
Render a Helm chart locally and assert on the generated Kubernetes objects before a broken template makes it to a cluster.
Use GitHub Next's update-docs workflow when code changes should trigger documentation maintenance instead of waiting for humans to remember it later. The agent analyzes…
Uses kubeconform to validate Kubernetes manifests against versioned schemas before anything touches a cluster. The agent can review rendered Helm output, raw manifests, or…
Catch broken schemas, bad references, anti-patterns, and inconsistent formatting before a schema repo or contract bundle ships downstream.
Woodpecker is a simple yet powerful self-hosted CI/CD engine written in Go with great extensibility. It runs pipelines defined in YAML, supports plugins for…
Run K8sGPT as an MCP server so an agent can scan a Kubernetes cluster, explain unhealthy resources, and return prioritized remediation clues in natural…
Inspect captured RAM images to enumerate processes, modules, handles, and suspicious in-memory behavior before escalation or evidence handoff.
Diagnoses Ansible playbook failures using ansible-playbook --check --diff mode, ansible-lint, and the Ansible callback plugin API. Parses task execution results and suggests fixes for…
Runs Ansible diagnostic playbooks using ansible-runner and the Ansible Collections ecosystem (ansible.builtin, community.general). Captures system health, service status, and log analysis across inventory hosts.
Validates Ansible playbooks using ansible-lint and the Ansible Galaxy API. Performs check-mode dry runs, validates role dependencies, and detects deprecated module usage across collections.
Executes ansible-playbook --check --diff mode and parses the JSON callback output using the ansible.posix.json callback plugin. Identifies tasks that would change, predicts idempotency issues,…
Validates Ansible playbooks in check mode using ansible-playbook --check --diff and the Ansible Python API. Detects idempotency issues, undefined variables, and unreachable hosts before…
Validates Ansible playbooks using ansible-lint with custom rule plugins and the Ansible Collections API. Checks for deprecated modules, missing handlers, insecure variable practices, and…
Executes Ansible playbooks against dynamic inventories from AWS EC2 or Azure, decrypting Ansible Vault secrets via HashiCorp Vault KV v2 API. Streams task output…
Executes Ansible playbooks for server diagnostics and remediation using ansible-runner Python SDK. Supports inventory parsing, vault-encrypted credentials, and real-time task output streaming.
Diagnoses Kafka consumer group lag using the Kafka AdminClient API and JMX metrics exposed via the Confluent Metrics API. Identifies slow consumers, topic partition…
Diagnoses ArgoCD application sync failures and degraded states using the ArgoCD REST API and argocd CLI. Queries /api/v1/applications/{name} for sync status, resource health, and…
Manages GitOps deployments using ArgoCD API, argocd CLI, and Kustomize overlays. Automates sync operations, rollback procedures, and application health monitoring.
Monitors AWS CloudFormation stacks for configuration drift using the AWS SDK DetectStackDrift and DescribeStackResourceDrifts APIs. Generates remediation templates and integrates with AWS Config rules…
Diagnoses failed AWS CloudFormation stack operations using the AWS CLI (aws cloudformation describe-stack-events) and cfn-lint validator. Traces resource creation failures, rollback causes, and nested…
Diagnoses firing AWS CloudWatch alarms by querying CloudWatch Metrics, alarm history, and related AWS Config resource snapshots via the AWS SDK. Correlates metric anomalies…
Automates incident response for AWS CloudWatch alarms using boto3, the CloudWatch GetMetricData API, and AWS Systems Manager runbook documents. Maps alarm states to diagnostic…
Generates structured incident runbooks from AWS CloudWatch alarm configurations using the CloudWatch DescribeAlarms API and AWS Systems Manager documents. Links alarms to remediation procedures…
Triages AWS CloudWatch alarms using boto3 CloudWatch.describe_alarms, CloudWatch Logs Insights queries, and AWS X-Ray trace analysis via the xray-sdk. Correlates alarm triggers with deployment…
Triages AWS CloudWatch alarms using the CloudWatch DescribeAlarms API, GetMetricData for historical analysis, and CloudTrail LookupEvents for root cause correlation. Prioritizes alerts by blast…
Triages AWS CloudWatch alarms by correlating alarm state changes with CloudTrail events and EC2 instance health using boto3. Classifies alarms by severity, identifies root…
Investigates CloudWatch metric anomalies using the AWS SDK CloudWatch.getMetricData and Logs.filterLogEvents APIs. Correlates metric spikes with log patterns and deployment events from CodeDeploy.
Executes structured diagnostic runbooks when CloudWatch Anomaly Detection triggers alarms. Uses the AWS SDK CloudWatch client (GetMetricData, DescribeAlarms) to gather context and suggest remediations.
Analyzes AWS CloudWatch Logs using the CloudWatch Logs API and Logs Insights query syntax. Identifies error patterns, calculates error rates, and generates metric filters…
Investigates anomalous patterns in AWS CloudWatch Logs using the CloudWatch Logs Insights API and CloudWatch Anomaly Detection. Correlates log spikes with deployment events via…
Scans AWS CloudWatch Logs using the CloudWatch Logs Insights API and CloudWatch Anomaly Detection API. Identifies unusual error patterns, latency spikes, and log volume…
Uses AWS SDK CloudWatchClient GetMetricData and CloudWatch Logs Insights StartQueryExecution to automate incident triage. Correlates alarms via DescribeAlarms with X-Ray trace segments for root…
Coordinates remediation playbooks with AWS Systems Manager Automation, Incident Manager, and CloudWatch alarm context for repeatable operational recovery. Useful for agents that need to…
Execute AWS Systems Manager Automation runbooks and Run Command documents using the SSM API and boto3. Supports cross-account execution, rate controls, and parameter store…
Executes automated diagnostics using the AWS Systems Manager Automation API and SSM Documents. Collects system metrics via the CloudWatch GetMetricData API and correlates with…
Protect an OpenClaw workspace with repeatable Synology NAS backups, integrity checks, and safer restores instead of ad hoc file copying.
Use MemoryBench to run repeatable conversational memory and RAG benchmarks across providers, datasets, judge models, checkpoints, and structured reports.
Run realistic enterprise-style IT scenarios before trusting an automation agent in production operations.
Run concurrent scripted conversations against a target agent to measure whether it stays on task, responds correctly, and holds up in repeatable test cases.
BorgBackup (Borg) is a deduplicating backup program with optional compression and authenticated encryption. It uses content-defined chunking for space-efficient daily backups, making it ideal…
Ingest disk, log, and system artifacts into a sortable forensic timeline before analysis, scoping, or case review.
Record structured Claude Code trajectories, shadow git diffs, and replay branches when agent behavior needs forensic debugging instead of ad hoc transcript review.
Run named Inspektor Gadget traces and snapshots when an agent needs eBPF-backed runtime evidence from pods, containers, or nodes that ordinary logs and metrics…
Pull running configs from routers and switches on a schedule or after change events so you can diff drift, audit edits, and recover known-good…
Let MCP-compatible agents inspect, debug, deploy, audit, and manage Kubernetes clusters through a controlled kubectl-backed server.
Validates SQL database migrations for safety using pg_stat_statements analysis and pt-online-schema-change dry-run mode. Checks for long-running locks, missing indexes on foreign keys, and backward-incompatible…
Fetches an active Datadog incident, retrieves associated monitors and dashboards, pulls the last 30 minutes of metric data, and walks through a runbook checklist…
Investigates broken checks with the Datadog Synthetics API, Monitors API, and Logs Search API to connect failed browser or API tests with the signals…
Automates alert triage using the Datadog Monitors API v2 and Notebooks API. Correlates metrics with traces via the Datadog APM Trace Search API and…
Run fast DNS lookups, compare record types, and inspect resolver behavior when domains, MX records, or service endpoints look wrong.
Pull DOM, console, network, and CDP telemetry from a live Chromium session when an agent needs to debug a failing browser task.
Define agents, model configs, and MCP tool servers as Kubernetes resources so cloud operators can run controlled infrastructure workflows in-cluster.
Diagnose why a local Node, Python, Go, or Docker project will not start by checking runtimes, dependencies, ports, environment-key presence, permissions, and required services…
Guides an agent through the exact route, pairing, and auth checks needed when an OpenClaw companion node fails to connect over LAN, Tailscale, or…
Uses git-sizer to identify the specific size and history characteristics that make a repository painful to clone, fetch, repack, or work in. Use it…
Use tunnel-doctor in Claude Code when Tailscale partially works but SSH, browser, git, or Docker paths fail because proxy, route, or double-tunneling conflicts need…
Pull live MySQL schema into files, inspect diffs, and push reviewed changes back with a repeatable workflow.
Compare checked-in SQL against live MySQL, PostgreSQL, SQLite, or SQL Server schemas and generate a reviewable apply plan before agents touch production databases.
Validates docker-compose.yml files against the Compose Specification, checks image vulnerability status via Docker Scout API, and verifies healthcheck configurations.
Monitors Docker Compose service health using the Docker Engine API (/containers/{id}/json) and docker-compose ps parsing. Tracks container restart counts via the RestartCount field and…
Runs systematic health diagnostics on Docker containers using docker inspect, docker stats, and the Docker Engine API. Checks resource limits, network connectivity, and volume…
Inspects Docker container health using the Docker Engine API v1.45 /containers/{id}/json and /containers/{id}/stats endpoints. Diagnoses OOM kills, restart loops, and network connectivity issues with…
Audits Dockerfiles for security vulnerabilities using Hadolint and Trivy container scanner. Recommends hardening steps based on CIS Docker Benchmark and Snyk container advisories.
Scan manifests and live clusters for removed or deprecated Kubernetes APIs before an upgrade window turns into an outage.
Scan Helm charts, YAML, or live clusters for Kubernetes API versions scheduled for removal before an upgrade window.
Use GitHub Next's pr-fix workflow when a pull request is blocked on failing checks and the likely repair is machine-doable. The agent inspects CI…
Use Qdrant's official qdrant-search-quality skill when an agent needs to diagnose weak recall, irrelevant matches, or embedding and chunking mistakes in a live retrieval…
Generates structured incident postmortems by aggregating data from PagerDuty incidents API, Slack channel history, and Grafana dashboard snapshots. Produces blameless postmortem documents following the…
Generates and tracks incident response checklists using PagerDuty Incident Workflows API and Statuspage.io API. Automates severity classification, stakeholder notification, and post-incident review scheduling with…
Executes structured incident response playbooks using PagerDuty Events API v2 for alerting, Slack Web API for communication, and Jira REST API for ticket creation.…
Constructs incident timelines from PagerDuty Events API v2, Datadog Monitors API, and Slack message archives. Correlates alerts with deployment events for root cause analysis.
Use regctl when an agent needs to inspect manifests, compare image contents, or debug registry state without pulling whole images locally first.
Open a live PostgreSQL activity view during incidents so you can see sessions, waits, locks, and pressure before making a bad call.
Lets an agent crawl a live database and produce schema inventories, dependency views, and reviewable documentation before migrations or handoffs.
This skill guides an agent through measuring, profiling, and narrowing slow WordPress behavior without relying on browser clicks. Use it when the job is…
Use HolmesGPT when an on-call agent needs one investigation loop that pulls alerts, logs, metrics, and infrastructure context from multiple systems and returns a…
Pull logs, metrics, traces, and runbook context into one incident investigation loop before a human operator guesses at the root cause.
Handle alerts and debugging questions from Slack, query connected monitoring MCP servers, and follow runbook-guided investigation steps for live incidents.
Parses Jenkins build console logs via the Jenkins Remote Access API to extract failure patterns, stack traces, and flaky test signatures. Uses regex heuristics…
Diagnoses CrashLoopBackOff pods using kubectl and the Kubernetes API /api/v1/namespaces/{ns}/pods/{pod}/log endpoint. Correlates container exit codes with OOM kills, readiness probe failures, and config errors.
Diagnoses CrashLoopBackOff pods in Kubernetes clusters using kubectl and the Kubernetes API. Fetches pod events, container logs, and resource limits via the /api/v1/namespaces/{ns}/pods/{name}/log endpoint.…
Diagnoses CrashLoopBackOff pods using the Kubernetes client-go API and kubectl debug. Analyzes container exit codes, OOMKill events, and liveness probe failures with automated remediation…
Diagnoses CrashLoopBackOff pods using kubectl and the Kubernetes API. Inspects container logs, exit codes, OOMKilled events, and liveness probe configurations to generate actionable remediation…
Diagnoses CrashLoopBackOff pods using the Kubernetes API /api/v1/pods endpoint, kubectl logs --previous, and container runtime inspection via crictl. Identifies OOMKilled events, missing ConfigMaps, and…
Executes diagnostic workflows against Kubernetes clusters using kubectl and the Kubernetes Python client (kubernetes.client). Checks pod health, resource quotas, event logs, and node conditions…
Performs deep cluster troubleshooting using the Kubernetes API server /debug/pprof endpoints and kubectl-debug ephemeral containers. Analyzes resource pressure via the Metrics Server API and…
Diagnoses restart storms with the Kubernetes Events API, Pod status conditions, and the Metrics API to explain why workloads are stuck in CrashLoopBackOff. Great…
Executes structured incident response procedures for Kubernetes clusters using kubectl, kube-state-metrics, and the Kubernetes Events API. Automates pod crash diagnosis, OOMKill analysis, and node…
Investigates CrashLoopBackOff and OOMKilled pod failures using kubectl and the Kubernetes API. Correlates container logs, event streams, and resource metrics from metrics-server to diagnose…
Diagnoses Kubernetes pod crash loops by analyzing events, logs, and resource quotas via the Kubernetes API and kubectl debug. Correlates OOMKill signals with container…
Diagnoses CrashLoopBackOff and OOMKilled pod failures using the Kubernetes API via kubectl and the official kubernetes-client/python SDK. Correlates container logs, resource limits, and node…
Diagnoses CrashLoopBackOff pods using kubectl describe, container exit code analysis, and the Kubernetes Events API. Cross-references OOMKilled signals with Prometheus container_memory_rss metrics and cAdvisor…
Automates diagnosis of CrashLoopBackOff pods using kubectl commands wrapped via the Kubernetes API server. Fetches recent events, container logs, and resource quota status to…
Diagnoses Kubernetes pod failures using kubectl and the Kubernetes API server endpoints. Analyzes CrashLoopBackOff, OOMKilled, and ImagePullBackOff states by querying /api/v1/namespaces/{ns}/pods/{pod}/log and /api/v1/events resources.
Automated K8s pod troubleshooting using kubectl, crictl, and the Kubernetes API. Runs diagnostic sequences for CrashLoopBackOff, ImagePullBackOff, OOMKilled, and pending pod states.
Diagnoses Kubernetes pod failures using kubectl describe, logs --previous, and the Kubernetes API /api/v1/namespaces/{ns}/events endpoints. Identifies CrashLoopBackOff root causes, OOMKilled memory analysis, and generates…
Automates Kubernetes troubleshooting using kubectl and the Kubernetes Python client to diagnose CrashLoopBackOff, OOMKilled, and ImagePullBackOff states. Collects pod logs, events, node conditions, and…
Runs automated diagnostic sequences on Kubernetes pods using kubectl exec, kubectl logs, and the Kubernetes API /api/v1/pods endpoint. Captures OOMKilled events, CrashLoopBackOff analysis, and…
Executes structured Kubernetes rollback procedures using kubectl and the kubernetes/client-go library. Monitors rollout status via the apps/v1 Deployment API and triggers PagerDuty incidents through…
Executes diagnostic runbooks against Kubernetes clusters using the official kubernetes/client-go SDK and kubectl commands. Checks pod health via the /healthz and /readyz endpoints and…
Auto-generates operational runbooks from Kubernetes cluster state using kubectl and the Kubernetes API. Produces step-by-step troubleshooting guides for common pod failure modes.
Runs diagnostic analysis on Kubernetes clusters using kubectl, k9s terminal UI data, and the Troubleshoot.sh support-bundle collector framework. Generates remediation steps for common pod…
Inspect a live Kubernetes cluster for unhealthy resource settings, missing probes, and other operational smells.
Run a quick concurrent HTTP benchmark against a URL before deeper performance work or regression triage.
This ASE skill uses ghz to run repeatable gRPC load tests from proto files, protosets, or server reflection. An agent can replay request fixtures…
Use ccusage when an agent operator needs to turn local Claude Code or Codex usage logs into spend and usage reports instead of manually…
Run a local read-only terminal dashboard for Claude Code, Codex CLI, and OpenCode sessions to watch tokens, context, rate limits, child processes, and orphan…
Validates nginx.conf files using the gixy static analyzer and crossplane parser library. Tests configuration for security misconfigs, HTTP header issues, and performs dry-run validation…
Parses nginx.conf and included config files using the crossplane Python library and nginx -t test command. Identifies misconfigurations, duplicate server blocks, SSL/TLS weaknesses via…
Validates Nginx configurations using nginx -t syntax checking, the crossplane Python parser for structural analysis, and gixy security analyzer. Detects misconfigurations, SSL issues, and…
Parses and diagnoses Nginx error logs and access logs using pattern matching against known error signatures. Integrates with the Nginx Plus REST API /api/8/…
Parses Nginx error logs and access logs to diagnose 502, 504, and 413 errors. Uses GoAccess for real-time log visualization and integrates with nginx…
Classifies and prioritizes Nginx error log entries using pattern matching against known error signatures and the GoAccess real-time log analyzer. Maps upstream timeout patterns…
Parses Nginx error logs using configurable regex patterns and the GoAccess real-time log analyzer API. Clusters recurring 502/504 errors and correlates with upstream health…
Automates Nginx error diagnosis using nginx -T configuration dump, error.log pattern matching, and the Nginx Plus REST API /api/8/http/upstreams endpoint. Resolves 502 Bad Gateway,…
Analyzes Nginx error logs using GoAccess and custom regex parsers to identify recurring 502/503 patterns. Correlates upstream timeout errors with backend service health via…
Expose Kubernetes and OpenShift cluster operations to MCP clients with native API-backed tools for resources, pods, events, Helm, Tekton, and diagnostics.
Use Mission Control Jobs when an operator needs a Rails-mounted dashboard to inspect Active Job queues, review failed jobs, and retry or discard jobs…
Use Databasement when an MCP-compatible agent needs to schedule database backups, supervise restore jobs, enforce retention policy, and react to backup failures across supported…
Checks official cloud and SaaS status evidence through the OutageDeck MCP server or anonymous REST API before an agent changes code for 5xx, timeout,…
Builds incident runbooks around the PagerDuty Events API v2, Incidents API, and Response Plays so agents can classify alerts, enrich context, and drive consistent…
Responds to PagerDuty incidents via the PagerDuty Events API v2 and REST API. Automatically executes diagnostic runbooks based on service and alert routing keys,…
Automates incident response runbooks using the PagerDuty Events API v2 and REST API. Manages incident creation, escalation policies, and automated diagnostics triggered by alert…
Generates automated incident response runbooks triggered by PagerDuty webhooks via the PagerDuty Events API v2. Integrates with Datadog API and AWS CloudWatch for diagnostic…
Automatically executes diagnostic runbooks when PagerDuty incidents trigger, using the PagerDuty Events v2 API and Rundeck API. Attaches diagnostic output as incident notes and…
Queries PagerDuty to show who is currently on-call for each escalation policy, surfaces unacknowledged incidents, and identifies schedule coverage gaps for the next 7…
Pod CrashLoop Runbook is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (121,313+ GitHub stars). It gives an agent a…
Runs diagnostic queries against PostgreSQL using pg_stat_statements, pg_stat_activity, and pg_locks system views. Identifies slow queries, lock contention, and bloat using pgstattuple and pg_repack extension…
Diagnoses PostgreSQL performance issues using pg_stat_statements, pg_stat_activity, and the pgbadger log analyzer. Identifies slow queries, lock contention, and bloat via pgstattuple extension.
Queries PostgreSQL system catalogs pg_stat_activity, pg_stat_user_tables, and pg_locks to diagnose performance issues. Analyzes slow queries via pg_stat_statements and checks vacuum status through pg_stat_all_tables autovacuum…
Diagnoses PostgreSQL performance issues using pg_stat_statements, pg_stat_activity, and EXPLAIN ANALYZE. Integrates with pgBadger for log analysis and pg_stat_user_tables for index recommendations.
Analyzes PostgreSQL query performance using pg_stat_statements, pg_stat_user_tables, and EXPLAIN ANALYZE output. Identifies missing indexes via pg_stat_user_indexes and detects lock contention through pg_locks and pg_stat_activity.
Executes diagnostic queries against PostgreSQL using pg_stat_statements, pg_stat_activity, and pg_locks system views. Identifies slow queries, lock contention, bloated tables via pgstattuple, and generates EXPLAIN…
Analyzes PostgreSQL slow queries using EXPLAIN (ANALYZE, BUFFERS, FORMAT JSON) output and pg_stat_statements views. Identifies missing indexes via pg_stat_user_tables sequential scan counters and suggests…
Diagnoses slow PostgreSQL queries using pg_stat_statements, pg_stat_activity, and EXPLAIN ANALYZE output parsing. Integrates with the pgBadger log analyzer and pg_stat_user_tables for index recommendation.
Analyzes PostgreSQL query execution plans using EXPLAIN (ANALYZE, BUFFERS, FORMAT JSON) and the pg_stat_statements extension. Identifies sequential scans, nested loop inefficiencies, and index recommendations…
Interprets PostgreSQL EXPLAIN ANALYZE output using pg_stat_statements and auto_explain module data. Identifies sequential scan bottlenecks, index recommendations via HypoPG, and buffer cache hit ratios.
Queries pg_stat_statements and pg_stat_activity to surface the top slow queries by total execution time, mean latency, and call frequency. Runs EXPLAIN ANALYZE on worst…
Diagnoses PostgreSQL slow queries using pg_stat_statements extension, EXPLAIN ANALYZE output parsing, and pg_stat_user_indexes for index usage analysis. Identifies missing indexes, sequential scan bottlenecks, and…
Automates PostgreSQL vacuum and autovacuum troubleshooting via pg_stat_user_tables, pg_locks, and pg_stat_activity views. Detects table bloat using pgstattuple extension and generates remediation SQL for long-running…
Resolves Prometheus alerts by querying the /api/v1/alerts and /api/v1/query_range endpoints for metric time series analysis. Executes playbook steps for common alerts like HighCPUUsage and…
Tests Prometheus alerting rules against historical metrics using promtool and the Prometheus HTTP API query_range endpoint. Validates PromQL expressions, simulates alert firing, and checks…
Execute structured runbook procedures triggered by Prometheus AlertManager webhooks. Queries PromQL metrics via the Prometheus HTTP API for automated incident diagnosis and escalation.
Automates incident response for Prometheus alerts using PromQL queries, Alertmanager API, and Grafana dashboards. Maps alerts to diagnostic runbooks with remediation steps.
Links Prometheus alerting rules to operational runbooks by parsing AlertManager configurations and PrometheusRule CRDs. Validates runbook_url annotations exist and are reachable, and generates stub…
Tunes Prometheus alerting rules using the Prometheus HTTP API and PromQL query analysis. Reduces alert fatigue by analyzing firing history, adjusting thresholds via histogram_quantile,…
Runs pulumi refresh on schedule to detect drift between live cloud resources and Pulumi state. Classifies drift by severity and opens a Jira ticket…
Queue Backup Runbook is built around Apache Kafka event streaming platform. The underlying ecosystem is represented by tulios/kafkajs (3,987+ GitHub stars). It gives an…
Lets an agent drive existing tmux sessions by sending keystrokes and scraping pane output, which is exactly what you need for interactive CLIs that…
Use Performance Studio when an MCP-compatible agent needs to parse SQL Server .sqlplan files, surface performance warnings, inspect missing-index suggestions, and turn execution-plan evidence…
Use git-filter-repo when an agent needs to surgically rewrite repository history after a leaked secret, a huge binary commit, or a bad subtree split.…
Use ai-runbooks to give AI assistants role-specific SOC personas, investigation steps, and incident-response procedures for structured security triage.
Use a practical OpenClaw operations runbook to stabilize long-running deployments, tune coordinator and worker patterns, and apply reusable prompt templates for monitoring, security, and…
Use mcp-server-kubernetes so an MCP-capable agent can inspect, troubleshoot, and manage Kubernetes resources through a configured kubeconfig.
Use borgmatic to drive Borg backup, prune, check, and restore routines from a single declarative config so an agent can supervise backup runbooks instead…
Execute PostgreSQL backup, restore, verification, and point-in-time recovery runbooks with explicit repository and WAL handling.
Execute named restic backup profiles with repeatable backup, retention, prune, check, and restore steps instead of hand-running one-off commands.
Run scheduled backups with retention rules and storage targets across PostgreSQL, MySQL, MariaDB, and MongoDB from one place.
Triages application errors using the Sentry Web API (/api/0/issues/) and Sentry SDK breadcrumb data. Groups issues by stack trace similarity using Sentry fingerprinting rules…
Use Toxiproxy when an agent needs to inject latency, disconnects, bandwidth limits, or packet-like failure modes into real service calls during development, CI, or…
Intercept a Kubernetes service and route live cluster traffic into a local process so debugging happens against real dependencies before release.
Stop guessing when something breaks, preserve evidence, reproduce the failure, isolate the cause, and verify the fix before resuming work.
Debugs failed systemd services using journalctl, systemctl, and the systemd D-Bus API. Analyzes unit dependencies, ExecStart failures, resource limits, and generates fix recommendations.
Diagnoses systemd service failures using journalctl structured JSON output and systemctl show properties. Analyzes unit file configurations with systemd-analyze verify and detects dependency ordering…
Diagnoses and recovers failed systemd services using journalctl, systemctl status, and D-Bus org.freedesktop.systemd1 interface. Analyzes exit codes, dependency chains via list-dependencies, and resource limits…
Aggregate and follow logs from matching Kubernetes pods during incident triage without hopping pod by pod.
Detects infrastructure drift using terraform plan -detailed-exitcode and the Terraform Cloud API. Compares state files against live resources across AWS, GCP, and Azure providers.
Parses terraform plan JSON output to identify destructive changes, security group modifications, and IAM policy drift. Uses the Terraform Cloud API for workspace state…
Diagnoses Terraform state issues using terraform state commands, the Terraform Cloud API, and HCL parser. Detects drift, orphaned resources, and state lock conflicts across…
Detects infrastructure drift by running terraform plan -detailed-exitcode and parsing the JSON output via terraform show -json. Categorizes drift by resource type and generates…
Analyzes Terraform state files and plan outputs to detect drift, orphaned resources, and dependency cycles. Uses the Terraform CLI state commands, tfsec for security…
Inspects and diagnoses Terraform state files using terraform CLI commands and the Terraform Cloud API v2. Detects drift, orphaned resources, and dependency cycles in…
Performs safe Terraform state operations using the terraform CLI state subcommands and the Terraform Cloud API. Handles state imports, resource moves, and taint operations…
Measure route hops, latency, jitter, and packet loss to isolate where a network path degrades during incidents.
Identify which processes, connections, and remote hosts are actually using bandwidth before you chase the wrong incident hypothesis.
Guide live digital-forensics and incident-response work with human approval gates when the job is evidence review and triage, not general MCP setup.
Open raw logs, jump to error clusters, query structured fields, and summarize incident clues without shipping data to a separate platform.
Review Supabase Postgres work for query performance, schema design, indexing, connection handling, and RLS pitfalls using Supabase's own prioritized guidance.
Run named steps directly from Markdown runbooks so operational docs stay executable instead of drifting into stale reference text.
Use pgBadger when an agent needs to convert raw PostgreSQL logs into readable evidence about slow queries, errors, and workload hotspots after an incident.
Turn YAML runbooks into auditable agent actions with validation, dry-runs, destructive-step approval, and optional MCP exposure.
Uses Goss to express the expected state of a machine or container, then validates that reality still matches the contract. Reach for it after…
Follow a Kubernetes workload live so an agent can explain why it is pending, failing, or not becoming ready.
Activepieces is an open-source, self-hostable workflow automation platform with 200+ integrations. It provides a visual builder for creating automated workflows and exposes all its…
Use SimpleMem to store, compress, index, and retrieve text or multimodal memories for agents through MCP or Python integrations.
Use Zep as an external context layer for agents that need to store events, assemble temporal graph context, and retrieve relevant memory before model…
Airbyte is the leading open-source data integration platform providing 600+ pre-built connectors for ELT pipelines from APIs, databases, and files to data warehouses, lakes,…
Appwrite is an open-source, self-hosted backend platform that provides authentication, databases, storage, functions, messaging, and realtime APIs out of the box. It serves as…
Appwrite is an open-source backend platform for web, mobile, and AI apps. This skill helps agents use Appwrite's real services—Auth, Databases, Storage, Functions, Messaging,…
Streams audio from Twilio Media Streams over WebSocket to AssemblyAI real-time transcription, extracting speaker-diarized transcripts with word-level timestamps. Triggers entity detection and sentiment analysis…
mcp-atlassian is a Model Context Protocol server that connects AI assistants to Atlassian Jira and Confluence. It enables searching and managing Jira issues, reading…
Assess a public HTTP(S) page before building browser automation, extraction, or an integration. Use this skill to collect bounded structural evidence, readiness signals, risk…
The official AWS Labs MCP server collection provides AI agents with structured access to AWS documentation, service APIs, billing data, and infrastructure metadata through…
Orchestrates AWS data pipelines using @aws-sdk/client-s3 and @aws-sdk/client-sqs. Manages S3 object lifecycle with PutObjectCommand/GetObjectCommand, processes SQS message queues via ReceiveMessageCommand with long polling, and…
Finds and compares 184,900 swimming spots worldwide (beaches, lakes, bathing places) with live water temperature, wind, UV and wave signals, local guides and source-backed…
Uses mitmproxy2swagger to turn captured mitmproxy flows or HAR exports into a first-pass OpenAPI document that an agent can refine, validate, and hand off…
Runs an existing coding agent behind Slack, Telegram, Discord, Feishu, DingTalk, WeCom, WeChat, or HTTP so teams can invoke real agent sessions from chat…
Let operators control local Claude Code, Codex, Cursor, Gemini CLI, and other coding agents from Slack, Discord, Telegram, Feishu/Lark, DingTalk, LINE, and WeChat Work.
Use mcp-use to create, test, and package MCP servers or interactive MCP apps that work across agent clients.
Connect agents and IDE assistants to Shopify docs, API schemas, code validation, and store-management workflows through Shopify's official toolkit.
Scaffold, build, and run MCP servers from a predictable Python project layout with tools, prompts, resources, auth, and OpenTelemetry hooks.
Use Arcade MCP to create custom MCP servers and tools with OAuth-aware authorization, evals, and deployment paths for agent tool-calling workflows.
Use MCP Go to implement typed Model Context Protocol servers in Go that expose tools, resources, prompts, and transport handlers to agent clients.
Use n8n-MCP when an agent needs structured access to n8n nodes, properties, operations, and template examples while designing or debugging workflows, instead of guessing…
Use Memvid when an agent needs local, portable long-term memory and retrieval without running a vector database or full RAG service.
Gives an MCP-compatible agent structured place search, geocoding, routing, ETA, traffic, and map lookups so travel, field-service, and logistics tasks can stay inside an…
Chatwoot is a self-hosted, open-source customer engagement platform that provides live chat, email, social media, and messaging channel support in a unified agent dashboard.…
An official MCP server for the Chroma open-source embedding database. Enables AI agents to create collections, add documents, perform vector search, full-text search, and…
Official Cloudflare MCP servers that enable AI assistants to manage Workers applications, debug logs, analyze Radar traffic data, configure security settings, and interact with…
Composio provides 1000+ pre-built toolkits with managed authentication, context management, and sandboxed execution to connect AI agents to external apps like Gmail, Slack, GitHub,…
Use Xero MCP Server to give approved MCP clients controlled access to Xero accounting data, reports, invoices, contacts, and related business records.
Expose databases, files, code indexes, workflows, and policy-aware GraphQL through GraphJin's MCP and agent endpoints for governed discovery and action.
Use OpenRAG's built-in MCP endpoint so agents can ingest documents, search a knowledge base, create filters, and run RAG-backed chat against a deployed OpenRAG…
Use Azure DevOps MCP when an agent needs governed access to ADO projects, work items, builds, repos, test plans, wikis, and pipelines.
Use BatchData property and address APIs from MCP clients to enrich real-estate research and operations workflows.
Expose Zendesk tickets, comments, and Help Center context to MCP-capable agents for supervised support workflow preparation.
Use BlenderMCP when an MCP-capable agent needs to inspect, create, and modify Blender scenes through a controlled Blender bridge.
Connect MCP-compatible agents to Unity Editor so they can inspect scenes, manage assets, edit scripts, run tests, and automate game-development tasks.
Use Mailrise to accept ordinary email alerts and fan them out through Apprise-backed notification channels when legacy systems can only speak SMTP.
Connects applications to Datadog monitoring using the Datadog API v2 for metrics submission, log forwarding, APM trace ingestion, and dashboard JSON template management.
Searches and enriches US property, owner, people, and company data through the DealMachine CLI and hosted MCP server for prospecting, lead generation, comparable-sales research,…
Bring up a self-hosted voice agent that answers, routes, or transfers live calls through Asterisk or FreePBX with a PBX-native workflow.
An MCP server that enables AI agents to manage Docker containers, images, volumes, and networks through natural language. Supports local and remote Docker engines…
Use MCP Toolbox to turn database access into a constrained MCP tool surface, with prebuilt or custom tools that agents can call without hand-rolled…
Run CLIProxyAPI when an operator needs a local OpenAI, Gemini, Claude, Codex, or Grok-compatible API facade over authenticated CLI agent access for repeatable agent…
Use Azure Data API Builder to generate secure REST, GraphQL, and SQL MCP access for supported databases so agents can query and operate data…
Mount FastAPI-MCP on an existing FastAPI app so agents can call authenticated route-backed MCP tools with preserved schemas.
Use a FHIR MCP server to query healthcare data resources for documentation and integration workflows while keeping PHI and clinical-use limits explicit.
Turn an existing Haystack pipeline into an HTTP or MCP endpoint without building and maintaining a custom wrapper service.
Use Famulor's OAuth-secured, read-only MCP profile to inspect assistant configurations, versions, workspace catalogs, and unified call, messaging, and email history.
Firebase is Google's app development platform providing real-time databases, authentication, cloud functions, hosting, storage, and analytics for web, iOS, Android, and Flutter applications.
Flagsmith is an open-source feature flagging and remote configuration platform. It enables teams to safely roll out features, run A/B tests, and manage remote…
Formbricks is an open source survey platform and privacy-first experience management solution. Create in-app, website, link, and email surveys to gather user and customer…
Formbricks is an open-source survey and experience-management platform with link, website, email, and in-app surveys. This skill helps agents work with the real Formbricks…
Use OpenCLI to explore a logged-in site, synthesize a deterministic adapter, and expose the result as a reusable CLI command an agent can call…
Ghostfolio is an open-source wealth management application for tracking stocks, ETFs, and cryptocurrencies across multiple platforms. Built with Angular, NestJS, and Prisma on PostgreSQL,…
Automates repository administration, pull request workflows, issue triage, and release operations against Gitea using its REST API and webhook system. Useful for self-hosted software…
Queries GitHub GraphQL API for new and unanswered Discussions, ranks them by reaction count and recency, and drafts a weekly digest via SendGrid. Automatically…
Use Supermemory as an agent memory and context layer for ingesting user facts, documents, connectors, and searchable RAG context across assistant workflows.
Use Memora to give MCP-compatible agents persistent semantic memory, document recall, and knowledge-graph context across sessions.
Configure Framelink's Figma MCP server so coding agents can fetch clean design layout context from Figma files before implementing UI.
Use MARM Memory to give Claude Code, Cursor, Codex, Gemini, and other MCP clients a local-first shared memory server with sessions, semantic recall, notebooks,…
Connect RushDB's MCP server so agents can store, search, update, and traverse persistent structured memory without hand-building a separate vector and graph stack.
Use Hermes Tweet when Hermes Agent needs a native X/Twitter plugin for reading posts, exploring public data, and running explicitly gated tweet actions through…
Hookdeck CLI is Hookdeck's official command-line tool for forwarding webhooks to localhost, managing event gateway resources, and running an MCP server for agent workflows.…
Enriches HubSpot CRM contacts using the v3 Contacts API with batch read/update operations. Cross-references company associations via crm.associations.batchRead(), and syncs lifecycle stage transitions with…
HubSpot MCP Server is built around HubSpot CRM and marketing APIs. The underlying ecosystem is represented by HubSpot/hubspot-api-nodejs (391+ GitHub stars). It gives an…
Turn Claude Code, Cursor, or Grok Bot into a 7-role Hyperliquid trading desk. Sixteen SKILL.md skills plus seven agent prompts cover market data, risk…
Give coding agents a local MCP code intelligence graph for fast architecture, symbol, route, impact, and call-path queries across large repositories.
Inngest is an open-source workflow orchestration platform that replaces queues, state management, and scheduling with durable step functions. It enables developers to write reliable…
Connect Freshservice modules to MCP clients for supervised IT service-management ticket lookup and support-ops preparation.
Paid x402 HTTP-402 endpoints on Base mainnet that let agents pay-per-call in USDC for web search, AI analysis, crypto and stock market data, SEC…
Kong Gateway is an open-source API gateway that handles routing, authentication, load balancing, observability, and newer AI and MCP traffic patterns. It fits teams…
Connect Freshdesk modules to MCP clients so agents can retrieve ticket context and prepare supervised support actions.
Queries the Linear GraphQL API to list open issues by team, priority, and cycle, then applies configurable triage rules to auto-assign or escalate. Generates…
An MCP server that integrates Linear project management with AI assistants. Enables creating, searching, updating, and commenting on Linear issues, managing projects and teams,…
LiteLLM is an open-source Python SDK and proxy server that provides a unified OpenAI-compatible interface to call 100+ LLM APIs including OpenAI, Anthropic, Azure,…
LiveKit is an open-source, scalable WebRTC-based real-time communication server written in Go. It provides multi-user conferencing, streaming, and data channels with client SDKs for…
Logto is a modern, open-source authentication and authorization infrastructure built on OIDC and OAuth 2.1. It provides multi-tenancy, enterprise SSO, RBAC, and SDKs for…
Use the Baidu Netdisk storage skill to upload, download, transfer, share, search, move, copy, rename, and list cloud files from natural-language agent sessions.
Initialize, authenticate, and edit ElevenLabs agent configs from local files when you want agent definitions in code review instead of only in a hosted…
Medusa is an open-source commerce platform with modular backend services, an admin app, and API-first store workflows. This skill helps agents manage products, orders,…
MetaMCP is an open-source MCP proxy that aggregates multiple MCP servers into a single unified endpoint with a GUI management interface. It supports namespacing,…
MinIO is a high-performance, S3-compatible object storage server. It can run standalone or distributed, providing enterprise-grade storage with a familiar AWS S3 API for…
Lets an OpenClaw agent sync its workspace to cloud storage in mailbox, mirror, or bisync mode, and optionally push encrypted full-system backups to an…
Use dogsheep/github-to-sqlite when an agent needs a local, queryable snapshot of GitHub activity instead of bouncing through the web UI or ad hoc API…
Sync an OpenClaw workspace to your own cloud storage or push encrypted agent-system backups with OpenClaw-aware mailbox, mirror, and bisync modes.
The official MongoDB MCP server connects AI agents to MongoDB databases and Atlas clusters through the Model Context Protocol, enabling structured queries, collection management,…
Builds integration handoffs around n8n primitives like the Webhook node, HTTP Request node, and execution data inspection. Great for connecting event sources, transforming payloads,…
n8n-nodes-mcp is a real n8n community node that lets self-hosted n8n instances connect to Model Context Protocol servers. This skill covers installing the package,…
Nango is an integration platform for connecting products and agents to hundreds of APIs with managed auth, proxying, and function execution. This skill covers…
Nango is an open-source platform for building product integrations with 700+ APIs. It handles OAuth, token management, API proxying, and execution of custom TypeScript…
The Neon MCP Server enables AI agents to manage serverless PostgreSQL databases through natural language via the Model Context Protocol. Create projects, run queries,…
Neon's official MCP server translates natural language requests into Neon API calls, letting AI agents create projects, manage branches, run SQL queries, and perform…
NocoDB turns any SQL database into a smart spreadsheet with a full REST API. It provides a self-hosted Airtable alternative that connects to PostgreSQL,…
Use libphonenumber-js when an agent needs to clean messy phone-number input, validate it against country rules, and return a stable E.164 value before storing…
Use vobject when an agent receives .vcf contact exports and needs reliable parsing into names, emails, phone numbers, organizations, and addresses before import or…
Reads from and writes to Notion databases using the official Notion API v1, supporting filtered queries, property mapping, and bulk page creation from structured…
The official Notion MCP Server enables AI agents to interact with Notion workspaces through the Model Context Protocol. It provides tools for querying data…
Novu is an open-source notification infrastructure platform that provides a unified API for sending notifications across email, SMS, push, in-app inbox, and chat channels.…
ntfy is an open-source HTTP-based pub-sub notification service that lets you send push notifications to phones and desktops via simple PUT or POST requests.…
Run Bifrost as an OpenAI-compatible gateway so agents can route model calls across providers with failover, load balancing, caching, and governance.
Use Rasa to design, test, and operate custom conversational assistants for support, service, and voice workflows.
Papermark is an open-source alternative to DocSend for secure document sharing with built-in page-by-page analytics, custom branding, custom domains, and self-hosting support. Built with…
Pipedream is a developer-focused workflow platform for connecting APIs and running automation logic in hosted workflows. It fits ASE as a source-backed integration skill…
Connects to bank accounts via Plaid Link SDK and retrieves transaction data using the Plaid Transactions API. Supports account balance polling, institution search, and…
Use ORAS to move SBOMs, model bundles, provenance, and other non-container artifacts through OCI registries without wrapping them as conventional images.
An official Qdrant MCP server implementation that provides semantic memory capabilities for AI agents. Enables storing and retrieving information using vector search, acting as…
Use Fabric RTI MCP when an agent needs tool-callable access to Microsoft Fabric Real-Time Intelligence services such as Eventhouse, Eventstreams, Activator, and Map instead…
Rclone is an open-source command-line program to sync files and directories to and from over 70 cloud storage providers including Google Drive, S3, Dropbox,…
Bridge Cursor, Claude Code, and other MCP clients into Figma so agents can inspect selections, create nodes, annotate designs, and apply bulk edits.
Build an MCP Apps resource, attach it to a tool through _meta.ui.resourceUri, and verify the host renders the interactive UI alongside tool results.
Run supervised property-detail and market-trend lookups from an MCP client while checking data-source terms before use.
Use Shepherd Model Gateway to route OpenAI, Anthropic, Responses API, embeddings, and MCP tool traffic across self-hosted and cloud model backends with cache-aware policies…
Use Plano when an agent application needs an out-of-process data plane for multi-agent routing, model agility, guardrails, traces, and OpenAI-compatible traffic instead of custom…
Use GoModel as an OpenAI-compatible and Anthropic-compatible gateway for routing, observability, failover, and cost tracking across model providers.
Use BitRouter as an agentic LLM gateway that routes model, tool, and sub-agent calls with scoped keys, cost policy, failover, telemetry, MCP gateway support,…
Integrate agent applications with RouterBase as an OpenAI-compatible API gateway, including SDK base URL configuration, streaming, tool calling, JSON mode, retries, and safe API…
Use Docker MCP Gateway to run MCP servers in isolated containers, centralize profiles, secrets, tools, and client connections.
Use Lark Coding Agent Bridge to connect Feishu or Lark chat threads to a local Claude Code or Codex CLI session with streaming cards,…
Coordinate multiple coding agents in one local-first workspace with shared memory, tools, files, browser access, and MCP-backed integrations.
Expose Shopify Admin API operations to MCP clients for supervised ecommerce catalog, order, customer, and inventory work.
Saleor is a leading open source headless e-commerce platform built with Python and Django. It provides a GraphQL API for building custom storefronts, managing…
Perform high-volume data synchronization with Salesforce using the Bulk API 2.0 for CSV-based upsert, delete, and query operations. Handles OAuth 2.0 JWT bearer flow…
Bidirectional Salesforce integration using jsforce library and the Salesforce REST API. Performs SOQL queries via connection.query(), bulk upserts through connection.sobject().upsertBulk(), and subscribes to Platform…
Salesforce MCP Server is built around Salesforce CRM platform. The underlying ecosystem is represented by jsforce/jsforce (1,452+ GitHub stars). It gives an agent a…
Install and configure TweetClaw, the OpenClaw plugin for X/Twitter automation through Xquik. Use it when an agent needs structured tweet search, search tweet replies,…
SendGrid MCP Server is built around SendGrid email delivery platform. The underlying ecosystem is represented by sendgrid/sendgrid-nodejs (3,054+ GitHub stars). It gives an agent…
Constructs and sends transactional emails using the SendGrid v3 Mail Send API. Builds dynamic templates with Handlebars substitutions, manages suppression groups, and tracks delivery…
Manages transactional email delivery via SendGrid v3 Mail Send API with dynamic template rendering. Handles bounce processing, suppression group management, and event webhook parsing.
Coordinates Shopify data syncs with the Admin GraphQL API, including `bulkOperationRunQuery`, node connections, and webhook-assisted delta updates. Useful for product, inventory, and order pipelines…
Debugs Slack app event flows with the Bolt SDK, signature verification, `app.event()` handlers, and `ack()` timing. Useful for tracing why Events API deliveries, slash…
Connects to the Slack Web API to fetch unread messages across specified channels and surfaces a prioritized digest of action items, decisions, and blockers.…
The official Stripe Agent Toolkit provides Python and TypeScript libraries plus a hosted MCP server for integrating Stripe payment APIs with AI agent frameworks.…
Automates Stripe Connect onboarding by provisioning connected accounts via the Stripe API. Handles account creation, KYC link generation with stripe.accountLinks.create(), and webhook verification for…
Manages Stripe Connect accounts and payment flows using the Stripe Node.js SDK (stripe@14.x). Handles onboarding via Account Links API, creates PaymentIntents with application fees,…
Synchronize marketplace transactions using the Stripe Connect API with automatic payout splitting, transfer reversals, and account onboarding via Stripe.js and the stripe-node SDK.
Manages Stripe Connect onboarding flows using the stripe-node SDK. Handles account creation, capability requests, OAuth redirects, and payout scheduling via the Stripe Accounts API.
Stripe MCP Server is built around Stripe payments platform. The underlying ecosystem is represented by stripe/stripe-node (4,377+ GitHub stars). It gives an agent a…
Integrates Stripe payment processing using stripe-node SDK including PaymentIntents, Checkout Sessions, Billing Portal, and webhook event verification with stripe.webhooks.constructEvent.
Full Stripe API integration using the stripe-node SDK. Creates PaymentIntents via stripe.paymentIntents.create(), manages Customers and Subscriptions, handles webhook events through stripe.webhooks.constructEvent(), and supports Stripe…
Stripe Reporting Agent is built around Stripe payments platform. The underlying ecosystem is represented by stripe/stripe-node (4,377+ GitHub stars). It gives an agent a…
Uses the Stripe API to pull charge, refund, dispute, and payout records within a configurable date window and reconciles them against expected revenue figures.…
An official MCP server that connects Supabase projects to AI assistants like Claude, Cursor, and Windsurf. Enables natural-language database management, table operations, SQL queries,…
Svix is an open-source enterprise-grade webhook delivery service written in Rust. It handles webhook sending, retries, signature verification, and delivery monitoring so developers can…
Use AI Rules Sync when the same operating rules, commands, skills, or subagents need to stay aligned across Claude Code, Cursor, Codex, Copilot, and…
Keep one canonical skills and agents source in sync across multiple coding CLIs instead of hand-copying files between tool directories.
Queries the Terraform Cloud API to inspect plan outputs, apply logs, and state file changes. Analyzes resource diffs including module-level changes, provider version constraints,…
Live on tiny.place, an agent-to-agent social network, through the tinyplace CLI: claim an @handle identity, get discovered in an open directory, message peers over…
Tolgee is an open-source localization platform that lets developers and translators manage translations through in-context editing, machine translation integration, and SDKs for React, Vue,…
Twilio MCP Server is built around Twilio communications APIs. The underlying ecosystem is represented by twilio/twilio-node (1,523+ GitHub stars). It gives an agent a…
Sends and receives SMS/MMS messages via Twilio REST API with webhook handler generation. Supports message scheduling, delivery status callbacks, and Twilio Verify for OTP…
Builds intelligent voice routing flows using the Twilio Programmable Voice API. Generates TwiML responses with , , and verbs, and manages call recordings via…
Connects to Twilio REST API via the twilio-node SDK for programmable messaging and voice. Sends SMS with client.messages.create(), builds IVR flows using TwiML VoiceResponse,…
An official MCP server from Upstash that lets AI agents manage Redis databases, QStash message queues, and Vector stores through natural language. Supports database…
Add non-custodial Base USDC-to-fiat cash-out with @usdctofiat/offramp cashout({ mode: "fast" | "best" }). Use when an agent must sell USDC from a real viem…
Expose agent capabilities and route tasks across independent agent runtimes with the Agent2Agent protocol.
Deploy DocsGPT to build private assistants that ingest documents, web sources, and enterprise connectors with cited answers.
Put a governed gateway in front of MCP, A2A, REST, and gRPC tools so agent calls can be discovered, routed, observed, and controlled.
Webhook is a lightweight, configurable tool written in Go that creates HTTP endpoints on your server to execute shell commands. It supports JSON and…
Use affine-mcp-server when an agent needs tool-callable access to AFFiNE workspaces, documents, databases, and comments inside an MCP workflow instead of sending a user…
Lets an agent install or build a harness around an existing tool so the tool becomes callable through a predictable CLI surface.
Zammad is a self-hosted, open-source helpdesk and customer support system with email, chat, phone, Twitter, and Telegram channel integration. It provides a REST and…
Builds a Zapier automation using the Zapier NLA API to trigger on new HubSpot form submissions and enrich contact records via the Clearbit Enrichment…
Creates and manages Zapier integrations using the Zapier Platform CLI and REST Hooks API. Builds custom triggers, actions, and searches with OAuth2 authentication flows.
Routes and validates inbound automation traffic built around Webhooks by Zapier endpoints such as `hooks.zapier.com/hooks/catch/...`. Useful for standardizing payload shapes, inspecting trigger contracts, and…
Zulip is an open-source organized team chat application with unique topic-based threading that combines the best of email and chat. It offers a comprehensive…
Apprise is a Python library and CLI that sends push notifications to over 100 services including Telegram, Discord, Slack, Amazon SNS, Gotify, email, and…
Run CodeBurn locally or as an MCP server so agents can inspect token usage, cost, model mix, project spend, and budget waste across coding…
Uses AWS CloudWatch SDK (boto3) to configure anomaly detection bands on metrics via PutAnomalyDetector API. Integrates with SNS for notifications and CloudWatch Synthetics for…
Creates and manages AWS CloudWatch composite alarms using the CloudWatch PutCompositeAlarm API. Builds alarm rule expressions from existing metric alarms with AND/OR/NOT logic for…
Runs CloudWatch Logs Insights queries via AWS SDK for JavaScript v3. Analyzes Lambda cold starts, API Gateway latency, and ECS container logs. Generates anomaly…
Builds CloudWatch Logs Insights queries and metric alarms using AWS SDK v3 (@aws-sdk/client-cloudwatch-logs, @aws-sdk/client-cloudwatch). Generates cross-account observability dashboards with CloudWatch Metrics Insights.
Chartbrew is an open-source web application for building and sharing live dashboards from APIs, SQL and NoSQL databases. It features a visual chart builder,…
Monitors Checkly browser checks via the Checkly Management API and notifies teams on Playwright test failures. Extracts failure screenshots, trace URLs, and degraded check…
Checkly CLI lets agents define, test, and deploy synthetic monitoring from a JavaScript or TypeScript codebase. It is especially useful when monitoring should live…
An ASE skill built on Checkmate, the open source self-hosted monitoring platform for uptime, incidents, response times, and infrastructure visibility. It fits agent workflows…
Monitors Cloudflare zone analytics via the Cloudflare API v4 GraphQL Analytics endpoint, tracking request rates, cache hit ratios, and WAF event spikes. Sends alerts…
Creates and manages CloudWatch Anomaly Detection bands using AWS SDK PutAnomalyDetector and GetMetricData APIs. Generates alerts when metrics breach learned baselines with configurable sensitivity.
Uses AWS CloudWatch SDK (boto3) to create composite alarms with ML-powered anomaly detection bands. Integrates with AWS SNS for notifications and EventBridge for automated…
Detects anomalous patterns in AWS CloudWatch Logs using CloudWatch Logs Insights queries and Anomaly Detection APIs. Surfaces error rate spikes and latency regressions with…
Attach judges to LaunchDarkly AI Config variations, create custom judges, set sampling rates, and interpret production quality signals from online evaluations.
Use GO Feature Flag as an OpenFeature-compatible control plane for rollout rules, targeting, experiments, remote config, and launch verification.
CronitorCLI is Cronitor's open-source command-line tool for syncing cron jobs, sending telemetry pings, and wrapping commands with execution monitoring. It fits monitoring-heavy agent runbooks…
Routes Datadog anomaly detection alerts to appropriate response channels using the Datadog Events API v2 and Monitors API. Applies severity-based escalation rules with PagerDuty…
Monitors Datadog metric streams using the Datadog API v2 and applies ML-based anomaly detection to alert on infrastructure drift. Integrates with PagerDuty and Slack…
Leverages the Datadog API v2 metrics and events endpoints to detect anomalous patterns. Uses the Datadog Monitors API to create dynamic thresholds and sends…
Detects performance anomalies in Datadog APM traces using the Datadog API v2 metrics endpoint. Applies DBSCAN clustering on latency distributions to identify outlier service…
Queries Datadog APM trace data via the Datadog Tracing API v2 to identify latency bottlenecks and error hotspots. Generates flame graph summaries and service…
Queries distributed traces from Datadog APM using the Trace Search API with faceted filtering. Analyzes p99 latency breakdowns across service spans and identifies slow…
Datadog MCP Server is built around Datadog observability platform. The underlying ecosystem is represented by DataDog/dd-trace-js (787+ GitHub stars). It gives an agent a…
Exports custom metrics and traces to Datadog using the DogStatsD protocol and Datadog API v2. Supports histogram aggregation, tag-based filtering, and SLO tracking.
Creates Datadog monitor definitions using the Datadog API v2 with metric, log, APM trace, and composite monitor types. Generates Terraform datadog_monitor resources with threshold…
Creates and manages Datadog monitors using the datadog-api-client SDK. Configures metric, log, APM trace, and composite monitors with proper threshold types and notification routing.
Interfaces with the Datadog API v2 monitors and dashboards endpoints to programmatically create and manage monitors. Uses DogStatsD protocol for custom metric submission and…
Manages Datadog monitors and dashboards via the Datadog REST API v2. Creates metric, log, and APM monitors with composite conditions and configures notification routing…
Synchronizes Datadog monitor definitions between environments using the Datadog API v2 monitors endpoint. Supports diff-based updates, tag filtering, and Terraform state reconciliation.
Manages Datadog monitors and dashboards via the Datadog API v2. Lists triggered monitors, mutes/unmutes alert groups, and queries metric timeseries. Supports composite monitors and…
Monitors Datadog Service Level Objectives and burn rate alerts via the Datadog API v2. Generates SLO compliance reports and triggers remediation workflows when error…
Run Axon as a local OpenTelemetry endpoint and dashboard for inspecting LangChain and instrumented agent traces without sending run data to a cloud service.
Dozzle is a lightweight, web-based real-time log viewer for Docker containers. It supports Docker standalone, Swarm mode, and Kubernetes, provides fuzzy search, regex and…
Elastic / Kibana MCP Server is built around Elasticsearch search and analytics engine. The underlying ecosystem is represented by elastic/elasticsearch (76,387+ GitHub stars). It…
Queries Elastic APM transaction data through the Elasticsearch REST API to surface latency anomalies and throughput drops. Uses the _search aggregation API with percentile…
Polls Elasticsearch _cluster/health, _nodes/stats, and _cat/shards APIs to detect node drops, unassigned shards, and JVM heap pressure. Forwards anomalies to Opsgenie Alert API for…
Run repeatable EvalScope benchmark suites for LLM, VLM, RAG, and agent workflows, then inspect traces and reports before changing models or prompts.
Run prompt experiments, testset evaluations, and observability reviews for production LLM workflows before regressions reach users.
Use RagaAI Catalyst to instrument agent runs, collect traces, manage evaluation datasets, inspect execution graphs, and review regressions before deployment.
Turn failing AI-agent production traces into hermetic regression cases and CI gates with Tracely.
Gatus is an open source uptime and endpoint monitoring platform built for developers and ops teams. It checks HTTP, TCP, ICMP, and DNS targets,…
Produce repeatable drift and quality reports after data, model, or prompt changes so regressions are visible before rollout.
GlitchTip is an open-source, Sentry-compatible error tracking platform built for self-hosted exception monitoring and alerting. It is a strong fit when you want production…
GoAccess is an open-source real-time web log analyzer that runs in a terminal or generates live HTML dashboards. It parses Apache, Nginx, CloudFront, S3,…
GoatCounter is an open source analytics platform for privacy-friendly pageview tracking, referrer reporting, and lightweight site stats. It can be used as a hosted…
Run self-hosted push notifications with Gotify, including a REST API, WebSocket stream, web UI, plugins, and mobile clients. This skill helps agents send alerts,…
Routes Grafana alerting webhook payloads to Slack, PagerDuty, and OpsGenie channels based on label matching rules. Supports alert grouping and silence management via the…
Grafana Alloy is an open-source OpenTelemetry Collector distribution with programmable pipelines for metrics, logs, traces, and profiles. This skill enables agents to configure and…
Builds Grafana dashboards programmatically using grafonnet-lib (Jsonnet) and the Grafana HTTP API. Generates panel JSON for time series, stat, table, and heatmap visualizations with…
Generates Grafana dashboards programmatically using Grafonnet (jsonnet), the Grafana HTTP API, and grafana-toolkit. Supports multi-datasource panels with Prometheus, Loki, and Tempo queries.
Programmatically generates Grafana dashboards from service definitions using the Grafana HTTP API /api/dashboards/db endpoint. Creates panels for RED metrics, SLO tracking, and infrastructure views.
Assembles Grafana dashboard JSON models using panel types like timeseries, stat, table, and heatmap. Configures datasource references, template variables, and annotation queries for operational…
Migrates Grafana dashboards between instances using the Grafana HTTP API. Transforms datasource UIDs, folder structures, and alert rule references for cross-environment promotion.
Generates Grafana dashboard JSON using the Grafana HTTP API /api/dashboards/db endpoint. Creates panels with Prometheus, InfluxDB, and Elasticsearch datasource queries pre-configured for common infrastructure…
Exports Grafana dashboards as shareable snapshots using the Grafana HTTP API /api/snapshots endpoint. Captures panel data at point-in-time with configurable expiration and external sharing…
Synchronizes Grafana dashboards between instances using the Grafana HTTP API v5. Handles provisioning, folder management, and datasource remapping for multi-environment observability setups.
Programmatically creates Grafana dashboard JSON models using the Grafana HTTP API and grafonnet-lib. Supports templated variables, panel linking, and multi-datasource layouts for Prometheus, Loki,…
Configures Grafana Loki log pipelines with Promtail collectors and LogQL queries. Supports multi-tenant log routing, retention policies, and correlation with Grafana Tempo traces.
Queries Grafana Loki via the LogQL API to correlate log streams across services. Builds cross-service trace-to-log mappings using Tempo integration and generates alert rule…
Queries Grafana Loki log aggregation system using LogQL via the Loki HTTP API. Filters log streams by labels, parses structured JSON logs, and correlates…
Configures Grafana OnCall escalation chains, notification policies, and on-call schedules via the Grafana OnCall HTTP API. Manages integration routes from Alertmanager, Zabbix, and Datadog…
Manages Grafana Unified Alerting rules, contact points, and notification policies via the Grafana HTTP API. Supports alert rule provisioning and silence management across multiple…
Healthchecks.io is an open-source cron and background task monitoring platform that alerts when scheduled jobs fail to ping on time. It gives teams a…
Highlight.io is an open-source full-stack monitoring platform combining session replay, error monitoring, logging, and distributed tracing in a single cohesive tool. Self-hostable via Docker,…
Use Bull Board to add a protected dashboard for Bull and BullMQ queues so operators can inspect, retry, pause, clean, and debug background agent…
Gives Claude Code operators a live dashboard for multi-agent sessions, tool calls, file activity, and nested task progress so debugging starts from what the…
Query live and historical Kubernetes network traffic through Kubeshark's MCP server when an agent needs packet-level evidence, API payloads, or service-path traces for incident…
Connect agents to Monoscope so they can query logs, traces, metrics, monitors, and issues through stable JSON CLI output or MCP tools for incident…
Jaeger Trace Explorer is built around Jaeger distributed tracing platform. The underlying ecosystem is represented by jaegertracing/jaeger (22,608+ GitHub stars). It gives an agent…
k6 is a modern load testing tool for writing performance checks in JavaScript. It fits CI, developer testing, and observability workflows where repeatable load…
Watches Kubernetes event streams via the Watch API and correlates pod lifecycle events with resource metrics from Metrics Server. Detects CrashLoopBackOff patterns and OOMKilled…
Kubernetes Troubleshooting Runbook is built around Kubernetes orchestration platform. The underlying ecosystem is represented by kubernetes/kubernetes (121,313+ GitHub stars). It gives an agent a…
Use Langfuse to capture prompts, traces, generations, evaluations, and cost telemetry for LLM applications and agent workflows. This skill turns Langfuse from a generic…
LangSmith provides tracing, evaluation, and debugging workflows for LLM applications. This skill is useful when an agent team needs structured observability around prompts, chains,…
Run rumdl as a fast Markdown lint-and-format gate so agents can catch style, flavor, link-adjacent, and consistency issues before docs or generated content are…
Check Prometheus alerting and recording rules in CI or ad hoc runs so invalid, misleading, or dangerous rules are caught before deploy.
Run constant-rate HTTP attacks, capture binary results, and generate reports or plots before capacity changes and releases.
Logdy is a zero-dependency single-binary log viewer that pipes any command output into an interactive browser-based UI. It supports custom TypeScript parsers, column definitions,…
Logfire is Pydantic's observability SDK for Python applications, with first-class tracing for AI, LLM, and agent workloads. It wraps OpenTelemetry, ships with a hosted…
Loki Log Query Agent is built around Grafana Loki log aggregation system. The underlying ecosystem is represented by grafana/loki (27,858+ GitHub stars). It gives…
Metrics Dashboard Builder is built around Datadog observability platform. The underlying ecosystem is represented by DataDog/dd-trace-js (active GitHub adoption). It gives an agent a…
Script realistic user flows in Python and fan them out across workers so agents can pressure-test services before rollout.
Route model calls through Helicone, inspect costs, latency, traces, prompts, and evaluations, then review changes before they ship.
Install Claude Code hooks that stream session, tool, subagent, and workflow events into a local dashboard for live observability and review.
Track token burn, spend, and model mix across multiple coding-agent tools from one local monitoring workflow.
Use TrendRadar when an operator needs a self-hosted trend monitor that filters multi-platform feeds, summarizes signals with AI, sends alerts, and exposes trend analysis…
Collect local telemetry from Claude Code, Codex, Cursor, OpenClaw, OpenCode, and related coding agents, then inspect token usage, tool calls, sessions, and traces from…
Netdata is an open-source observability platform for real-time metrics, anomaly detection, and alerting across servers, containers, databases, and cloud services. This skill helps agents…
Executes NRQL queries against New Relic's GraphQL NerdGraph API for application performance monitoring. Generates automated SLA reports with percentile latency breakdowns and error budget…
Tracks SLO compliance using the New Relic NerdGraph GraphQL API and NRQL queries. Calculates error budgets, burn rates, and generates compliance reports with Slack…
ntopng is a web-based network traffic monitoring application that provides real-time visibility into network flows, bandwidth usage, and security threats. With 7.7k+ GitHub stars…
OpenObserve is an open-source, cloud-native observability platform for logs, metrics, traces, and Real User Monitoring (RUM). Designed as a cost-effective alternative to Datadog, Splunk,…
OpenReplay is an open-source session replay suite you can self-host. It captures user sessions with network activity, console logs, JS errors, store state, and…
Designs OpenTelemetry Collector pipeline configurations with receivers (otlp, prometheus, filelog), processors (batch, attributes, tail_sampling), and exporters (otlphttp, jaeger, elasticsearch).
Aggregates OpenTelemetry trace spans from Jaeger and Zipkin backends into unified flame graphs. Uses the OTLP gRPC exporter SDK to correlate distributed service calls…
OpsGenie MCP Server is built around Opsgenie incident and on-call platform. The underlying ecosystem is represented by opsgenie/opsgenie-nodejs-sdk (24+ GitHub stars). It gives an…
Use Coze Loop to evaluate, debug, and improve agent prompts and workflows across development iterations.
Manages PagerDuty incident lifecycle using the PagerDuty REST API v2 /incidents endpoint. Automates escalation policies, merges related incidents, and generates postmortem templates from incident…
Manages PagerDuty incident lifecycle using the PagerDuty Events API v2 and REST API. Automates escalation policies, runbook attachment, and post-incident timeline generation.
Automatically links PagerDuty incidents to relevant runbooks using the PagerDuty Events API v2 and service directory. Matches incident alerts to runbook tags via Elasticsearch…
PagerDuty MCP Server is built around PagerDuty incident response platform. The underlying ecosystem is represented by PagerDuty/pdjs (69+ GitHub stars). It gives an agent…
Plausible Analytics is a lightweight, open-source, privacy-friendly alternative to Google Analytics. It requires no cookies, is fully GDPR/CCPA/PECR compliant, and provides a clean single-page…
PM2 is a production-grade process manager for Node.js and Bun applications with a built-in load balancer. With over 42,000 GitHub stars and millions of…
Use PostHog to capture product analytics events, identify users, evaluate feature flags, and route experimentation data into agent or application workflows. This skill gives…
Prometheus / Grafana MCP Server is built around Grafana visualization and alerting platform. The underlying ecosystem is represented by grafana/grafana (72,784+ GitHub stars). It…
Routes and escalates Prometheus AlertManager notifications based on severity and label matchers. Integrates with PagerDuty, Opsgenie, and Slack webhook APIs for multi-channel incident routing.
Creates and validates Prometheus alerting rules using PromQL expressions and the Prometheus HTTP API. Configures Alertmanager routing trees with PagerDuty, Slack, and OpsGenie receiver…
Generates and validates Prometheus alerting rules from natural language descriptions using the Prometheus HTTP API and PromQL query engine. Supports Alertmanager routing configuration and…
Uses the Prometheus HTTP API v1 and PromQL to auto-generate alerting rules from metric baselines. Integrates with Alertmanager API for routing configuration and PagerDuty…
Prometheus Alerting Rules is built around Prometheus metrics and alerting system. The underlying ecosystem is represented by prometheus/prometheus (63,278+ GitHub stars). It gives an…
Bridges Prometheus Alertmanager notifications to Microsoft Teams, Discord, and Telegram using adaptive card templates and PromQL-based alert correlation.
Connects to Prometheus AlertManager API to query active alerts, silences, and alert groups. Parses PromQL alert rules and suggests runbook actions. Integrates with PagerDuty…
Generates Prometheus AlertManager configurations with routing trees, inhibition rules, and receiver integrations for PagerDuty, Slack, and OpsGenie APIs. Supports template-based notification customization.
Configures and manages Prometheus AlertManager routing trees and silences via the AlertManager HTTP API. Supports PagerDuty, OpsGenie, and Slack receiver configuration with inhibition rules.
Validates Prometheus recording and alerting rules using promtool check rules, analyzes Alertmanager routing trees for notification gaps, and tests alert expressions against live TSDB…
Generates Prometheus alerting rules and AlertManager routing configs using PromQL validation via the Prometheus HTTP API. Supports PagerDuty, OpsGenie, and Slack receiver configurations.
Generates Prometheus alerting rules and AlertManager routing configs from natural language descriptions. Leverages PromQL query builder and the Alertmanager API v2 for live rule…
Analyzes Prometheus alerting rules and AlertManager configuration to reduce alert fatigue. Uses PromQL query analysis and historical firing patterns to suggest rule consolidation and…
Generates and validates Prometheus alerting rules and AlertManager routing configurations using the Prometheus HTTP API. Implements alert grouping, inhibition rules, and silence management.
Builds custom Prometheus exporters using the prometheus_client Python SDK and Go client_golang library. Exposes application-specific metrics with proper histogram buckets, counter labels, and gauge…
Constructs Prometheus alerting rules using PromQL expressions with proper label matchers, aggregation operators, and for-duration thresholds. Integrates with Alertmanager routing trees for notification dispatch.
Validates and tests Prometheus alerting rules against historical metrics data using the Prometheus HTTP API /api/v1/query_range endpoint. Runs rule simulations with configurable time windows…
Pyroscope is an open-source continuous profiling platform by Grafana Labs that helps identify CPU, memory, and I/O bottlenecks at the line-of-code level. It integrates…
Give MCP-capable agents a live global-intelligence surface for country briefs, risk scores, conflict, cyber, market, weather, and infrastructure monitoring.
Quickwit is a cloud-native search engine built in Rust for log management and distributed tracing. It offers sub-second search on cloud storage (S3, Azure…
Wrap Claude Code, Codex, Gemini CLI, OpenClaw, or another agent command with AgentSight to capture processes, files, network destinations, prompts, and reports.
Use PyOD's agent skill or MCP server to turn natural-language anomaly detection requests into repeatable detector selection, fitting, scoring, and investigation workflows.
Connects to the Sentry API v0 to analyze error trends, group similar stack traces using fingerprinting rules, and auto-assigns issues to code owners via…
Analyzes Sentry project event streams via the Sentry Issues API to detect sudden spikes in error frequency. Computes rolling baselines and triggers alerts through…
Sentry's official MCP server connects your error monitoring stack to any MCP client. Search issues, analyze stack traces, investigate performance bottlenecks, and get AI-powered…
The official Sentry MCP server gives AI agents access to Sentry error tracking, issue management, and performance telemetry through the Model Context Protocol, enabling…
SigNoz is an open-source observability platform built around OpenTelemetry for logs, metrics, and traces in one place. It is a practical fit when you…
Run end-to-end agent simulations, review traces, and watch production regressions when reliability work spans pre-release testing and live monitoring.
sitespeed.io is an open-source tool for comprehensive web performance analysis. It tests websites using real browsers, provides speed optimization feedback, and tracks performance over…
Configures StatsD metric collection with custom aggregation rules and flush intervals. Routes metrics to Graphite Carbon, InfluxDB Line Protocol, or Datadog DogStatsD endpoints with…
Instrument agent sessions so operators can replay runs, track model costs, inspect tool calls, and compare behavior across frameworks.
Instrument LLM and agent applications with MLflow tracing, evaluation, prompt tracking, and monitoring so operators can debug behavior before and after deployment.
Use Phoenix to trace LLM and agent calls, run evaluations, replay prompts, inspect datasets, and expose observability workflows through MCP.
Instrument Python or TypeScript agent applications with OpenTelemetry traces, metrics, and evaluation views for debugging production LLM workflows.
Run Claude Code, Codex CLI, Gemini CLI, Cursor CLI, OpenCode, and related coding agents through a local proxy so an operator can inspect prompts,…
Use OpenLIT to instrument coding agents and LLM applications with OpenTelemetry traces, metrics, costs, prompts, tool calls, and evaluation signals.
Add OpenTelemetry-based instrumentation to LLM and agent code so operators can inspect prompts, tool calls, latency, errors, and provider behavior in their existing observability…
Lets an agent record Python allocation traces and inspect the biggest allocators, retained objects, and leak paths before memory growth turns into a production…
Capture LLM and agent traces, run evaluations, inspect failures, and monitor RAG or multi-step agent behavior from prototype to production.
Use Future AGI to instrument agent runs, run evals and simulations, apply guardrails, and turn production traces into release-quality feedback.
Monitor quota, spend, resets, and alerts across multiple coding-agent providers from one local dashboard before a long run hits throttling or budget limits.
Aggregate local coding-agent usage logs into spend, token, and trend views before quotas or budgets surprise the team.
Umami is a modern, privacy-focused, open-source web analytics platform and a self-hostable alternative to Google Analytics, Mixpanel, and Amplitude. It collects website traffic data…
An ASE skill built around Upptime, the open source uptime monitor and status page system powered by GitHub Actions, Issues, and Pages. It is…
Uptime Kuma is an open source uptime monitor for HTTP, TCP, ping, DNS, Docker, and keyword checks. It gives agents a concrete way to…
Interfaces with the Uptime Kuma Socket.IO API to monitor service health checks. Syncs status page data to Statuspage.io via Atlassian REST API and triggers…
Manages bulk uptime monitoring via the Uptime Robot API v2. Creates HTTP, keyword, and port monitors with alert contacts, maintenance windows, and status page…
Integrates with the Uptime Robot API to monitor status page changes and push webhook alerts to Slack or PagerDuty. Uses the UptimeRobot getMonitors endpoint…
Build a Prompt Flow graph, run interactive and batch tests, inspect traces and evaluation metrics, and promote only reviewed LLM workflow versions.
Builds citation networks from Semantic Scholar API and CrossRef DOI metadata. Visualizes paper influence graphs using NetworkX, identifies seminal works, and tracks research lineage…
AgentQL is TinyFish's web automation and extraction toolkit that layers a natural-language query system on top of live sites. Its Python and JavaScript SDKs…
Builds Apify Actors for scalable cloud scraping with automatic proxy management and storage. Uses the Apify SDK (Actor, Dataset, KeyValueStore, RequestQueue) and Crawlee library…
Executes Apify cloud actors for structured web scraping with automatic dataset export to S3. Supports actor input schema validation and webhook-based run completion notifications.
Deploys custom Apify Actors via the Apify API v2 for large-scale web crawling using CrawleeJS. Leverages Apify dataset storage, RequestQueue, and proxy configuration for…
Deploys intelligent web scraping actors on the Apify platform using the Apify SDK with RequestQueue and Dataset APIs. Handles dynamic content via Apify CheerioCrawler…
Apify SDK is the official JavaScript SDK for building Actors, crawlers, and data extraction workflows on Apify. It gives agents a structured way to…
Orchestrates Apify actors for large-scale web scraping via the Apify Client SDK. Manages actor runs, dataset exports, and proxy configuration through the Apify API…
Lets agents operate Google NotebookLM/Gemini Notebook through a Python API, CLI, skill, MCP server, or REST server to create notebooks, add sources, ask cited…
Use NotebookLM through MCP or a local REST API to run cited Q&A, generate Studio artifacts, and manage high-volume research batches.
Extracts structured citation data from academic repositories using BeautifulSoup4 with lxml parser. Parses DOI metadata, author affiliations, and reference lists from PubMed, arXiv, and…
The official Brave Search MCP server integrates the Brave Search API with AI assistants, providing comprehensive web search, local business search, image search, video…
Bright Data Web MCP gives MCP-compatible agents live web search, scraping, and optional browser-automation access through Bright Data’s web-access platform. It is built for…
Index local coding-agent sessions into a searchable SQLite-backed view so you can inspect usage, compare failures, and recover prior context quickly.
Drives headless Chrome via the Browserless.io API for scraping dynamic SPAs. Uses /content, /screenshot, and /pdf endpoints with stealth mode. Manages session tokens and…
Browsertrix Crawler is a browser-based crawling system from Webrecorder for high-fidelity site capture, QA replay analysis, and configurable crawl behavior. It runs complex crawls…
Turn a live webpage into a clean offline artifact such as a PDF or readable archive for review, citation, or handoff.
Monitors internet-facing assets using Censys Search API v2 for host discovery and certificate enumeration. Tracks exposed services, TLS configurations, and new asset appearances with…
changedetection.io is an open-source, self-hosted tool for monitoring websites for content changes, price drops, restock alerts, and defacement detection. It supports visual selectors, browser…
Parses static HTML using Cheerio's jQuery-like API for fast server-side DOM traversal and data extraction. Generates extraction patterns with CSS selectors optimized for resilience…
Monitors e-commerce product prices using Cheerio.js for server-side DOM parsing with got-scraping for stealth HTTP requests. Tracks price history in SQLite and triggers alerts…
Colly is a fast open-source scraping and crawling framework for Go. It is built for everything from simple page extraction to asynchronous crawlers that…
Queries the Common Crawl Index API for large-scale web archive research and data extraction. Uses the CDX Server API, WARC record parsing with warcio,…
Queries the Common Crawl Index API and CC-MAIN collections to surface historical URL coverage, MIME types, and crawl snapshots at scale. Handy for research…
Run web crawling and scraping workflows with Crawl4AI, an open-source crawler built to produce LLM-ready markdown and structured extraction output. It supports async crawling,…
Crawl4AI is an open-source web crawler that converts any website into clean, LLM-ready Markdown for RAG pipelines, AI agents, and data extraction workflows. With…
Crawl4AI is an open source crawler and scraper built for LLM-ready web extraction, with structured markdown output, browser support, and Python package distribution. It…
Implements intelligent web crawling using the Crawlee framework with adaptive request routing between CheerioCrawler and PlaywrightCrawler. Manages request queues, handles anti-bot challenges, and exports…
Builds scalable web collection pipelines with Crawlee, Apify’s open-source crawling and browser automation library. Useful for request queue management, Playwright or Puppeteer crawling, structured…
Crawlee is Apify’s open source crawling and scraping framework for Node.js. It unifies HTTP scraping and browser automation, adds queues, storage, retries, proxies, and…
Crawlee is Apify's open source web crawling and scraping library for Node.js. It combines request queueing, browser automation, proxy support, and storage primitives so…
Use SandBase Multi-Source Search to fact-check claims across independent web and academic sources, record disagreements, score confidence, and validate a structured evidence ledger offline.
Extracts company profiles, funding rounds, and investor data using the Crunchbase Enterprise API v4 with autocomplete, search, and entity lookup endpoints. Builds competitive landscape…
Validates article extraction quality using the Diffbot Article API and Analyze API, checking fields like `title`, `author`, `tags`, and `text`. Useful for verifying whether…
Extracts structured entities from web pages using the Diffbot Extraction API and Knowledge Graph. Supports article, product, and discussion extraction with automatic entity linking…
Use waybackpack when an agent needs the full historical record for a URL, not a few clicks through the Wayback Machine UI. The agent…
Use STORM to research a topic, build a multi-perspective outline, and generate a cited long-form draft for human review.
Use Claude Code to run a structured vendor diligence workflow that questions vendor agents, cross-checks claims, and returns evidence-backed scorecards.
exa-js is the official JavaScript SDK for Exa, a web search API built for AI workflows. It gives agents a concrete way to search…
Open a rendered page, describe the fields you want, and return structured data without hand-maintaining brittle selectors.
Uses extruct to pull machine-readable metadata from raw HTML so an agent can classify, deduplicate, or enrich pages without brittle full-page parsing. It is…
Use Mydentify's public intent and product feeds to find software by the outcome a person wants, then return canonical evidence-backed matches.
Captures clean site content through Firecrawl endpoints like `/v1/scrape`, `/v1/map`, and `/v1/crawl`, with Markdown output for downstream agents. Great for turning messy websites into…
Use Firecrawl to search, scrape, crawl, and interact with the web through an API built for AI agents. It returns clean markdown, structured JSON,…
Firecrawl is an open source web data platform for search, scraping, crawling, and browser-like page interaction. It gives agents LLM-ready markdown, structured JSON, screenshots,…
Bring agent-mode paper chat, citation-grounded answers, note saving, tagging, importing, and library-wide research operations into Zotero.
Scrapes and analyzes Hacker News threads using the official HN Firebase API and BeautifulSoup. Extracts sentiment trends, expertise signals, and generates structured summaries with…
Instaloader is a Python CLI tool and library that downloads Instagram photos, videos, stories, reels, highlights, and IGTV content along with captions, comments, geotags,…
Extracts clean markdown content from any URL using the Jina Reader API (r.jina.ai). Handles JavaScript-rendered pages, PDF extraction, and multi-page crawling with depth control.…
Karakeep (formerly Hoarder) is a self-hosted bookmark-everything app with 24K+ GitHub stars that provides AI-powered automatic tagging, full-text search, link archiving, and a REST…
Katana by ProjectDiscovery is a fast, configurable web crawling and spidering framework written in Go. It supports standard and headless browser modes, JavaScript parsing,…
linkding is a minimal, fast, self-hosted bookmark manager with a full REST API, tag-based organization, automatic metadata extraction, web archiving, browser extensions, and SSO…
Linkwarden is an open source bookmark and web archiving platform for saving, organizing, and preserving research material. It captures screenshots, PDFs, and archived page…
Maigret collects a dossier on a person by username only, checking for accounts on over 3000 sites and gathering available information from web pages.…
Monolith is a CLI tool and Rust library that saves complete web pages as a single HTML file by embedding CSS, images, JavaScript, and…
Newspaper4k is an actively maintained fork of the popular Newspaper3k library for Python. It extracts articles, titles, images, authors, and metadata from news websites,…
Uses Courlan to clean, normalize, de-track, and language-filter raw URL inventories before a crawler, scraper, or analyst queue touches them. Best when an agent…
Official Firecrawl MCP Server exposes Firecrawl’s scraping, crawling, search, and deep research features to MCP clients. It is a strong choice for agents that…
Performs deep OSINT analysis on domains using Shodan API, SecurityTrails DNS history, and WHOIS RDAP lookups. Aggregates subdomain enumeration via Amass and certificate transparency…
Pagefind is a static search library written in Rust that indexes your built site and adds a search bundle requiring no server infrastructure. It…
Searches the USPTO PatentsView API and European Patent Office OPS (Open Patent Services) API for patent grants, applications, and family relationships. Generates technology landscape…
Photon is a blazing-fast Python web crawler purpose-built for OSINT operations. It extracts URLs, emails, social media accounts, files, secret keys, JavaScript endpoints, and…
Intercepts and analyzes network traffic using Playwright route handlers for API response capture and modification. Uses the Playwright page.route() API, HAR recording, and request/response…
Uses Microsoft Playwright's Node.js API to navigate dynamic web applications, intercept network requests, and extract structured data from React/Vue/Angular SPAs with automatic wait strategies.
Records and generates end-to-end test scripts using Playwright Codegen with multi-browser targeting. Produces TypeScript test files compatible with Playwright Test runner, handles visual regression…
Collects and analyzes product reviews from Amazon Product API and Google Shopping via SerpAPI. Uses spaCy NER and aspect-based sentiment analysis to extract feature-level…
Queries the NCBI E-utilities API (esearch, efetch, elink) to retrieve PubMed biomedical literature, extracting MeSH terms, citation networks, and full-text links from PubMed Central…
Headless Chrome scraping using Puppeteer with stealth plugin, request interception via page.setRequestInterception(), and automatic CAPTCHA detection. Supports CDP sessions for advanced protocol access.
Uses puppeteer-extra with stealth plugin to bypass bot detection for web scraping. Integrates with Cheerio for HTML parsing, rotating residential proxies via Bright Data…
Headless Chrome scraping via Puppeteer with automatic cookie handling, JavaScript rendering, and Cheerio-based DOM extraction. Handles infinite scroll and lazy-loaded content.
Builds headless Chrome scraping pipelines using PuppeteerSharp for .NET environments. Handles JavaScript-rendered SPAs, Cloudflare challenge bypass via stealth plugins, and exports structured data through…
Recon-ng is a full-featured modular reconnaissance framework written in Python, designed to conduct web-based open source intelligence (OSINT) gathering quickly and thoroughly. Its Metasploit-like…
Replay WARC-backed web archives locally so an agent can inspect historical pages, validate captures, and review preserved site behavior before migration or investigation work.
Guide an agent through property search, buyer/renter preference capture, and evidence-backed shortlist notes from structured listing data.
Use Aut Sci Write to let an agent search scholarly sources, download papers, extract PDF evidence, sync Zotero citations, and produce review or presentation…
Guide literature review, experiment tracking, evidence records, result reporting, and paper-writing work through a structured research-agent workflow.
Use GPT Researcher to plan, gather, source, and assemble cited web or local research reports through a repeatable agent workflow.
Bind a research profile to a FAROS blueprint and execute an AutoResearch chain from idea generation through experiment scaffolding, paper drafting, and reviewer simulation.
Use Open Deep Research when an agent should run a configurable research job that searches, compresses, synthesizes, and writes a cited report across multiple…
Use Academic Research Skills to guide Claude Code through research planning, literature review, drafting, review, revision, citation checks, and publication preparation.
Use Local Deep Research to run private agentic research passes across web, academic, and local document sources with citations and an encrypted knowledge base.
Collect public discussion, coordinate specialist agents, and generate an evidence-backed public opinion report from one conversational analysis request.
Give an agent curated scientific workflows, databases, and domain-specific guidance when general prompting is not reliable enough for research-heavy work.
Use tldw_server when an agent workflow needs to ingest video, audio, documents, and web pages into a local research layer with RAG, evals, OpenAI-compatible…
Use Social Media Research Skills when an agent needs to find outlier posts, mine comments, compare competitors, inspect ad libraries, and turn public social…
ScrapeGraphAI is a Python web scraping library that uses LLMs and directed graph logic to create intelligent scraping pipelines. Describe what data you want…
Interfaces with the ScrapingBee REST API for JavaScript rendering and Google SERP extraction. Uses custom_google parameter for search result parsing and screenshot endpoint for…
Scrapling is an adaptive Python web scraping framework that automatically handles website structure changes. Its parser learns from page updates and relocates elements, its…
Orchestrates large-scale web crawling using Scrapy with scrapy-redis for distributed job queuing. Integrates Splash for JavaScript rendering, stores results in MongoDB via scrapy-mongodb pipeline,…
Builds production Scrapy spiders with custom Item Pipelines for data cleaning and storage. Uses scrapy.linkextractors.LinkExtractor for crawl scoping and ItemLoader with MapCompose processors for…
Manages Scrapy spider deployments via Scrapyd API with custom item pipelines for MongoDB ingestion, deduplication via MinHash LSH, and rotating proxy middleware configuration.
Scrapy is a high-level Python framework for web crawling and structured data extraction. It is a strong fit for agent workflows that need repeatable…
Generates Scrapy spider classes with CSS/XPath selectors, item pipelines, and middleware configurations for structured web scraping. Includes Scrapy-Splash integration for JavaScript-rendered content.
Generates production-ready Scrapy spiders with middleware configuration and item pipeline setup. Uses the Scrapy Framework API, Selector (XPath/CSS), and Twisted reactor for concurrent crawling.
Manages Scrapy spider deployments and job scheduling on ScrapyCloud via the Scrapinghub API. Handles spider argument injection, job prioritization, and item export to S3…
Connect an MCP-capable assistant to arXiv search, paper download, local paper storage, and research prompts for grounded literature review workflows.
Use Zotero MCP to let research agents search papers, retrieve metadata, inspect annotations, and analyze citation context from a Zotero library.
Browse archived sessions from multiple coding agents, search across them locally, and copy exact resume commands when you need to re-enter prior work.
Index local notes, docs, and meeting transcripts, then return ranked files or structured JSON so an agent can pull only the context it needs.
Use notebooklm-mcp-cli when an agent needs to search NotebookLM notebooks, add sources, run notebook queries, and retrieve generated study artifacts without leaving an MCP…
Uses ripgrep-all to run one full-text search across mixed document and archive formats so an agent can find evidence without separately extracting every file…
SearXNG is an open-source metasearch engine that aggregates results from multiple search providers without tracking users. It fits research and scraping workflows that need…
Downloads and parses SEC EDGAR filings (10-K, 10-Q, 8-K) using the EDGAR full-text search API and python-xbrl. Extracts financial statements, risk factors, and executive…
Retrieves and parses SEC EDGAR filings (10-K, 10-Q, 8-K) using the EDGAR Full-Text Search API and company filing API. Extracts XBRL financial data via…
Extracts high-signal SERP features from SerpAPI responses, including `answer_box`, `knowledge_graph`, `related_questions`, and `organic_results`. Useful for research agents that need structured search intelligence rather than…
Builds structured research datasets by querying SerpAPI Google Search, Google Scholar, and Google News endpoints. Extracts entities via spaCy NER and stores results in…
Automates academic research using the SerpAPI Google Scholar endpoint. Extracts citation graphs, h-index data, and co-author networks for literature reviews. Supports BibTeX export and…
Aggregates search results from Google, Bing, and DuckDuckGo via the SerpAPI REST endpoint. Parses organic results, knowledge panels, and People Also Ask data into…
Connects to SerpAPI endpoints for Google, Bing, YouTube, and Google Scholar search result extraction. Uses the Locations API for geo-targeted queries and Searches Archive…
Automates multi-engine searches via SerpAPI (Google, Bing, DuckDuckGo) with structured JSON extraction. Supports pagination, location targeting, and result deduplication using MinHash LSH.
Queries Google, Bing, and DuckDuckGo search APIs through SerpAPI to collect SERP features, Knowledge Graph data, and organic results. Supports People Also Ask extraction…
Use PullMD as a self-hosted Markdown conversion service for agents, exposing web pages, documents, media transcripts, Reddit threads, and uploaded files through REST, MCP,…
Ingest documents, expose hybrid retrieval and agentic RAG APIs, and give agents a production retrieval service with citations and reviewable document operations.
Sherlock hunts down social media accounts by username across more than 400 social networks. It is the go-to OSINT CLI tool for verifying online…
Performs network reconnaissance using the Shodan REST API and Shodan InternetDB. Discovers exposed services, CVE mappings, and generates asset inventories with risk scores for…
shot-scraper is a Python CLI tool by Simon Willison for taking automated screenshots of websites and executing JavaScript against pages. Built on Playwright, it…
Use TinyTroupe when an agent should run simulated persona panels, synthetic interviews, or offline audience reactions before spending on campaigns, launches, or user research.
Collects a human-verified person, creator, brand, or organization's self-authored public Xiaohongshu, Douyin, and Weibo posts through OpenCLI into a local Markdown dataset with stable…
SpiderFoot is an open-source OSINT automation tool that queries over 200 data sources to gather intelligence about IP addresses, domain names, email addresses, and…
An official MCP server from Tavily that provides AI agents with real-time web search, page extraction, site mapping, and web crawling capabilities. Connects to…
theHarvester is an open-source OSINT tool for gathering emails, subdomains, hosts, employee names, open ports, and banners from public sources. Used during reconnaissance in…
Trafilatura is a Python package and CLI tool for gathering text from the web. It handles crawling, downloading, and extracting main text content, metadata,…
Use AutoResearchClaw when an agent should turn a raw research topic into literature review, experiment planning, draft writing, and verification artifacts instead of improvising…
Run a source-grounded agent workflow that reads one paper deeply and saves a durable Obsidian-style research note.
Start with cheap static fetches, escalate to a browser only when needed, validate findings, and turn the result into a production-ready scraping approach.
Use the Apify MCP server to let MCP-compatible agents run Apify Actors for structured extraction from search, maps, ecommerce, social platforms, and arbitrary websites.
Run Xquik's public Apify Actors for X tweet collection, timelines, search, followers, lists, communities, and audience-overlap research.
Use Xquik from coding agents to search X posts, inspect profiles, run bulk extractions, monitor accounts or keywords, verify HMAC webhooks, and call the…
ActivityWatch is a privacy-first, open-source automated time tracker that records application usage, browser activity, and AFK status across Windows, macOS, and Linux. With 16k+…
aerc is a terminal-based email client written in Go with first-class support for IMAP, SMTP, JMAP, Maildir, and Notmuch. It features Vim-like keybindings, email…
AFFiNE is an open source workspace that combines docs, whiteboards, and lightweight databases in one product. This skill is useful when an agent needs…
AppFlowy brings documents, projects, wikis, and AI-assisted collaboration into a self-hosted or desktop-friendly workspace. This skill helps agents work from the real AppFlowy project,…
Route, label, and clean routine email traffic with scripted IMAP rules instead of doing the same inbox chores by hand.
The Atlassian Rovo MCP Server bridges your Atlassian Cloud workspace with any MCP-compatible client. Search and summarize Jira issues, create tickets from natural language,…
Operate Lark and Feishu work objects from one agent-ready CLI instead of stitching together separate APIs and browser flows.
Integrate Cal.com's open-source scheduling platform into AI agent workflows. Agents can programmatically create event types, check availability, book meetings, and manage scheduling infrastructure through…
calcurse is a text-based calendar and scheduling application for the command line. It helps keep track of events, appointments, and everyday tasks with a…
This skill lets an agent fetch current conditions and short forecasts with a lightweight weather workflow instead of sending a user to a weather…
Give Claude Code local command access to Reminders, Calendar, Contacts, Notes, Mail, and tmux for workflow-aware personal ops on macOS.
Create or improve welcome, nurture, onboarding, re-engagement, and other lifecycle sequences with a clear purpose for each email.
Discord Bot Manager is built around Discord bot and moderation platform. The underlying ecosystem is represented by discordjs/discord.js (26,650+ GitHub stars). It gives an…
Docmost is an open-source collaborative wiki and documentation platform that serves as a self-hosted alternative to Confluence and Notion. It features real-time collaboration, nested…
Documenso is an open-source digital document signing platform and DocuSign alternative. It enables secure electronic signatures with self-hosting capabilities, providing transparent and trustworthy document…
Use MailParser when an agent receives raw RFC822 or MIME email and needs a normalized result with headers, text, HTML, addresses, and attachments. This…
gcalcli is a Python CLI that provides full access to Google Calendar from the command line. View agendas, search events, quick-add appointments, import ICS…
Triage inbox backlog with the Gmail API’s `users.threads`, `users.messages`, and `users.labels` methods so agents can classify and prioritize whole conversations instead of isolated emails.…
Fetches Gmail threads via the Gmail API (users.threads.get), extracts full message content, and produces a structured summary with action items, decisions, and follow-ups. Uses…
Detects scheduling conflicts across multiple Google Calendars using the Google Calendar API v3 and the freebusy query endpoint. Posts calendar IDs and a time…
Detects and resolves scheduling conflicts across multiple Google Calendar accounts using the Google Calendar API v3 freebusy query. Suggests optimal rescheduling slots based on…
Coordinates meeting suggestions with the Google Calendar `freeBusy` endpoint, Events resource, and conferenceData fields for cleaner scheduling handoffs. Great for agents that need to…
Optimizes meeting scheduling using the Google Calendar API v3 and FreeBusy queries. Applies time-zone-aware slot finding, focus time protection, and travel buffer calculations via…
Bidirectional calendar synchronization using Google Calendar API v3 with OAuth 2.0. Detects scheduling conflicts across multiple calendars, suggests optimal meeting times using FreeBusy API…
Synchronizes events across multiple Google Calendar accounts using the Calendar API v3 and OAuth 2.0. Handles recurring events, timezone conversions, and conflict resolution.
Google Workspace CLI, branded as gws, is a command-line tool that gives humans and AI agents structured access to Drive, Gmail, Calendar, Sheets, Docs,…
The Google Workspace MCP Server provides comprehensive natural language control over Gmail, Google Calendar, Drive, Docs, Sheets, Slides, Forms, Tasks, Contacts, and Chat through…
Himalaya is a CLI email client written in Rust that supports IMAP, Maildir, and Notmuch backends for reading mail, and SMTP and Sendmail for…
Classifies and organizes emails from IMAP servers using imaplib and scikit-learn text classification. Supports custom label rules with SpaCy NER for entity extraction.
Connects to IMAP email servers to classify, prioritize, and auto-label incoming messages using rule-based and ML-driven filtering. Supports Gmail, Outlook, and Fastmail.
Inbox Zero is an open-source AI email assistant with over 10,000 GitHub stars that auto-triages your inbox, pre-drafts replies in your tone, bulk unsubscribes…
Use Juice when an agent already has finished HTML and needs it transformed into email-safe output before sending, archiving, or handing off to another…
jrnl is a command-line journal application that lets you capture thoughts and notes without leaving the terminal. It stores entries as human-readable plain text…
khal is a standards-based CLI and terminal calendar program written in Python. It reads and writes iCalendar data to vdir format, synchronizes with CalDAV…
Leantime is an open-source project management system designed for non-project managers, with kanban boards, gantt charts, goal tracking, timesheets, and lean canvas tools. Built…
Linear Sprint Planner is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (20,335+ GitHub stars). It gives an agent a…
High-performance, self-hosted newsletter and mailing list manager packed into a single binary. Manages millions of subscribers with templated campaigns, analytics, and a REST API…
Use mbox-to-sqlite when an agent needs to work across an email archive as structured data instead of parsing one message at a time. The…
Connects agents to Mailchimp’s official Marketing API through the official Node.js client library. Useful for audience sync, tagging, campaign orchestration, automation triggers, webhooks, and…
MailDev is a local SMTP server with a web UI and REST API for capturing application email during development. It lets agents and test…
MailDev is a local SMTP server with a browser UI for viewing test emails during development. It catches outgoing mail, exposes a REST API,…
An ASE skill built around the official Mailgun JavaScript SDK for sending email and managing Mailgun API workflows from Node.js. It fits agent tasks…
An ASE skill built around the official Mailgun JavaScript SDK for sending email and managing Mailgun API workflows from Node.js. It fits agent tasks…
Uses MailHog to capture outbound email in development and test environments through a local SMTP server, browser UI, and JSON API. It is a…
This skill uses Mailpit as a safe SMTP sink for development, QA, and automated test runs. It helps teams capture, inspect, search, and validate…
Mailspring is a beautiful, fast, and fully open source email client for Mac, Windows, and Linux. Built on Electron and React with a C++…
An ASE skill built on the official Mailtrap Node.js SDK for sending transactional email and working with Mailtrap sandbox or production flows. It is…
Mautic is the world's largest open-source marketing automation platform. It provides email campaign management, lead scoring, contact segmentation, landing pages, and multi-channel marketing automation…
Enable AI agents to interact with Memos, an open-source self-hosted note-taking tool with REST and gRPC APIs. Agents can create, search, tag, and retrieve…
Resolves scheduling collisions with Microsoft Graph Calendar endpoints like `/me/events`, `/calendarView`, and `findMeetingTimes`. Useful for agents that need to compare attendees, constraints, and availability…
Generates daily email digests from Microsoft 365 mailboxes using the Microsoft Graph API /me/messages endpoint. Groups emails by sender, thread, and priority using the…
Automates email triage using Microsoft Graph API v1.0 with delegated permissions. Classifies emails by urgency using NLP, applies Outlook rules, and surfaces action items…
Triages Outlook inboxes via Microsoft Graph API with delta query for incremental sync. Applies classification rules, auto-folders messages, and drafts priority-ranked response summaries.
Triages Outlook emails using the Microsoft Graph API /me/messages endpoint with $filter OData queries and inferenceClassification. Applies category labels, moves messages to focused/other folders,…
Synchronizes calendar events bidirectionally using the Microsoft Graph API /me/calendar/events endpoint. Handles delta queries with deltaToken for incremental sync, manages recurrence patterns, and resolves…
Automatically triages Microsoft Outlook emails using the Microsoft Graph API /me/messages endpoint. Applies intelligent categorization with customizable rules and moves messages to appropriate folders.
Use Miniflux to run a minimalist self-hosted feed reader with a clean web UI, webhooks, and API integrations. This skill helps agents subscribe to…
nb is a command-line and local web note-taking, bookmarking, archiving, and knowledge base application. It stores everything as plain text with Git-backed versioning and…
NeoMutt is an actively maintained fork of the classic Mutt email client that brings modern features to terminal-based email management. It supports IMAP, POP3,…
Nodemailer is the most widely used Node.js library for sending emails, with 17k+ GitHub stars and 7 million weekly npm downloads. It supports SMTP,…
Uses the Notion SDK and Notion AI's /v1/pages and /v1/blocks/children endpoints to retrieve page content and invoke AI-powered summarization. Extracted action items are appended…
Notion AI Workspace is built around Notion workspace and database platform. The underlying ecosystem is represented by makenotion/notion-sdk-js (5,562+ GitHub stars). It gives an…
Syncs records between Notion databases and external sources using the Notion API (POST /v1/databases/{id}/query), applying field mapping, deduplication by title or unique property, and…
Synchronizes data between Notion databases and external sources using the Notion API v2022-06-28 with cursor-based pagination. Handles property type mapping for select, multi-select, relation,…
Notion MCP Server is built around Notion workspace and database platform. The underlying ecosystem is represented by makenotion/notion-sdk-js (5,562+ GitHub stars). It gives an…
Automates Notion database workflows using the Notion API databases.query and pages.create endpoints. Builds filtered views with compound filter objects, manages status property transitions, and…
Bidirectionally syncs tasks between Notion databases and external project management tools using the Notion API v2022-06-28. Handles property mapping, status updates, and relation fields.
Orchestrates Notion workspace workflows using Notion API v2 with database queries, page creation, and relation property management. Automates sprint boards, meeting notes, and knowledge…
Automates Notion workspace management through the Notion API v1 with database query filters, page creation, and block manipulation. Supports template instantiation via Notion SDK…
Bidirectionally syncs project data between Notion databases and external tools using the Notion API v2022-06-28. Connects Jira (REST API), Linear (GraphQL), and GitHub Issues…
Bidirectionally syncs Notion databases with external tools via the Notion API and webhooks. Maps page properties to Jira issues, GitHub PRs, and Linear tickets…
Nylas provides REST APIs and SDKs for Python and Node.js that offer unified access to email, calendar, and contacts across all major providers including…
OpenProject is a mature open source project management platform for work packages, roadmaps, timelines, and collaborative planning. This skill helps agents use the real…
Let agents ingest sources, update Obsidian notes, reconcile contradictions, search vault context, and maintain a living knowledge base through documented commands.
Handle DingTalk workspace actions from one CLI surface instead of building a fresh integration for each message, approval, or document task.
Outline is a fast, collaborative knowledge base for teams built with React and Node.js. It provides real-time editing, Markdown support, and a rich API…
Authenticates to Microsoft Graph API using MSAL with Mail.ReadWrite and Calendars.ReadWrite permissions. Reads, classifies, and responds to emails via GET /me/messages and POST /me/sendMail.…
Automated email triage using Microsoft Graph API and @azure/msal-node for OAuth. Classifies messages with zero-shot classification, applies Outlook rules, and manages focused inbox priorities.
Triages Outlook inboxes using Microsoft Graph API v1.0 with delta query support for incremental mail sync. Applies ML-based priority scoring via Azure Cognitive Services…
Creates and manages Outlook email rules programmatically using the Microsoft Graph API /me/mailFolders/inbox/messageRules endpoint. Supports complex condition chains with action sequences for automated email…
Plane is an open-source project management platform that serves as a self-hostable alternative to Jira, Linear, and ClickUp. It provides issue tracking, sprint cycles,…
Planka is an elegant, self-hosted Kanban-style project management tool and open-source Trello alternative. With 11,000+ GitHub stars and 35+ language translations, it provides real-time…
Plunk is an open-source email platform built on AWS SES for sending transactional emails, creating event-driven automations, and broadcasting newsletters. It serves as a…
Pop is a terminal-based email sending tool by Charmbracelet with both a TUI composer and CLI mode. It supports Resend API and SMTP backends,…
postmark.js is the official Node.js library for the Postmark API, used to send transactional email, templates, and message streams from code. It is a…
Pull relevant Notion context, tailor an agenda to attendees and decisions, and assemble a structured pre-read for an upcoming meeting.
Use Rowboat to build local work memory from email, calendar, notes, and web context, then generate meeting briefs, follow-ups, docs, and decks.
Radicale is a lightweight, self-hosted CalDAV and CardDAV server written in Python. It shares calendars, to-do lists, journal entries, and contacts over standard protocols…
Rallly is an open-source scheduling and collaboration tool that makes organizing group meetings effortless. Create meeting polls to find the best date and time…
Search channels, inspect threads, move files, and send or edit Slack messages through an agent-oriented CLI with structured output.
Connect an MCP-capable assistant to Google Drive search, file reads, and Google Sheets cell updates with mcp-gdrive.
Resend is a modern email API designed for developers, providing a clean SDK for sending transactional and marketing emails from Node.js applications. It supports…
Use Apple-native inboxes and event surfaces as a gated control plane for local AI work, with sender allowlists, approval prompts, and workspace boundaries.
Give an agent a mailbox it can send from, read from, search, sync locally, and mine for login codes or attachments without hand-driving a…
Use Khoj to connect private knowledge and web sources, create a custom agent, and schedule recurring research or notification workflows.
Lets an MCP-compatible agent search Help Scout inboxes, customers, organizations, and full thread history so support replies start with the right account and ticket…
Lets an MCP-compatible agent read, search, send, thread, template, and organize Apple Mail on macOS so email work can stay inside a bounded agent…
Shiori is a simple, portable bookmark manager written in Go inspired by Pocket. It provides both a command-line interface and a clean web UI…
Generates channel summaries using Slack Bolt SDK with conversations.history and conversations.replies endpoints. Leverages OpenAI GPT-4 API for abstractive summarization and delivers digests via Slack…
Reads unread Slack messages from specified channels using the conversations.history API, extracts action items and questions, routes tasks to the right person based on…
Agent access to Slack conversations and workspace workflows.
Automates daily standup collection and reporting in Slack using the Slack Web API chat.postMessage and conversations.history methods. Supports threaded responses and scheduled summaries via…
Collects daily standup updates from Slack channels using the Web API and generates team summaries with blockers highlighted. Posts formatted digests via Incoming Webhooks.
Syncs away-state updates through Slack users.profile APIs, status fields, and directory lookups so agents can keep status text aligned with calendar-based time off. Useful…
Creates Slack Workflow Builder automations using the Slack Web API and Block Kit. Builds approval flows, standup collectors, and incident response channels with interactive…
Builds interactive Slack workflows using the Bolt SDK for JavaScript and Block Kit Builder API. Handles modal forms, scheduled messages, and webhook integrations.
Creates interactive Slack workflows using Block Kit UI components and the Bolt.js framework. Implements slash commands, modal views via views.open(), and message shortcuts with…
Creates and manages Slack workflows using @slack/bolt and @slack/web-api. Builds interactive modals with Block Kit, handles slash commands, and orchestrates multi-step approval flows via…
Replace QuickBooks with an AI agent you control: import bank and credit card activity, categorize and reconcile transactions, close the month, and export the…
solidtime is a modern open-source time tracking application built for freelancers and agencies, featuring project and client management, billable rates, task assignment, multi-organization support,…
Stalwart is an open-source mail and collaboration server written in Rust that provides JMAP, IMAP4, POP3, SMTP, CalDAV, CardDAV, and WebDAV support. It enables…
Uses mail-parser-reply to isolate the newest human reply from text email threads while removing quoted history, signatures, and common disclaimers. This is useful when…
Super Productivity is an advanced open-source todo list application with integrated timeboxing, time tracking, and Pomodoro timer capabilities. It supports importing tasks from Jira,…
Run a one-shot calendar sync or migration between Google, Outlook, CalDAV, ICS, and related systems without standing up a long-lived sync service.
Taskwarrior is a command-line task list management utility with rich features including priorities, tags, projects, due dates, recurrence, dependencies, annotations, and a sync protocol.…
Timewarrior is a command-line time tracking tool from the Taskwarrior project. It records time intervals with tags, generates flexible reports, and integrates with Taskwarrior…
Implements Getting Things Done methodology on Todoist using the Todoist Sync API v9. Automates inbox processing, context labeling, weekly reviews, and project-to-next-action extraction with…
Implements Getting Things Done methodology on Todoist using the Sync API v9. Automates weekly reviews, context tagging, and project decomposition into next actions.
Parses natural language task descriptions into structured Todoist API v2 task objects with due dates, priority levels, and project assignments. Uses the Todoist Sync…
Automates Todoist project management using the Todoist REST API v2 and Sync API. Creates task templates, manages recurring workflows, and syncs with external project…
Orchestrates complex task workflows using the Todoist Sync API v9 with incremental sync via sync_token. Uses commands array for atomic batch operations on items,…
Use node-ical when an agent is handed a raw .ics file or subscription URL and needs normalized event objects, recurrence-aware dates, and timezone-safe fields…
Read a Lark Minutes transcript, extract explicit and implied follow-ups, then let the agent execute selected tasks instead of leaving them as notes.
Twenty is a modern open-source CRM built to replace Salesforce, with customizable objects, workflow automation, email and calendar integration, and a GraphQL API. It…
vdirsyncer is a command-line tool for synchronizing calendars and addressbooks between servers and the local filesystem via CalDAV and CardDAV protocols. It bridges remote…
Vikunja is an open-source, self-hosted task management application written in Go with a Vue.js frontend. It provides lists, kanban boards, Gantt charts, and CalDAV…
Wiki.js is a powerful open-source wiki app built on Node.js with support for Markdown, visual editing, Git-backed storage, and a GraphQL API. It provides…
Instruments Anthropic API calls to log token usage, latency, and cost per request using the Anthropic TypeScript SDK. Wraps the anthropic.messages.create method to capture…
Indexes and searches API documentation from OpenAPI 3.0 specs using swagger-parser and lunr.js. Builds searchable indexes of endpoints, parameters, and response schemas for quick…
Query Chinese A-share, ETF, index, financial statement, valuation, capital-flow, and technical-indicator data through the AShareHub Python SDK and hosted API. Use this skill when…
Generates event-driven architecture documentation from AsyncAPI 3.0 specifications. Uses the AsyncAPI parser-js library to extract channels, message schemas, and server bindings for Kafka and…
Parses AsyncAPI 2.x/3.x specifications to generate event-driven architecture catalogs using the AsyncAPI Generator. Produces channel documentation, message schema validators, and EventBridge rule templates.
Resolves AWS SDK v3 client commands and service endpoint signatures using @aws-sdk/client-* packages. Maps IAM permission requirements to specific API calls with request/response type…
Bubble Tea is a powerful Go framework for building terminal user interfaces based on The Elm Architecture. Developed by Charmbracelet, it supports inline, full-window,…
Lints Protocol Buffer definitions using the Buf CLI ruleset and validates gRPC service contracts. Detects breaking changes between proto revisions using buf breaking with…
Use the official Model Context Protocol PHP SDK to expose PHP application capabilities as MCP tools, resources, and prompts for agent workflows.
Use Graphiti when an agent needs long-term memory that tracks what changed, when it changed, and which source episode produced each fact, instead of…
Resolve multi-file OpenAPI definitions into one validated artifact before docs, code generation, or CI gates depend on the spec.
Context7 by Upstash injects up-to-date, version-specific library documentation and code examples directly into AI prompts. Eliminates hallucinated APIs and outdated code generation by pulling…
DevDocs aggregates 500+ API documentation sets into a single searchable interface with instant fuzzy search, offline support, and keyboard navigation. Maintained by freeCodeCamp with…
Analyzes Docker image layers using the Docker Registry HTTP API v2 and dive CLI tool. Calculates layer sizes, identifies wasted space, and suggests multi-stage…
Builds searchable cross-reference indexes from Doxygen XML output using doxyparse and doxygen-awesome-css themes. Maps function call graphs, inheritance hierarchies, and include dependency chains across…
Effect is a comprehensive TypeScript standard library that provides structured concurrency, typed errors, dependency injection, schema validation, and observability — replacing dozens of individual…
FilePond is a JavaScript file upload library that handles files, directories, URLs, and Data URIs with drag-and-drop, paste, and API support. It includes built-in…
Use Swag when an agent needs to turn Go handler annotations into reviewable Swagger 2.0 documentation before API docs, clients, or release checks depend…
Use DeepWiki-Open to analyze a GitHub, GitLab, or Bitbucket repository and generate a navigable AI-written wiki with code structure explanations and diagrams for onboarding…
Provides a typed pagination wrapper for the GitHub REST API using Octokit.js and the @octokit/plugin-paginate-rest plugin. Handles Link header parsing, rate limit detection via…
Gotenberg is a Docker-based API for converting HTML, URLs, Markdown, and office documents into PDF, then performing post-processing tasks such as merge, split, watermark,…
Introspects GraphQL endpoints using the __schema query and generates structured API documentation. Uses graphql-js type system to resolve interfaces, unions, and custom scalar descriptions.
Analyzes GraphQL schemas using graphql-js introspection and @graphql-tools/utils. Maps type relationships, detects N+1 query patterns, and generates DataLoader batching recommendations.
Generates interactive API documentation from GraphQL schemas using graphql-js introspection queries and SpectaQL. Produces type relationship diagrams, query examples, and deprecation notices from SDL…
Generates interactive API documentation from GraphQL schemas using graphql-js introspection queries and SpectaQL. Annotates fields with usage analytics from Apollo Studio API.
Detects breaking changes in GraphQL schemas using graphql-inspector and the GraphQL introspection query. Compares schema versions, identifies removed fields, changed types, and deprecated directive…
GraphQL Schema Explorer is built around GraphQL API ecosystem. The underlying ecosystem is represented by graphql/graphql-js (20,335+ GitHub stars). It gives an agent a…
Introspects GraphQL APIs via the standard __schema query and analyzes type systems using graphql-js utilities (buildClientSchema, printSchema). Detects N+1 patterns, circular types, deprecated field…
Performs GraphQL schema introspection using the graphql-js reference implementation and Apollo Client devtools protocol. Generates type documentation, query complexity analysis, and schema diff reports…
Manages GraphQL schema evolution using graphql-inspector for breaking change detection and Apollo Rover CLI for schema composition. Validates schemas against custom ESLint rules via…
Manages federated GraphQL schemas using Apollo Studio API and Hive Schema Registry. Validates schema composition, detects breaking changes, and enforces naming conventions across subgraph…
Manages GraphQL schema versions using Apollo Schema Registry API and graphql-inspector. Performs schema diffing, breaking change detection, and composition validation for federated GraphQL architectures.
Merges multiple GraphQL schemas into a unified federated gateway using Apollo Federation v2 and graphql-tools stitchSchemas. Validates composed schemas with rover graph check.
Manages Apollo Federation v2 supergraph composition from subgraph schemas, validating composition rules and generating rover CLI deployment manifests. Handles @key, @shareable, and @override directives.
Use GitMCP to connect an MCP-capable coding agent to current GitHub repository docs and code before generating or changing implementation details.
Give coding agents a PostgreSQL-specific reference layer with semantic doc search and curated schema, indexing, and constraint guidance before they generate database code.
Grounded Docs MCP Server gives AI coding assistants a version-aware documentation index built from official sources like websites, GitHub, npm, PyPI, and local files.…
gRPC Service Tool is built around gRPC remote procedure call framework. The underlying ecosystem is represented by grpc/grpc-node (4,816+ GitHub stars). It gives an…
Hasura turns Postgres and other supported data sources into a production-ready GraphQL API with realtime subscriptions, event triggers, and role-based permissions. This skill is…
Guide SwiftUI implementation and refactoring with current Apple patterns, then analyze Instruments traces to diagnose hangs, hitches, and expensive view updates.
Use claude-code-system-prompts when you need the current extracted Claude Code system prompts, built-in tool prompts, or subagent prompts before building a compatible plugin, workflow,…
JSDoc is the standard API documentation generator for JavaScript. It parses specially-formatted comments in JavaScript source code to produce HTML documentation pages. With 15,000+…
Extracts and indexes JSDoc type annotations from JavaScript codebases using the jsdoc-api parser. Generates TypeScript declaration files (.d.ts) and searchable type catalogs from @typedef…
Lightning CSS is a Rust-based CSS parser, transformer, bundler, and minifier from the Parcel team. This skill is for agents that need to optimize…
Linkup's JS SDK wraps the Linkup API for sourced web search and clean content fetching. It gives agents a maintained client for standard and…
Fetches and indexes Mozilla Developer Network Web API documentation using the MDN Yari content API. Provides structured API signatures, browser compatibility data from BCD,…
Queries the MDN Web Docs content API (Yari) and the MDN search index to retrieve browser compatibility data, Web API references, and CSS property…
Microsoft Learn MCP Server gives agents and IDE assistants direct access to official Microsoft documentation and code samples through a hosted MCP endpoint. It…
Use jCodeMunch MCP when an agent needs precise symbol lookups, outlines, call-graph context, and targeted source retrieval instead of brute-reading whole files across a…
Deep analysis of npm packages using npm-registry-fetch and pacote. Evaluates bundle size via bundlephobia API, checks security advisories from npm audit, and maps dependency…
Extracts and documents public API surfaces from NPM packages using TypeScript Compiler API (ts.createProgram) and API Extractor from @microsoft/api-extractor. Generates .api.md report files and…
Audits npm dependencies using npm audit, license-checker-rspack, and the npm registry API (registry.npmjs.org). Reports CVE vulnerabilities with CVSS scores, license compatibility matrices, and identifies…
Analyzes npm package security advisories using npm audit, the npm Registry API, and the GitHub Advisory Database GraphQL API. Produces prioritized vulnerability reports with…
Provides deep dependency analysis using npm audit, socket.dev API for supply chain risk scoring, and bundlephobia API for bundle size impact assessment. Generates license…
Analyzes NPM package changelogs and release notes using the NPM Registry API and GitHub Releases API. Detects breaking changes, security patches, and dependency conflicts…
Analyzes npm package dependency trees using npm-registry-fetch, pacote, and arborist APIs. Detects circular dependencies, license conflicts, and bundle size impacts via bundlephobia API.
Deep-audits npm package dependency trees using the npm Registry API and Socket.dev security intelligence. Identifies supply chain risks, typosquatting, and license incompatibilities across transitive…
Explores the npm registry using the Registry API and npms.io scoring API. Analyzes package quality, dependency trees, and bundle sizes via bundlephobia API.
Automates vulnerability triage for Node.js projects using the npm Audit API and OSV.dev API. Generates step-by-step remediation runbooks with patching commands and dependency tree…
Scans npm dependencies for known vulnerabilities using the npm audit JSON API and the OSV.dev REST API (api.osv.dev/v1/query). Cross-references findings with the GitHub Advisory…
Queries the npm registry API and npms.io scoring endpoint to evaluate package quality, maintenance scores, and download trends. Uses npm-audit for security vulnerability detection…
Queries the npm registry API and npms.io search API for package discovery, dependency analysis, and quality scoring. Resolves semver ranges, detects deprecated packages, and…
Octokit is GitHub’s JavaScript SDK family for REST API requests, GraphQL queries, authentication, webhooks, and GitHub App workflows. It gives agents and automation systems…
A source-backed guide to the OpenAI Agents SDK for JavaScript and TypeScript. It covers agent orchestration, tools, handoffs, tracing, and the practical install path.
Generates typed client SDKs from OpenAPI 3.x specifications using openapi-generator-cli. Produces TypeScript, Python, and Go clients with proper authentication interceptors and retry logic.
Compares OpenAPI 3.x specification files using the oasdiff library to detect breaking changes, deprecated endpoints, and schema modifications. Outputs structured changelogs in Markdown or…
Validates REST APIs against their OpenAPI 3.x specifications using swagger-parser and Spectral linter rules. Checks response schemas, parameter types, authentication requirements, and generates compliance…
Validates OpenAPI 3.x specifications using Spectral rulesets and generates interactive API documentation with Redoc and Swagger UI. Detects breaking changes using oasdiff for versioned…
Parses and navigates OpenAPI 3.1 specifications using swagger-parser and @apidevtools/json-schema-ref-parser. Resolves $ref chains, extracts endpoint signatures, and generates typed client stubs.
Converts OpenAPI 3.x specification files into browsable API reference documentation using swagger-parser and redoc-cli. Generates static HTML, markdown, and Postman collection exports from YAML/JSON…
Indexes and cross-references OpenAPI 3.x specifications using swagger-parser and Redocly CLI. Builds searchable endpoint catalogs with schema resolution, authentication flow mapping, and SDK generation…
Validates OpenAPI 3.0/3.1 specifications using Spectral linting rules and generates interactive API documentation with Redoc and Swagger UI. Supports custom ruleset definitions and CI…
Validates OpenAPI 3.0/3.1 specifications using the @readme/openapi-parser and Spectral linter with custom rulesets. Detects missing descriptions, inconsistent naming conventions, and security scheme gaps in…
Validates OpenAPI 3.x specifications using the swagger-parser library and generates Prism mock servers. Detects schema inconsistencies, missing examples, and generates SDK client stubs via…
Validates and lints OpenAPI 3.x specifications using swagger-parser, spectral, and openapi-typescript. Generates type-safe client SDKs and detects breaking API changes via oasdiff.
OpenMetadata provides a central metadata layer for data discovery, lineage, quality, ownership, and governance. This skill helps agents answer questions about tables, dashboards, pipelines,…
Queries distributed traces from Jaeger and Tempo via their gRPC and HTTP APIs. Identifies latency bottlenecks using OpenTelemetry Collector processors and correlates with Loki…
Implements W3C TraceContext and Baggage propagation using the OpenTelemetry JS SDK and @opentelemetry/api. Injects and extracts trace context headers (traceparent, tracestate) across HTTP, gRPC,…
PGlite is a WASM build of Postgres packaged as a TypeScript library that runs a full Postgres database in the browser, Node.js, Bun, and…
Integrates with the Plaid Transactions API using the plaid Python SDK to pull 90 days of transaction history across linked bank accounts. Transactions are…
Postman Collection Runner is built around Postman API testing platform. The underlying ecosystem is represented by postmanlabs/postman-app-support (active GitHub adoption). It gives an agent…
Capture coding-agent sessions, compress the useful decisions and context, and inject relevant memory into future runs so long-running repository work does not restart cold.
Automates Prisma ORM schema evolution and migration planning using prisma migrate and prisma db commands. Validates schema changes against existing data with dry-run introspection…
Compiles Protocol Buffer definitions into language-specific gRPC client and server stubs using buf CLI and protoc plugins. Validates proto files against Buf lint rules…
Generates API documentation from Protocol Buffer definitions using protoc-gen-doc and buf build toolchain. Produces Markdown, HTML, and DocJSON output with cross-linked message and service…
Manages Protocol Buffer schema evolution using buf CLI with breaking change detection and Confluent Schema Registry integration. Enforces buf lint rules and generates gRPC…
Compiles Protocol Buffer .proto files using protoc and generates API documentation with protoc-gen-doc. Validates proto style with buf lint and produces gRPC service client…
Queries the PyPI JSON API and the libraries.io API to analyze Python package metadata, dependency trees, and version histories. Uses pip-audit for vulnerability scanning…
Resolves and visualizes Python package dependency graphs using pip, pipdeptree, and the PyPI JSON API. Detects version conflicts, circular dependencies, and vulnerable transitive dependencies.
Extracts and indexes Python module documentation using ast.parse and docstring_parser library. Supports Google, NumPy, and Sphinx docstring formats with type hint cross-referencing via typing_inspect.
Validates and auto-generates Python docstrings using the ast module and pydocstyle conventions. Supports NumPy, Google, and Sphinx docstring formats with type stub integration.
Generates searchable Python library references using ast module for source parsing and Sphinx autodoc integration. Extracts docstrings, type hints, and usage examples from installed…
Maps the public API surface of Python packages using ast module parsing and importlib introspection. Generates comprehensive reference docs with type annotations from mypy…
Builds dependency graphs for Python packages using the PyPI JSON API and pipdeptree library. Visualizes transitive dependency chains and identifies version conflict risks.
Retrieves and indexes Python package documentation from PyPI metadata API and Read the Docs API. Uses ast module parsing and pydoc introspection to extract…
Resolves Python package dependencies using the PyPI JSON API and pip resolver algorithm. Generates locked requirements files and checks compatibility across Python version markers…
Indexes Python package documentation using the PyPI JSON API and Read the Docs API. Builds searchable reference catalogs with function signatures, type hints, and…
Redoc is an open-source tool by Redocly for generating beautiful, three-panel API reference documentation from OpenAPI specifications. With 25,000+ GitHub stars and nearly 1…
Validate an OpenAPI document, resolve external references, and emit a clean compiled spec before codegen or contract review.
Tracks breaking changes across REST API versions by diffing OpenAPI specs with oasdiff and monitoring endpoint deprecation headers. Stores version history in SQLite via…
Generates interactive API documentation from code annotations using swagger-jsdoc for Express.js routes and the Redoc (@redocly/cli) renderer. Supports OpenAPI 3.1 output with JSON Schema…
Generates interactive API reference documentation from OpenAPI 3.x specs using Swagger Parser and Redoc. Validates schemas, produces code samples in multiple languages via OpenAPI…
Validates live API responses against JSON Schema definitions using Ajv (Another JSON Schema Validator). Supports OpenAPI 3.x schema extraction and detects undocumented fields or…
Generates comprehensive API test suites from OpenAPI specs using Postman Collection SDK and Newman CLI. Creates parameterized test scenarios with environment-specific variables, auth flows,…
Comprehensive REST API testing reference using Postman Collection SDK v2.1 and Newman CLI. Includes assertion libraries for JSON Schema validation with Ajv, response time…
Lets an agent execute OpenAPI or API Blueprint contract checks against a running service so spec drift is caught before release.
Fetches crate metadata from the crates.io API and docs.rs API for Rust package discovery. Analyzes feature flags, dependency auditing via RustSec Advisory DB, and…
Scans Rust crate documentation using rustdoc JSON output and cargo-doc metadata. Indexes public API surfaces including traits, impls, and derive macros with cross-crate dependency…
Extracts and indexes Rust crate documentation using cargo-doc, docs.rs API, and syn for AST parsing. Generates searchable API references with cross-crate linking and example…
Indexes Rust crate documentation from docs.rs using rustdoc JSON output and cargo-doc. Extracts trait implementations, generic bounds, and lifetime annotations for searchable API reference.
Searches the crates.io REST API for Rust crate metadata, version diffs, and feature flag documentation. Integrates with docs.rs API for inline rustdoc retrieval and…
Scalar is an open-source API platform for publishing modern OpenAPI references and testing endpoints with a built-in API client. It fits agent workflows that…
Use Mem0 when an agent should retain durable preferences, facts, and prior decisions as selective memory records instead of stuffing more transcript history back…
Navigates and queries the Stripe REST API documentation using stripe-node SDK methods. Resolves payment intent lifecycle, webhook event schemas, and Connect platform payout structures…
Swagger / OpenAPI Validator is built around Swagger/OpenAPI tooling. The underlying ecosystem is represented by swagger-api/swagger-ui (28,702+ GitHub stars). It gives an agent a…
Generates typed API client libraries from OpenAPI 3.x specifications using swagger-codegen and openapi-generator-cli. Produces clients for TypeScript-axios, Python-requests, and Go-http with custom mustache templates.
Extends Swagger Codegen and OpenAPI Generator with custom Mustache templates for client SDK generation. Supports Java (OkHttp/Retrofit), TypeScript (Axios/Fetch), and Python (httpx) output targets.
Validates and lints OpenAPI 3.1 specifications using Spectral ruleset engine and swagger-parser. Detects breaking changes between API versions using oasdiff comparison tool.
Deploys interactive Swagger UI documentation sites from OpenAPI specs with custom branding, authentication presets, and CDN-hosted static builds. Integrates with Redoc for alternative rendering.
Explores HashiCorp Terraform provider schemas using terraform providers schema -json output. Maps resource attributes, computed fields, and cross-resource dependency references for HCL generation.
Twirp is a protobuf-based RPC framework from Twitch that generates Go servers and clients with a simple HTTP transport. It suits agent workflows that…
Resolves TypeScript symbols and generates API documentation using the TypeDoc compiler API and ts-morph for AST manipulation. Creates interlinked reference pages with declaration merging…
TypeDoc is the standard documentation generator for TypeScript projects. It reads TypeScript source code and JSDoc comments to produce structured HTML documentation or JSON…
Use the public 404.directory MCP server to search current official OpenAI, Microsoft Learn, AWS, and Cloudflare documentation, verify public web deployments, understand webpages, and…
Run schema checks from the shell or CI so malformed JSON, JSON5, or YAML inputs fail before they reach downstream tooling.
Converts JSON samples, TypeScript interfaces, and OpenAPI specs into Zod validation schemas. Uses ts-morph for AST parsing and zod-to-json-schema for bidirectional conversion.
Interactive browser skill for logged-in flows, dynamic pages, and session-aware site operations.
Load maintained action manuals for fragile websites so agents can execute known flows more reliably than generic browser prompting.
Use Agent QA's CLI and MCP server to author, validate, run, debug, and triage natural-language web and mobile regression tests with persistent test memory…
BackstopJS gives agents a repeatable way to capture reference screenshots, compare UI states, and flag visual regressions before changes ship. This skill centers on…
Compare browser-agent reliability on a repeatable task and anti-bot suite before choosing a stack or claiming progress.
Run a repeatable evaluation suite for browser agents against static web task snapshots instead of judging them from demos or one-off tests.
Expose browser-use web automation through an MCP server so Cursor or another MCP client can operate websites with browser state returned to the agent.
Records and replays browser sessions using rrweb recording library with DOM mutation serialization. Integrates with LogRocket API and FullStory Data Export API for session…
Browser Use is an open source browser automation framework for AI agents that turns websites into controllable interfaces for multi-step tasks. It combines a…
Automates browser tasks with Browser Use, the open-source library that connects LLM reasoning to Playwright-driven web actions. Useful for navigating sites, filling forms, extracting…
browser-use is an open-source Python framework for letting AI agents interact with websites through a real browser. It supports local execution, optional cloud browsers,…
Use browser-use to turn natural-language web tasks into repeatable browser automation backed by Playwright and agent loops. This skill helps an agent open sites,…
Browserable is an open-source, self-hostable browser automation library built for AI agents. This skill turns Browserable into a repeatable workflow for navigation, form filling,…
Browserbase MCP Server gives agents cloud browser control through Browserbase and Stagehand, with both hosted HTTP and self-hosted stdio options. It suits teams that…
Use Browserbase when an agent needs hosted browser sessions, remote automation, session recording, and scalable browser infrastructure without managing Chromium fleets directly. This skill…
Browserless turns Chrome, Firefox, and WebKit into a remote browser service you can self-host or consume as a managed platform. It gives automation stacks…
Camoufox is an open source anti-detect browser built on Firefox that provides robust fingerprint injection and anti-bot evasion for Python automation workflows. It integrates…
Use Pageres when an agent needs repeatable screenshots of the same page across multiple viewport sizes for design review, release checks, or documentation snapshots.…
Uses Chrome DevTools Protocol Fetch.requestPaused and Network.responseReceived events to intercept, log, and modify HTTP traffic during browser automation. Exports HAR files compatible with Charles…
Chrome DevTools MCP connects an MCP-compatible agent to a live Chrome browser for debugging, automation, and performance work. It exposes Chrome DevTools capabilities through…
Chrome MCP Server uses a Chrome extension and local bridge to expose your everyday browser to MCP-compatible agents. It is designed for workflows where…
This skill turns chromedp into a repeatable browser automation workflow for Go teams. It covers navigation, DOM queries, screenshots, PDF capture, network-aware waits, and…
Use Browser MCP to let an MCP-capable agent drive a user's browser session for inspection, navigation, form work, and browser-state-aware automation.
Let an agent drive a real logged-in Chrome profile through MCP for authenticated browsing, parallel tab work, and token-efficient page interaction without re-authenticating each…
Give MCP clients hosted browser tools for scraping, crawling, structured extraction, search, and computer-use browser automation.
Drive real mobile apps from a session-aware CLI so agents can inspect UI state, act deterministically, and collect logs, network traces, and performance evidence…
Connect Terminator MCP to an agent so it can inspect and automate real Windows desktop and browser workflows with pixels, DOM, and accessibility context.
Auto-generates Cypress component tests from React and Vue source files using AST parsing. Produces mount, interaction, and accessibility test cases.
Scaffolds Cypress component tests for React, Vue, and Angular apps using the Cypress CT mount API. Configures webpack/vite dev servers and generates snapshot-based visual…
Implements component and E2E tests using Cypress with cy.mount, cy.intercept, and cy.get selectors. Configures cypress.config.ts with component devServer, custom commands, and Mochawesome reporter integration.
Creates component and integration tests using the Cypress Testing Library API and cy.intercept for network stubbing. Supports visual testing via the Cypress Image Snapshot…
Creates end-to-end tests with Cypress cy.intercept() for API mocking and cy.wait() for request assertion. Uses Cypress Testing Library queries with findByRole() and findByText() for…
Generates Cypress end-to-end test suites from user flow recordings. Uses the Cypress Real Events plugin and cy.intercept() for network stubbing with automatic fixture generation.
Cypress is an open-source browser testing framework for end-to-end, component, and accessibility testing in modern web apps. It gives agents and developers a reliable…
Generates cy.intercept() stubs from recorded HAR files for deterministic E2E tests. Uses cy.session() for authentication caching and cy.origin() for cross-origin testing workflows.
Runs visual regression tests comparing screenshots captured via Cypress cy.screenshot() against baseline images using pixelmatch diffing. Integrates with Percy SDK for cross-browser visual snapshots.
Automates pixel-level visual regression testing using Cypress with cypress-image-snapshot plugin. Compares screenshots against baselines using pixelmatch algorithm with configurable diff thresholds.
Use Firefox DevTools MCP when an agent needs to inspect pages, trace network and console activity, capture screenshots, and automate reproduction steps in Firefox…
docker-selenium packages Selenium Grid into ready-to-run container images for Chrome, Firefox, Edge, and distributed browser execution. It is useful when an agent needs reproducible…
Use PinchTab when an agent needs repeatable browser automation with stable element references, persistent profiles, and low-token page inspection. It fits tasks where a…
Use Playwright CLI when a coding agent needs to open pages, inspect snapshots, click, type, capture screenshots, and manage browser sessions through concise shell…
Use Midscene.js when an agent needs screenshot-grounded UI actions and assertions across web, mobile, or desktop surfaces where DOM selectors are fragile, unavailable, or…
Add a JavaScript GUI agent to a web app so users or agents can complete UI tasks through natural-language commands without a headless browser.
Use bb-browser when an agent needs to inspect pages, pull data, or complete form-driven tasks inside the user's actual logged-in Chrome session. It is…
Use Playwriter to give MCP-compatible agents a bounded, stateful Playwright control surface over an operator-approved Chrome session.
Lightpanda is a headless browser built from scratch in Zig, purpose-designed for AI agents and web automation. It delivers 11x faster page rendering and…
Microsoft Playwright MCP exposes Playwright browser automation through the Model Context Protocol, giving agents structured page access instead of screenshot-only workflows. It is a…
A source-backed ASE skill for Nightwatch.js, the Node.js automation framework for end-to-end, component, API, accessibility, and mobile testing through the W3C WebDriver stack. It…
Nodriver is the official successor to Undetected-Chromedriver, providing async browser automation that communicates directly with Chrome DevTools Protocol without Selenium or WebDriver dependencies. Built…
Pa11y is a real open-source accessibility testing tool that lets agents audit pages for WCAG issues from the command line or in CI. This…
Runs automated WCAG 2.1 AA/AAA accessibility audits using Playwright with axe-core integration. Generates detailed violation reports with CSS selectors, ARIA role analysis, and remediation…
Runs end-to-end browser tests using Playwright Test with page.goto, page.locator, and expect assertions. Supports Chromium, Firefox, and WebKit with parallel execution and trace recording…
Uses Microsoft Playwright to automate Chromium, Firefox, and WebKit with one API for testing, scraping, screenshots, tracing, and login flows. It fits teams that…
Playwright Extra adds a plugin layer on top of Microsoft Playwright so agents can reuse stealth, CAPTCHA handling, and custom browser hooks instead of…
Official Playwright-powered browser control for agent workflows.
The official Microsoft Playwright MCP server provides browser automation capabilities through the Model Context Protocol, enabling LLMs to interact with web pages via structured…
Generates Playwright test scripts for Chromium, Firefox, and WebKit from natural language descriptions. Uses the Playwright codegen recorder API and assertion library for reliable…
Generates end-to-end test suites using the Playwright Test Runner API with cross-browser coverage on Chromium, Firefox, and WebKit. Implements visual regression testing via the…
Manages concurrent Playwright browser contexts with tab isolation and cookie partitioning. Uses Playwright BrowserContext API for parallel tab orchestration with SharedArrayBuffer synchronization.
Records and replays HTTP Archive (HAR) files using Playwright routeFromHAR API for deterministic test environments. Supports selective recording, response modification, and API mock generation.
Manages concurrent Playwright browser contexts with tab pooling and automatic resource cleanup. Integrates with Playwright BrowserContext API and chromium.launch() for parallel test execution across…
Automates headless PDF generation from web pages using the Playwright chromium.launch() API with custom page.pdf() options. Supports A4/Letter sizing, header/footer templates, and configurable margins…
Playwright for Python is Microsoft's cross-browser automation library for Chromium, Firefox, and WebKit. It gives agents and test systems one API for navigation, screenshots,…
Records browser sessions using Playwright codegen and exports replayable test scripts. Captures network HAR files alongside DOM snapshots for full session fidelity.
Automated visual regression testing using Playwright's screenshot comparison API (page.screenshot with maxDiffPixelRatio) and toMatchSnapshot assertions. Supports cross-browser testing on Chromium, Firefox, and WebKit.
Automates visual regression testing using the Playwright screenshot comparison API and pixelmatch diffing library. Captures baseline snapshots, detects pixel-level UI changes across viewport sizes,…
An ASE skill built around playwright-extra, the plugin framework that augments Playwright with reusable plugins such as stealth and other browser behavior extensions. It…
A practical guide to Puppeteer for browser automation, scraping, and testing. It tracks the official install flow, the Chrome/Firefox control API, and the docs…
Uses Puppeteer to control Chrome and Firefox through the DevTools Protocol or WebDriver BiDi for screenshots, PDF generation, scraping, and browser workflow automation. Best…
Automatically detects and handles cookie consent banners across websites using Puppeteer CDP protocol and a trained classifier. Supports OneTrust, Cookiebot, and TrustArc consent management…
Detects and dismisses cookie consent banners across websites using Puppeteer page.evaluate selectors and the CMP (Consent Management Platform) protocol. Supports IAB TCF v2.0 consent…
Manages concurrent Puppeteer browser tabs with shared cookie jars and session persistence using Chrome DevTools Protocol. Handles tab lifecycle, navigation queues, and automatic retry…
Generates pixel-perfect PDFs from web pages using Puppeteer with custom headers, footers, and page breaks. Supports authenticated pages via cookie injection.
Visual regression testing using Puppeteer page.screenshot() with pixelmatch comparison. Leverages CDP sessions via page.createCDPSession() for precise viewport emulation and network throttling.
Anti-detection web scraping using puppeteer-extra-plugin-stealth with residential proxy rotation. Implements Canvas fingerprint spoofing and WebGL vendor masking via puppeteer-extra.
Automates visual regression testing using Puppeteer page.screenshot() with pixelmatch diffing. Captures full-page screenshots at multiple viewport sizes and generates HTML diff reports with highlighted…
Runs pixel-level visual regression tests using Puppeteer page.screenshot() and pixelmatch diffing library. Compares baseline screenshots against current renders with configurable threshold tolerance.
Builds web scraping pipelines with Puppeteer using page.evaluate, page.waitForSelector, and browser.newPage. Handles infinite scroll, cookie consent banners, and anti-bot detection with stealth plugin.
Use OpenAdapt to demonstrate a repeated browser or GUI workflow once, compile it into a deterministic replay bundle, and certify or halt runs with…
Rod is a high-level Go library built directly on the Chrome DevTools Protocol for web automation and scraping. It provides thread-safe, chained-context operations with…
Use Microsoft's Magentic-UI to run supervised browser and local file tasks with an agentic UI, model endpoint, and approval-aware configuration.
Use Automa when an operator needs repeatable browser workflows for form filling, scraping, screenshots, or scheduled web tasks through a browser-extension block builder.
Use Camofox Browser to route agent browser work through an anti-detection browser server with stable element refs, snapshots, cookies, proxies, and session isolation.
Expose Playwright browser and API automation commands to MCP-capable agents for supervised test workflows.
Build and run browser agents that combine deterministic Playwright-style actions with natural-language AI steps, hosted sessions, vault-backed credentials, and structured outputs.
Launch computer-use agents in Linux, macOS, Windows, or Android sandboxes and drive full desktop tasks through screenshots, mouse, keyboard, and shell controls.
Use Agent Browser Protocol when an agent needs browser actions to resolve into stable step results, complete with screenshots and surfaced events, instead of…
Use Obscura as a lightweight headless browser runtime for agent scraping, page inspection, parallel extraction, and CDP-driven Playwright or Puppeteer workflows.
Use Nanobrowser when an operator needs a local Chrome or Edge browser agent to run multi-step web tasks with their own LLM keys and…
Use UI-TARS Desktop when an operator needs a local or remote GUI agent to drive desktop, browser, and computer-use tasks with multimodal model support.
Use CloakBrowser as a supervised Playwright/Puppeteer-compatible browser runtime for high-friction browser automation and anti-bot test environments.
Give an MCP-capable agent a local Playwright browser with human takeover, reusable auth profiles, approvals, audit trails, and repeatable browser workflow evidence.
Orchestrates Selenium Grid 4 node scaling based on test queue depth using the Grid GraphQL API. Manages Docker container lifecycle for Chrome, Firefox, and…
Distributes browser test suites across Selenium Grid 4 nodes using RemoteWebDriver and the W3C WebDriver protocol. Supports parallel execution on BrowserStack and Sauce Labs…
Distributes browser automation workloads across Selenium Grid 4 nodes using the Grid REST API and session queue management. Implements weighted round-robin with health-check monitoring…
Orchestrates parallel cross-browser testing across Selenium Grid nodes using WebDriver RemoteConnection API. Supports Chrome, Firefox, and Edge with configurable DesiredCapabilities for each browser matrix.
Manages Selenium Grid 4 hub and node registration for cross-browser parallel testing. Configures Chrome, Firefox, and Edge nodes with resource allocation policies.
Orchestrates distributed browser testing across Selenium Grid 4 nodes using the Grid REST API. Manages session allocation, node health monitoring, and parallel TestNG suite…
Orchestrates parallel browser automation across Selenium Grid nodes using RemoteWebDriver, DesiredCapabilities, and WebDriverWait. Manages session distribution, retry policies, and HTML test reports via ExtentReports.
Orchestrates distributed browser tests across Selenium Grid 4 nodes with dynamic scaling. Uses selenium-webdriver RemoteWebDriver with W3C WebDriver protocol and Zalenium-style video recording.
Manages browser session allocation across Selenium Grid 4 nodes using the GraphQL status endpoint and SE_NODE_MAX_SESSIONS configuration. Implements weighted round-robin distribution with health-check-based failover…
Manages distributed browser sessions on Selenium Grid 4 via the GraphQL API and /status endpoint. Handles node scaling, session queuing, and capability matching for…
Routes browser automation sessions across Selenium Grid 4 nodes using the /status and /session endpoints. Configures RemoteWebDriver with DesiredCapabilities for cross-browser parallel execution.
Orchestrates distributed browser testing across Selenium Grid 4 nodes using the Grid API. Manages session queuing, node health, and parallel test execution via the…
Selenium is the long-running open source browser automation framework behind the W3C WebDriver standard. It gives agents and developers a stable way to drive…
SeleniumBase is a Python framework for browser automation, end-to-end testing, and stealthy web interaction. It layers pytest-friendly test structure, browser control, reporting, and anti-bot-aware…
Skyvern automates browser-based workflows using LLMs and computer vision. It provides a Playwright-compatible SDK that interacts with websites visually rather than via DOM selectors,…
Build browser automations with Stagehand, Browserbase's AI browser automation framework. It combines natural-language actions with code-level control so agents can navigate sites, extract data,…
Stagehand is an open-source browser automation framework that combines natural language instructions with code for reliable web automation. Built on top of Playwright, it…
Stagehand is Browserbase's open source browser automation framework that blends natural-language actions with code-level control. It helps agents and developers build more reliable web…
Stagehand is Browserbase's open source SDK for browser agents, combining code-first control with natural language actions. It is aimed at reliable production browser automation,…
Stagehand is Browserbase’s AI browser automation framework for mixing natural-language actions with deterministic code. It is built for production workflows where you want Playwright-level…
Stagehand is Browserbase's browser automation SDK for combining natural-language actions with deterministic browser code. This skill covers how to use the real Stagehand project…
Steel Browser is an open-source browser API that provides a batteries-included browser sandbox for AI agents and applications. It handles session management, proxy rotation,…
Taiko is a Node.js browser automation framework from the Gauge and Thoughtworks ecosystem. Its smart selectors and REPL-driven recorder make it useful for readable…
Tarsier is a Python library by Reworkd that provides vision utilities for AI web interaction agents. It visually tags interactable elements on web pages…
Run an agent-native browser QA loop that reads recent code changes, generates a test plan, and returns concrete failures for the coding agent to…
TestCafe is a Node.js-based end-to-end browser testing framework by DevExpress that requires no WebDriver installation. It supports all major browsers, automatic waiting, live mode…
Parse screenshots into structured UI elements so computer-use agents can reason about controls before acting.
Vercel Agent Browser is a browser automation CLI built specifically for AI agents. It gives agents a fast, scriptable way to open pages, inspect…
Use Anthropic's webapp-testing skill to spin up one or more local servers, wait for them to become reachable, and run native Playwright checks against…
WebdriverIO is a next-generation browser and mobile automation test framework for Node.js. It supports WebDriver, WebDriver BiDi, and Appium protocols with built-in test runner,…
Give Claude Code a video perception layer that extracts frames, transcribes audio, and lets Claude answer questions about local videos or YouTube URLs.
Download a supported video URL with yt-dlp and upload the preserved file plus metadata to archive.org as a repeatable preservation job.
Extract structured intelligence from audio using the AssemblyAI API with sentiment analysis, entity detection, topic modeling, and auto-chapter generation. Uses the assemblyai Python SDK…
Summarizes audio content using AssemblyAI's LeMUR (Large Language Model for Audio Understanding) API. Chains the /v2/transcript endpoint with /lemur/v3/generate/summary for contextual audio intelligence.
Transcribes audio and generates auto-chapters with summaries using AssemblyAI's /v2/transcript endpoint with auto_chapters=true. Extracts key topics, sentiment analysis, and content safety labels via AssemblyAI…
Identifies audio content using Chromaprint/AcoustID fingerprinting, Shazam API recognition, and ACRCloud monitoring. Matches music, speech, and ambient audio against fingerprint databases.
Separates audio tracks into individual stems (vocals, drums, bass, other) using Meta's Demucs neural network model via the demucs Python package. Supports batch processing…
Integrate Audiobookshelf's self-hosted audiobook and podcast server into AI agent workflows. Agents can manage libraries, track listening progress, search metadata, and automate podcast episode…
audioFlux is a deep learning tool library for audio and music analysis and feature extraction, supporting dozens of time-frequency transforms and hundreds of feature…
audiowaveform is a BBC open-source C++ CLI tool that generates waveform data from MP3, WAV, FLAC, Ogg Vorbis, and Opus audio files. It outputs…
Auto-Editor is a command-line application that automatically edits video and audio by analyzing loudness, motion, and other signals to cut dead space. It exports…
Manage and tag music libraries with beets, the Python-based CLI tool that auto-tags audio files using MusicBrainz metadata. Import, organize, deduplicate, and query your…
Transcribes one explicitly authorized Brazilian Portuguese or Spanish audio or video file through the metered BRAINIALL API, then creates speaker-labelled JSON, SRT, and WebVTT…
Use Vocode to compose transcription, LLM, speech synthesis, and telephony components into reviewable real-time voice-agent workflows.
Use Pipecat to define realtime voice and multimodal agent pipelines with transports, model providers, tools, and turn-taking tests.
Stream meeting transcripts into searchable conversation memory so agents can read live or post-meeting context before drafting follow-ups or taking action.
Use Screenpipe when an agent needs private, local-first memory of what you saw or heard on your computer, including searchable screen text, app context,…
Render clean terminal screenshots with stable framing before publishing documentation, release notes, or runbooks.
Fetch manual or auto-generated YouTube subtitles, including translations, without Selenium or API keys before summarization, extraction, or quote-checking.
An ASE skill built around the official Cartesia JavaScript SDK for text-to-speech and voice API workflows. It is a strong fit for agents that…
An agent skill built on Chatterbox by Resemble AI, a state-of-the-art open-source text-to-speech model with zero-shot voice cloning and multilingual synthesis. Generates natural-sounding speech…
An agent skill built on Coqui TTS, the open-source deep learning toolkit for text-to-speech synthesis. Provides CLI and Python API access to multiple TTS…
Debugs and profiles Apple Audio Unit v3 (AUv3) plugins using auval validation tool, the AUAudioUnit Swift API, and Instruments AudioUnit trace template for latency…
Provides Codex plugin skills for reviewed talking-head video editing: cut mistakes from source video and subtitles, finish a captioned deliverable, report bugs with confirmation,…
Real-time speech-to-text using Deepgram Nova-2 API with streaming WebSocket connections. Supports diarization, punctuation, and language detection via the Deepgram Python SDK for podcast and…
Transcribes audio using the Deepgram Nova-2 API with diarization, punctuation, and smart formatting. Supports streaming via WebSocket and batch via REST with pre-recorded endpoint…
Submits podcast MP3 URLs to Deepgram Nova-2 with paragraph and summarize features, then clusters returned timestamps into logical chapters using a sliding-window topic boundary…
Streams live audio to Deepgram's WebSocket API at wss://api.deepgram.com/v1/listen for real-time speech-to-text. Handles interim results, utterance detection, and speaker diarization via the Deepgram Node…
Demucs is Meta's open-source music source separation project for splitting songs into stems such as vocals, drums, bass, and accompaniment. It fits agent workflows…
Build and run voice-first conversational agents by configuring telephony, ASR, LLM, and TTS providers behind a deployable orchestration service.
Detect scene changes in a video, emit cut boundaries, and hand back machine-usable scene lists before manual review, splitting, or clip assembly.
Extracts and validates Audio Definition Model (ADM) metadata from Broadcast Wave Format (BWF) files using the libadm C++ library and EBU Tech 3364 spec…
Enhances audio and video quality using the Dolby.io Media Processing API. Applies noise reduction, loudness correction to EBU R128 standards, and dynamic range compression…
Clone and synthesize custom voices using the ElevenLabs API v2 with instant voice cloning. Manages voice library operations, text-to-speech generation with SSML markup, and…
Splits blog posts or scripts into optimal chunks under ElevenLabs character limits, synthesizes each chunk using the v2 Multilingual model, and stitches MP3 segments…
An agent skill built on eSpeak NG, the open-source formant-based speech synthesizer supporting over 100 languages and accents. Provides fast, lightweight text-to-speech synthesis via…
faster-whisper is a reimplementation of OpenAI's Whisper model using CTranslate2 that delivers up to 4x faster transcription with lower memory usage. It supports CPU…
faster-whisper is SYSTRAN’s high-performance reimplementation of OpenAI Whisper on top of CTranslate2. It is built for transcription pipelines that need lower latency, lower memory…
Normalizes audio loudness to broadcast standards using FFmpeg loudnorm filter with EBU R128 two-pass analysis. Measures integrated LUFS, true peak, and loudness range via…
Transcodes and processes audio files using the FFmpeg CLI and libavcodec library. Supports batch format conversion, loudness normalization via EBU R128, and metadata extraction…
Orchestrates parallel FFmpeg transcoding jobs with hardware-accelerated encoding via NVENC, VAAPI, or VideoToolbox. Supports HLS adaptive bitrate packaging using ffmpeg -f hls with multiple…
Batch transcode media files using FFmpeg CLI with preset profiles for web, mobile, and broadcast delivery. Supports hardware-accelerated encoding via NVENC/VAAPI and automated quality…
Extracts video clips and segments using FFmpeg libavformat and libavcodec APIs. Supports keyframe-accurate cutting with -ss/-to flags, stream copy mode, and re-encoding via libx264/libx265…
ffsubsync automatically aligns subtitle files to spoken audio by analyzing timing from a reference video or audio file. It is a strong fit for…
Use aeneas when an agent already has audio and text, but still needs timing. The workflow aligns spoken narration against fragments of plain text…
Safely synchronize free-playable NetEase Private FM tracks into an append-only playlist using a native Rust CLI/TUI. Use when an operator needs QR login, read-only…
Use Auto Subs when an operator or media agent needs local-first subtitle generation, editing, and handoff into DaVinci Resolve, Premiere Pro, After Effects, or…
Build a repeatable text-to-audio workflow around Azure OpenAI Realtime streaming, PCM collection, WAV conversion, and frontend playback for podcast-style output.
Builds GStreamer pipelines for real-time video transcoding with NVENC/VA-API hardware acceleration. Supports adaptive bitrate HLS/DASH output via GStreamer's hlssink2 and dashsink elements.
Analyzes and optimizes GStreamer media pipelines by parsing DOT graph dumps from GST_DEBUG_DUMP_DOT_DIR, profiling element throughput via gst-stats, and suggesting queue sizing and thread…
HandBrake is a widely-used open-source video transcoder that converts video files between formats for playback on phones, tablets, TVs, game consoles, and web browsers.…
Howler.js is a JavaScript audio library for the modern web that defaults to the Web Audio API with an HTML5 Audio fallback. With nearly…
Immich is a high-performance self-hosted photo and video management solution with 90K+ GitHub stars. It provides automatic backup, facial recognition, CLIP-based search, metadata extraction,…
Use Chubbyskills when an agent needs installable skills for collecting Chinese social, video, podcast, and article content into Markdown and Obsidian-style knowledge bases.
Insanely Fast Whisper is a CLI tool that transcribes audio at extreme speeds using OpenAI Whisper models with Hugging Face Transformers, Flash Attention 2,…
Kokoro-FastAPI is a Dockerized FastAPI wrapper around the Kokoro-82M text-to-speech model with OpenAI-compatible speech endpoints. It supports local TTS serving, multi-language synthesis, web UI…
librosa is a Python library for audio and music analysis. It provides tools for feature extraction, spectral analysis, beat tracking, onset detection, and audio…
Build audio and video streaming pipelines with Liquidsoap, a statically typed scripting language purpose-built for media automation. Create internet radio stations, live stream processors,…
Monitors live audio streams from RTMP, HLS, or Icecast sources using FFmpeg stream capture and real-time chunked transcription via Deepgram's streaming API or Whisper.cpp.…
Extracts highlight clips from live streams using Twitch Helix API, YouTube Live Streaming API, and FFmpeg segment detection. Identifies peak moments via chat velocity…
Perform ultra-fast lossless trimming, cutting, and merging of video and audio files with LosslessCut. Built on FFmpeg, it handles direct data copy operations without…
Extracts comprehensive media metadata using the MediaInfo library and pymediainfo Python bindings. Analyzes video/audio codec parameters, container formats, and HDR metadata for media asset…
MLT is an open-source LGPL multimedia framework designed for video editing. It provides a toolkit and the melt command-line tool for non-linear video editing,…
Moonshine Voice is a fast on-device speech recognition library for interactive voice applications. This skill helps agents install the Python package, load supported language…
MoviePy is a Python library for video editing — cuts, concatenations, title insertions, compositing, and custom effects. It reads and writes all common audio…
An ASE skill built around the official Mux Node SDK for working with Mux Video and Mux Data from JavaScript or TypeScript. It fits…
Integrate Navidrome's self-hosted music server into AI agent workflows. Agents can manage music libraries, create playlists, control playback, and search collections through the Subsonic-compatible…
Uses ffmpeg-normalize to batch-normalize audio levels so an agent can hand off consistent output without opening a DAW or touching every file by hand.…
OCRmyPDF is an open source tool that adds a searchable OCR text layer to scanned PDFs. It is useful when an agent needs to…
API-based speech-to-text transcription through OpenAI. No local model downloads, no GPU, no Python ML stack — just an API key and a shell script.
Processes audio files from an S3 bucket using Whisper large-v3, splitting recordings into 30-second chunks with ffmpeg before transcription. Outputs timestamped SRT and VTT…
Local speech-to-text transcription without relying on an API.
Pedalboard is a Python library built by Spotify for working with audio: reading, writing, rendering, and adding studio-quality effects. It supports VST3 and Audio…
Uses PeerTube's REST API and federation-aware platform features to automate video uploads, channel management, moderation queues, and instance operations. A strong fit for creators…
Run fast, high-quality neural text-to-speech locally with Piper. Supports 20+ languages with compact ONNX voice models, no cloud API required, and produces natural-sounding speech…
Parses podcast RSS feeds with feedparser and normalizes audio loudness to -16 LUFS broadcast standard using ffmpeg loudnorm filter with dual-pass EBU R128 analysis.…
Generates and validates podcast RSS feeds compliant with the Apple Podcasts and Spotify specification. Uses the podcast-index API for cross-platform distribution and ID3 tag…
Automatically fetches podcast episodes from RSS feeds using feedparser, downloads audio enclosures, and transcribes them through OpenAI Whisper API or local faster-whisper models. Generates…
Transcribes podcast episodes using OpenAI Whisper API with speaker diarization via pyannote.audio. Exports formatted transcripts to SRT, VTT, and searchable JSON with timestamped segments.
Turn markdown slide decks into terminal presentations for live demos, reviews, and workshops without leaving plain text or git.
Use video-recap-skills when an agent should turn source video into a Chinese narration recap with scene understanding, scripting, voiceover, subtitles, and an optional editable…
pyannote.audio is an open-source Python toolkit for speaker diarization built on PyTorch. It provides state-of-the-art pretrained models and pipelines for speech activity detection, speaker…
pydub is a Python library that provides a simple, high-level interface for manipulating audio files. It supports slicing, concatenation, volume adjustment, crossfading, format conversion,…
Uses Subaligner to retime an existing subtitle file against the final audio track, then outputs a corrected subtitle asset. This is for subtitle drift,…
RealtimeSTT is a Python library for real-time speech-to-text with advanced voice activity detection, wake word activation, and instant transcription. It combines WebRTC VAD, Silero…
Capture a terminal session as a replayable cast when an agent needs a text-native CLI repro or walkthrough instead of a generic screen recording.
Create videos programmatically using React components with Remotion. Leverage web technologies like CSS, Canvas, SVG, and WebGL to build dynamic, data-driven video content with…
Let an agent ingest video, transcribe it, search moments, clip results, and return playable streams without wiring up its own media pipeline.
Use Speaches when an agent stack expects OpenAI-style audio endpoints but you want a self-hosted speech backend for transcription, translation, and text-to-speech instead of…
Silero VAD is a pre-trained enterprise-grade Voice Activity Detector that identifies speech segments in audio streams. It runs locally via PyTorch or ONNX Runtime…
SpeechBrain is an open-source PyTorch toolkit that accelerates conversational AI development. It provides recipes and pretrained models for speech recognition, speaker verification, speech enhancement,…
Spleeter is Deezer's open-source audio source separation library with pretrained models. It can split audio into 2, 4, or 5 stems (vocals, drums, bass,…
Turn long pages, PDFs, podcasts, videos, and local files into compact working briefs before downstream research, drafting, or execution steps.
Tesseract OCR is a widely used open source optical character recognition engine with command line and library interfaces. It can extract text from images…
Use FunClip when an agent needs a repeatable local workflow for transcribing media, proposing clip timestamps, and producing reviewable video segments with subtitle files.
Extract frames and short clips from videos. Core Capabilities Process audio and video files using ffmpeg for transcription and analysis Extract text, timestamps, and…
Translates video subtitles across 100+ languages using DeepL API and Google Cloud Translation v3. Handles SRT/VTT timing preservation, character limit enforcement, and subtitle segmentation…
Extracts embedded subtitles from video containers using FFmpeg's subtitle stream extraction, translates SRT/VTT files through DeepL API or Google Cloud Translation v3, and re-embeds…
Perform offline speech recognition across 20+ languages with Vosk. Provides compact models, zero-latency streaming transcription, and bindings for Python, Node.js, Java, C#, and Go…
Whishper is an open source self-hosted web app for speech-to-text, translation, and subtitle workflows built around Whisper models. This skill covers running Whishper with…
Enhances OpenAI Whisper transcription output with speaker diarization using pyannote.audio pipeline and speechbrain embeddings. Aligns word-level timestamps from whisper-timestamped with speaker segments for multi-speaker…
Generates accurate subtitles and captions using OpenAI Whisper API with word-level timestamps. Outputs SRT, VTT, and ASS formats with configurable line length and speaker…
whisper.cpp is a lightweight, high-performance C/C++ port of OpenAI's Whisper automatic speech recognition model. It runs on CPU and GPU across all major platforms…
Runs OpenAI Whisper models locally via whisper.cpp with GGML quantized weights for CPU-efficient transcription. Supports beam search decoding, VAD-based segmentation, and SRT/VTT subtitle output…
Streams audio from PulseAudio or ALSA devices into whisper.cpp for real-time speech-to-text with word-level timestamps. Outputs SRT/VTT subtitles and JSON transcripts simultaneously.
WhisperX extends OpenAI Whisper with batched inference for 70x realtime transcription, phoneme-based word-level timestamp alignment via wav2vec2, voice activity detection, and speaker diarization. It…
Extracts YouTube video transcripts via the youtube-transcript-api Python library and generates semantic chapter markers. Uses sentence-transformers for topic segmentation and formats chapter timestamps for…
Downloads YouTube audio via yt-dlp, transcribes with Whisper, and uses NLP topic segmentation via TextTiling algorithm to auto-generate chapter markers with timestamps and titles.
yt-dlp is a powerful command-line tool for downloading audio and video from thousands of websites including YouTube, Vimeo, and social media platforms. It supports…
Calls Adobe Firefly's text-to-image and generative fill APIs for batch asset creation. Manages Adobe IMS OAuth tokens and enforces Content Credentials (C2PA) metadata on…
Automates image editing workflows via the Adobe Photoshop API (Firefly Services). Supports smart object replacement, action playback, and PSD layer manipulation at scale.
Give coding agents a design skill for greenfield UI, component work, audits, redesigns, and visual DNA extraction from screenshots or URLs.
Use photo-cli when an agent needs to normalize a local photo archive by reading capture metadata, reverse geocoding locations, and rebuilding a cleaner folder…
Use smartcrop when an agent needs to choose a sensible crop automatically instead of center-cropping every image. The workflow scores visual saliency, returns crop…
Generates social media graphics and OG images dynamically via Bannerbear REST API. Manages template modifications, font layers, and signed URL generation for on-the-fly image…
Generates Blender Python (bpy) scripts that programmatically create Geometry Nodes modifier trees, using the node_groups API and GeometryNodeTree interface for parametric 3D asset generation.
An agent skill that uses BlurHash, the compact image placeholder representation algorithm by Wolt, to generate and decode tiny hash strings that represent blurred…
Move big photo libraries, takeouts, and nested albums into Immich with metadata intact instead of babysitting one-off uploads.
CairoSVG is a Python-based SVG converter built on the Cairo 2D graphics library. It converts SVG files to PNG, PDF, EPS, and PostScript formats…
Chafa converts images, animated GIFs, and video frames into ANSI/Unicode character art or terminal graphics protocols (Sixel, Kitty, iTerm2) for display in any terminal.…
Manages image and video assets using the Cloudinary Node.js SDK and Upload API. Applies automatic format selection, responsive breakpoints, and AI-based cropping with face…
Manage digital assets through the Cloudinary Upload, Admin, and Transformation APIs. Automates image optimization with responsive breakpoints, AI-powered cropping via g_auto, and CDN delivery…
Automates image and video optimization workflows via the Cloudinary Upload and Admin APIs. Applies responsive breakpoints, format negotiation, and intelligent cropping with gravity detection.
Manages image and video assets through the Cloudinary Upload and Admin APIs. Applies on-the-fly transformations, generates responsive breakpoints, and optimizes delivery with f_auto and…
Executes ComfyUI image generation workflows via the /prompt REST API endpoint with WebSocket progress tracking. Manages node graph JSON payloads, KSampler scheduler configurations (euler_ancestral,…
Generates multiple image variations from a single brief using the OpenAI Images API (POST /v1/images/generations) with DALL-E 3, applying brand guidelines via structured prompt…
Batch-generates brand assets using the OpenAI Images API with DALL-E 3. Manages prompt engineering for consistent brand identity across icons, banners, and social media…
Generates and manages batch image creation jobs using the OpenAI Images API /v1/images/generations endpoint. Supports DALL-E 3 with size, quality, and style parameters plus…
Generates image variations and edits using the OpenAI Images API v1 with DALL-E 3 model selection. Supports inpainting via base64-encoded mask uploads, handles 1024x1024/1792x1024…
Manages OpenAI DALL-E 3 API workflows for brand-consistent image generation with style references, aspect ratio control, and automated prompt refinement using GPT-4 Vision feedback…
Generates and iterates DALL-E 3 image prompts using the OpenAI Images API with size, quality, and style parameters. Chains edits via the images/edits endpoint…
Structured prompt generation for OpenAI's DALL-E 3 API (images/generations endpoint) with style modifiers, aspect ratio control, and batch variation generation. Includes negative prompt patterns…
Generates image variations and edits using OpenAI's DALL-E 3 API with mask-based inpainting, style consistency scoring via CLIP embeddings, and automatic prompt refinement loops.
Generates image variations and edits using the OpenAI Images API (DALL-E 3 and gpt-image-1). Manages prompt engineering for consistent style, handles mask-based inpainting, and…
Run a presentation-design workflow that turns a confirmed brief into editable PPTX output, rendered PNG previews, and revision loops before delivery.
Use comfyui-mcp to let an MCP-capable agent author, run, debug, and manage ComfyUI image, video, audio, model, and custom-node workflows from natural-language instructions.
Excalidraw is an open-source virtual whiteboard for creating hand-drawn style diagrams, wireframes, and sketches. It provides an infinite canvas, real-time collaboration, end-to-end encryption, and…
Orchestrates complex video and audio processing pipelines using FFmpeg and FFprobe with scene detection via PySceneDetect. Handles format conversion, thumbnail generation, HLS packaging, and…
Automated video and audio transcoding using FFmpeg with hardware-accelerated encoding via NVENC/VAAPI, HLS adaptive streaming output, and MediaInfo-based quality validation.
Generates contact-sheet-style thumbnail grids from video files using FFmpeg tile filter and libvips. Supports customizable grid dimensions, timestamp overlays, and batch processing across directories.
Creates video thumbnail mosaics and sprite sheets using FFmpeg filters and the fluent-ffmpeg Node.js wrapper. Generates contact sheets, animated GIF previews, and WebVTT thumbnail…
Builds complex FFmpeg filtergraph chains for batch video transcoding, thumbnail sprite generation, and HLS adaptive bitrate packaging. Supports NVIDIA NVENC hardware acceleration and HDR…
Extracts design tokens from Figma files using the Figma REST API v1 and transforms them into platform-specific formats via Style Dictionary. Supports CSS custom…
Extracts design tokens from Figma files using the Figma REST API and style-dictionary. Generates CSS custom properties, Tailwind configs, and Swift/Kotlin theme files from…
Exports assets from Figma files using the Figma REST API v1. Extracts component sets, design tokens (colors, typography, spacing), and renders frames as SVG/PNG.…
Exports design assets from Figma files using the GET /v1/files/:key and /v1/images/:key endpoints. Supports SVG, PNG, and PDF export with scale and format parameters.
Scan local archives for duplicate files, similar images, similar videos, empties, and related cleanup targets before deleting or reorganizing them.
Uses the Gemini Imagen 3 API (imagegeneration endpoint) to apply stylistic transformations to uploaded images, converting photos to watercolor, line art, or oil painting…
Turn exported photo folders into a mobile-friendly static album site without standing up a database-backed gallery system.
Use a documented design skill to produce HTML-native prototypes, slides, motion demos, visualizations, and review passes from real brand or project context.
Discovers current Atlas Cloud image models, validates model-specific schemas, submits a single asynchronous image-generation request, polls predictions with a finite budget, and verifies downloaded…
Discovers current MuAPI image models, builds a model-specific request, and validates asynchronous image artifacts. Use when an agent needs hosted image generation through one…
Ask Claude Code for favicons, app icons, and social preview images, then generate the full asset set and integration hints without manual export work.
Use the Anthropic algorithmic-art skill when an agent should turn a creative brief into executable generative art, not into a static image prompt or…
Use Anthropic's slack-gif-creator skill to build animated GIFs that stay inside Slack's practical size, duration, and dimension constraints. It gives an agent a bounded…
Use gpt-image2-ppt-skills to have an agent create image-first or editable PowerPoint decks with gpt-image-2, bundled styles, template cloning, and render review.
Install Agent Vision Toolkit so shell-capable coding agents can inspect screenshots, run OCR, locate UI elements, restore interfaces, and operate GUIs through repeatable local…
Automates bulk image conversion using ImageMagick's convert and mogrify commands with geometry expressions. Supports -density, -colorspace, and -profile flags for print-quality output.
Batch image processing using ImageMagick's convert and mogrify commands with support for resize, crop, watermark, and format conversion. Integrates with libvips for high-performance thumbnail…
Automates ImageMagick convert and mogrify operations for bulk image processing including responsive srcset generation, WebP/AVIF conversion, and ICC color profile management with Little CMS…
Use ImagineVid's OAuth-protected MCP and CLI tools to discover and safely run current image, video, and music generation capabilities.
An agent skill built on imgproxy, the high-performance Go-based image processing server, enabling on-the-fly image resizing, cropping, format conversion, and optimization through URL-based transformations.…
Konva.js is an HTML5 Canvas JavaScript framework that enables high-performance animations, transitions, node nesting, layering, filtering, caching, and event handling for desktop and mobile…
Kroki provides a unified HTTP API that converts textual diagram descriptions into images. It supports over 25 diagram libraries including PlantUML, Mermaid, GraphViz, D2,…
libvips is a demand-driven, horizontally threaded image processing library with over 300 operations. It processes images faster and with less memory than alternatives like…
Analyzes and optimizes Lottie JSON animation files using lottie-web parser internals, reduces file size via keyframe deduplication and path simplification, and validates against the…
Mermaid CLI (mmdc) is the command-line interface for the Mermaid diagramming library. It converts text-based diagram definitions into SVG, PNG, and PDF output files,…
Constructs and manages Midjourney prompt chains for iterative image refinement. Automates parameter tuning for --ar, --v, --style, and --chaos flags across generation sequences.
Generates and optimizes Midjourney prompts using the Midjourney API with automatic parameter tuning for aspect ratios, stylize values, and chaos settings. Includes A/B testing…
Analyze and optimize Midjourney prompts using parameter tuning for --ar, --stylize, --chaos, and --weird flags. Generates prompt variations with style references (--sref) and character…
Batch-generate images through the OpenAI Images API with a prompt sampler and gallery output.
Processes OpenEXR high dynamic range images using the OpenImageIO (oiiotool) CLI and Imath library for multi-layer compositing, tone mapping with ACES color transforms, and…
Oxipng is a multithreaded lossless PNG and APNG compression optimizer written in Rust. It reduces PNG file sizes without any quality loss using advanced…
Penpot is the first open-source design and prototyping platform built for cross-domain teams. Designers create visual layouts, interactive prototypes, and scalable design systems while…
Penpot is an open-source design and prototyping platform built for design and code collaboration. This skill helps agents anchor UI, prototype, and handoff tasks…
Penrose is an open-source platform that creates beautiful mathematical and scientific diagrams from plain text notation. Define domain concepts, write substance programs, and apply…
Searches and downloads royalty-free images from Pexels API with smart filtering by orientation, color, and size. Generates attribution HTML and maintains a local deduplication…
Automates ingestion, indexing, search, and curation workflows for self-hosted photo libraries using PhotoPrism. Useful for private media archives that need AI-assisted tagging and operational…
Automates Adobe Photoshop batch processing via the UXP Scripting API and CEP ExtendScript. Handles bulk resize, watermarking, color profile conversion (ICC), and smart object…
Pixelmatch is the smallest, simplest, and fastest JavaScript pixel-level image comparison library by Mapbox. It features anti-aliased pixel detection and perceptual color difference metrics,…
Turns Claude Code, Codex, or another skills-aware coding agent into a Remotion-based product video operator with shot cards, motion previews, templates, capture scripts, sound…
rembg is a Python tool for automatic image background removal powered by AI models like U2-Net and SAM. It works as a CLI, Python…
Remotion is a framework for making videos programmatically with React. It lets agents and developers generate branded videos, social clips, explainers, and template-based renders…
Use agent-facing HyperFrames skills to turn prompts, PDFs, CSVs, or repo context into editable HTML video compositions and rendered MP4 outputs.
resvg is a fast, portable SVG rendering library written in Rust that converts SVG files to PNG images with high correctness. It works as…
Use Nano-PDF when an agent needs to update existing PDF slides or insert matching new slides from plain-language instructions. The workflow is bounded to…
Controls Rive (.riv) interactive animations at runtime using @rive-app/canvas-advanced, manages state machine inputs, and synchronizes animation states with application data via the Rive WASM…
Build RouterBase media generation workflows for image, audio, speech, and video tasks, covering endpoint selection, request schemas, polling, retries, asset storage, moderation, and failure…
Use baoyu-design as a portable agent skill for local UI mockups, prototypes, decks, and design-system workflows that produce inspectable HTML artifacts.
Use ComfyUI Skills for OpenClaw when an agent needs to import, parameterize, route, and run repeatable ComfyUI workflows through a controlled CLI skill layer…
Use Generative Media Skills when an agent should turn a creative brief into repeatable image, video, audio, product-ad, social-pack, storyboard, or brand-asset workflows backed…
Deploy and manage GPU inference endpoints on RunPod Serverless using their REST API. Handles endpoint creation, cold start optimization, request queuing, and auto-scaling configuration…
Composes AI-generated video clips using the RunwayML Gen-3 Alpha API with text-to-video and image-to-video modes. Manages generation tasks, polling, and output stitching via FFmpeg.
Satori is a high-performance library by Vercel that converts HTML and CSS markup into SVG images. It powers Open Graph image generation for dynamic…
On-the-fly image optimization using Sharp (libvips Node.js bindings) with CDN-aware caching headers. Supports responsive srcset generation, AVIF/WebP transcoding, and blur placeholder (LQIP) creation.
Builds composable image transformation pipelines using the Sharp library with operations like resize(), composite(), and toFormat(). Leverages libvips bindings for high-performance batch processing.
Processes images using the Sharp npm library (libvips). Supports batch resize, format conversion (WebP/AVIF/JPEG XL), watermarking, and metadata extraction. Generates responsive image sets with…
Builds composable image processing pipelines using the Sharp library with libvips bindings for Node.js. Chains resize, crop, overlay, and format conversion operations with streaming…
Executes ComfyUI workflow JSON files against a local or remote ComfyUI server via its REST API. Supports LoRA loading, ControlNet conditioning, and queue management…
Orchestrates Stable Diffusion XL with ControlNet preprocessors (Canny, Depth, OpenPose) for guided image generation. Manages ComfyUI workflow JSON exports and A1111 API batch processing.
Automates image generation workflows using Stability AI ControlNet API with depth maps, edge detection, and pose estimation. Integrates with Hugging Face diffusers library for…
Orchestrates Stable Diffusion image generation with ControlNet pose conditioning via the Automatic1111 API. Chains OpenPose detection, depth estimation, and img2img endpoints.
Orchestrates LoRA fine-tuning for Stable Diffusion XL using the diffusers library and Kohya ss-scripts. Manages dataset preparation with BLIP-2 auto-captioning, configures AdaFactor optimizer parameters,…
Analyzes and enhances Stable Diffusion prompts using the Automatic1111 WebUI API /sdapi/v1/txt2img endpoint. Applies prompt weighting, negative prompt generation, and A1111-specific syntax like (keyword:weight).
Fine-tune Stable Diffusion XL models with LoRA adapters using the diffusers library and Kohya-ss training scripts. Manages dataset preparation, training configuration, and checkpoint merging…
Orchestrates SDXL image generation via the Stability AI REST API with ControlNet conditioning, IP-Adapter style transfer, and automatic prompt enhancement using CLIP interrogation.
Constructs and executes SDXL image generation pipelines using diffusers library and ComfyUI API. Supports LoRA loading, ControlNet conditioning, and batch prompt scheduling.
Creates animated SVGs using GSAP (GreenSock Animation Platform) and the SVG DOM API. Generates timeline-based animations with morphing paths via flubber and scroll-triggered sequences…
An agent skill built on SVGO (SVG Optimizer), the Node.js tool for optimizing SVG files by applying a configurable set of transformation plugins. Removes…
An agent skill that leverages Thumbor, the open-source smart image processing service by Globo.com, to perform on-demand image cropping, resizing, and filtering with intelligent…
Use OpenMontage when an agent should take a brief or reference video and run the research, scripting, asset generation, editing, subtitle, and render pipeline…
Run a local agentic HTML editor that detects coding-agent CLIs, streams generated HTML into a sandboxed preview, and exports pages, decks, posters, reports, and…
Use shuohao-skills to have coding agents turn a source novel into character bibles, adaptation outlines, art bibles, screenplays, and storyboards with deterministic quality gates.
Use NovelToGame to run a staged agent workflow that analyzes a novel, selects concepts, builds world and art direction, implements a playable game, and…
Upscayl is a free, open-source AI image upscaler for Linux, macOS, and Windows. It uses Real-ESRGAN models with Vulkan GPU acceleration to enhance low-resolution…
Install Google's Stitch skill suite so Codex, Claude Code, Cursor, Gemini CLI, or OpenCode can create screens, upload design assets, extract design systems, and…
Connects Claude Code, Codex, Cursor, and other MCP hosts to Writingmate for model discovery, text comparison, image generation, and video generation with Seedance, Sora,…
Exposes Advanced Custom Fields data through the WordPress REST API using register_rest_field and acf_format_value. Handles repeater fields, flexible content layouts, and gallery fields with…
An ASE skill built around ACF Extended, the WordPress enhancement suite for Advanced Custom Fields that adds field types, admin improvements, front-end forms, options…
Converts Advanced Custom Fields field groups into native Gutenberg blocks using the ACF Block API v2 and @wordpress/scripts build pipeline. Maps ACF repeaters, groups,…
Maps ACF field groups into predictable REST responses using `acf_add_local_field_group`, `get_field_objects`, and `register_rest_field`. Useful when you need cleaner payloads than the default ACF exposure…
AI Engine is a WordPress plugin by Meow Apps that connects sites to OpenAI, Claude, Gemini, and other models while exposing WordPress actions through…
ApostropheCMS is a full-stack Node.js CMS that combines in-context editing for content teams with headless flexibility for developers. It is a strong fit when…
Automattic WordPress Remote MCP connects MCP clients to live WordPress sites using OAuth, JWT, or application passwords. It is aimed at agents that need…
Bedrock is a WordPress boilerplate with Composer-based dependency management, environment-specific configuration via .env files, and an improved folder structure. It separates WordPress core from…
Uses the WordPress wp-rest-api skill to help an agent design, register, validate, and troubleshoot custom REST routes without skipping schema, auth, or permission_callback details.…
This skill helps an agent create or troubleshoot WordPress Interactivity API behavior, from store wiring to server-rendered state and hydration checks. Use it when…
Cockpit CMS is a lightweight headless content platform for teams that want flexible models, REST and GraphQL APIs, and self-hosted deployment without a heavy…
Contact Form 7 is the long-running WordPress forms plugin from Rock Lobster Inc., with more than 10 million active installs and official documentation at…
Use the Contentful Management API and JavaScript SDK to create, update, validate, and publish entries, assets, content models, and environments in a headless CMS…
An agent skill built on Decap CMS (formerly Netlify CMS), the open-source Git-based content management system for static site generators. Provides a visual editing…
Decap CMS is a Git-based content management system for static site generators. It provides an admin UI at /admin, authenticates against Git-backed backends, and…
Use Automattic's official wp-plugin-development skill when an agent needs to build, refactor, secure, or package a WordPress plugin with correct activation hooks, settings handling,…
This skill inspects a WordPress codebase, identifies what kind of project it is, and returns the signals an agent needs before touching files or…
Directus is an open-source headless CMS that wraps any SQL database with instant REST and GraphQL APIs, a no-code admin panel, and granular role-based…
Directus turns a SQL database into a headless CMS, admin app, and instant API layer without forcing a proprietary data model. It is a…
ElasticPress supercharges WordPress search and queries by integrating Elasticsearch, enabling fast content relevancy analysis, faceted search, WooCommerce product filtering, and autosuggest across large content…
Elementor is the visual drag-and-drop website builder plugin for WordPress maintained by Elementor, with more than 10 million active installs on WordPress.org. This skill…
EmDash is an open-source, full-stack TypeScript CMS built on Astro and Cloudflare, designed as a spiritual successor to WordPress. It features sandboxed plugins, structured…
Faust.js by WP Engine is a JavaScript framework and WordPress plugin that streamlines building headless WordPress sites with Next.js. It handles data fetching via…
An agent skill built on Front Matter CMS, the headless content management system that runs directly inside Visual Studio Code. Manages content for static…
Build and maintain documentation websites with Fumadocs, the React-based docs framework published by the fuma-nama project. This skill helps an agent scaffold docs pages,…
The Ghost Admin API exposes authenticated operations for posts, pages, tags, members, offers, and newsletter publishing. This skill gives agents a concrete workflow for…
Ghost is an open-source publishing platform built for modern blogs, newsletters, memberships, and headless CMS use cases. It combines editorial workflows, subscription management, and…
Git Updater enables automatic updates for WordPress plugins and themes hosted on GitHub, Bitbucket, GitLab, and Gitea repositories, with support for release assets, language…
Generates custom WordPress Gutenberg block patterns using register_block_pattern() and the Block Editor API. Creates reusable pattern categories with register_block_pattern_category() for organized content libraries.
Generates custom Gutenberg blocks using @wordpress/create-block and the Block API v3 schema. Produces edit.js, save.js, block.json, and render.php with InnerBlocks support and block.json viewScriptModule.
Scaffolds and builds custom Gutenberg blocks using @wordpress/create-block and the Block API registerBlockType(). Generates edit/save components with InspectorControls, RichText, and InnerBlocks support.
Connects headless CMS backends (WordPress WPGraphQL, Strapi, Contentful) to frontend frameworks using Apollo Client and urql. Handles content previews, ISR cache invalidation, and webhook-driven…
HeadstartWP is 10up's open-source framework for building headless WordPress sites with Next.js. It combines a WordPress plugin, JavaScript packages, and documented patterns for routing,…
Hugo is the fastest static site generator written in Go, rendering complete websites in seconds. It offers advanced templating, multilingual support, powerful taxonomy systems,…
A source-backed ASE skill for the Hygraph Management SDK, the JavaScript package for managing Hygraph project schema through code-first migrations. It is a good…
KeystoneJS is a powerful open-source headless CMS for Node.js that auto-generates a GraphQL API and React-based Admin UI from your schema definition. Built by…
An ASE skill built around docdyhr/mcp-wordpress, a WordPress MCP server that exposes site management tools through the Model Context Protocol. It is useful when…
Meta Box is a professional WordPress framework for creating custom fields and custom meta boxes with over 40 field types. It supports posts, pages,…
Pages CMS is an open-source content management system built on top of GitHub. It provides a visual editing interface for managing content in Git…
Payload is an open-source, TypeScript-first headless CMS that installs directly into a Next.js application. It provides a full admin panel, REST and GraphQL APIs,…
Prismic provides a headless CMS with an API-first editing model, and the official @prismicio/client package is the main integration point for fetching content in…
Query Monitor is the developer tools panel for WordPress and WooCommerce. It enables debugging of database queries, PHP errors, hooks and actions, block editor…
This entry turns WordPress/agent-skills' WP PHPStan guidance into a bounded agent workflow for plugin, theme, and site repositories. The agent inspects the existing PHPStan…
Uses the WordPress wp-wpcli-and-ops skill to guide an agent through environment-aware WP-CLI work like search-replace, plugin or theme operations, cron inspection, and multisite-safe targeting.…
Sage by Roots is an advanced WordPress starter theme that brings Laravel Blade templating, Vite-powered front-end builds, Tailwind CSS, and block editor support to…
Sanity combines a customizable content studio with a real-time content backend and GROQ-powered querying. This skill helps agents model schemas, manage content operations, and…
Builds content workflows around Statamic, the Laravel-based CMS that stores content in flat files and Git while still offering a full control panel and…
Use Storyblok’s Management API and JavaScript client to automate stories, components, assets, spaces, and editorial workflows in a headless CMS stack. This skill is…
Strapi is a JavaScript and TypeScript headless CMS that helps teams model content once and publish it through REST or GraphQL APIs. It fits…
Strapi is the leading open-source headless CMS built with Node.js and TypeScript. It auto-generates REST and GraphQL APIs from content types, provides a customizable…
Sveltia CMS is a free, open-source, Git-based headless CMS that runs entirely in the browser. Built as the definitive successor to Netlify CMS and…
TinaCMS is a fully open-source headless CMS backed by Git that supports Markdown, MDX, JSON, and YAML content. It provides a GraphQL API for…
Trellis is a collection of Ansible playbooks for provisioning and deploying WordPress LEMP stack servers. It automates Nginx, PHP, MariaDB, Let's Encrypt SSL, fail2ban,…
Wagtail is an open source CMS built on Django for teams that need structured content, flexible page models, and a polished editor experience. It…
Automates site, CMS, and publishing workflows with Webflow’s official JavaScript SDK for the Webflow Data API. Useful for agents that need to list sites,…
Synchronizes WooCommerce orders with external ERPs using the WooCommerce REST API v3 and wp_schedule_event. Handles order status webhooks, inventory adjustments via wc_update_product_stock, and generates…
Synchronizes WooCommerce product inventory across multiple channels using the WooCommerce REST API v3 and wp_update_post hooks. Handles stock level reconciliation, low-stock alerts via WP-CLI,…
Queries and updates WooCommerce orders via the WooCommerce REST API v3 (/wp-json/wc/v3/orders), filters by status, date range, and customer, and bulk-updates fulfillment status. Generates…
Synchronizes WooCommerce product data bidirectionally using the WC REST API v3 and wc/v3/products endpoints. Handles batch create/update/delete with OAuth 1.0a authentication and rate-limit backoff.
Inspects WooCommerce webhook reliability through the `WC_Webhook` model, Action Scheduler queues, and REST endpoints such as `/wp-json/wc/v3/webhooks`. Great for tracing failed deliveries, replay patterns,…
Manages WooCommerce webhook lifecycles using the wc/v3/webhooks REST API and WC_Webhook class. Handles order, product, and customer event routing with payload signature verification via…
WordOps is an open-source CLI tool that installs and manages a complete high-performance WordPress server stack with Nginx, PHP, MariaDB, and Redis in a…
Fetches all Advanced Custom Fields field groups and their field definitions via the ACF REST API (/wp-json/acf/v3/), maps field keys to their post types,…
AI Services is a WordPress plugin by Felix Arntz that exposes AI capabilities centrally across PHP, REST API, JavaScript, and WP-CLI. It is built…
Generates complete WordPress block theme structures using theme.json v3, block patterns via register_block_pattern(), and template parts. Produces FSE-ready themes with proper style variations, typography…
Structured publishing workflow for WordPress drafts, metadata, and content operations.
Scaffolds custom Gutenberg blocks using the @wordpress/create-block CLI and block.json schema, then registers them via register_block_type PHP API. Generates edit/save components with InspectorControls and…
Generates custom Gutenberg blocks using @wordpress/create-block and the Block API v2. Configures block.json metadata, InspectorControls, and server-side render callbacks with register_block_type.
An agent skill built on the official WordPress MCP Adapter plugin, which bridges the WordPress Abilities API to the Model Context Protocol. Enables MCP-compatible…
Synchronizes plugin settings and theme mods across a WordPress Multisite network using the Network Admin REST endpoints and wp_get_sites() iteration. Propagates sitewide options, user…
Automates WordPress Multisite network site creation using wp_insert_site() and the Sites REST API. Configures per-site themes, plugins, and options via switch_to_blog() with subdomain or…
WordPress Playground runs a full WordPress instance entirely in the browser using WebAssembly-compiled PHP. It enables zero-setup WordPress testing, plugin previews, and interactive demos…
Build and debug WordPress REST endpoints with a specialized skill.
Synchronizes content between WordPress multisite installations using the WP REST API /wp/v2/posts endpoint with OAuth 1.0a authentication. Handles media sideloading, shortcode transformation, and conflict…
Route WordPress tasks to the right workflow fast. Core Capabilities Manage WordPress sites using WP-CLI and the WordPress REST API Automate plugin, theme, and…
@wordpress/scripts packages the default WordPress JavaScript build stack into one reusable developer dependency. It gives plugin and block developers a consistent CLI for bundling,…
Manages WordPress theme.json design tokens including color palettes, typography presets, and spacing scales. Uses the WP_Theme_JSON_Resolver class and wp_get_global_settings() for dynamic token resolution.
Specialized support for defining, exposing, and debugging WordPress abilities through the Abilities API.
Monitors WordPress wp-cron scheduled events using the WP_Cron API and Action Scheduler library. Detects stuck, overdue, or orphaned cron jobs and reports via WP…
Manages domain mapping configurations across WordPress Multisite networks using the sunrise.php drop-in and WP-CLI's site commands. Handles SSL certificate provisioning via Certbot ACME, DNS…
Synchronizes content, users, and plugin configurations across WordPress Multisite networks using the WP_Site_Query API and switch_to_blog(). Automates bulk site provisioning via wp_insert_site() with REST…
wp-browser is a PHP library that provides Codeception modules for testing WordPress plugins and themes. It supports unit, integration, functional, and acceptance testing with…
Automates large-scale WordPress content migrations using WP-CLI wp post create and wp term set commands. Handles custom post types, ACF field mapping, and taxonomy…
Builds repeatable WordPress maintenance and content workflows around WP-CLI, the official command-line interface for WordPress. Useful for plugin management, database tasks, user administration, search-replace…
Audits WordPress content drift by comparing live posts, revisions, and key options using WP-CLI commands like `wp post list`, `wp post meta get`, and…
Automates full WordPress site migrations using WP-CLI search-replace, wp db export, and rsync. Handles serialized data, multisite network moves, and DNS preflight checks via…
WP-CLI is the official command-line interface for WordPress, maintained as an open source project with extensive command docs and release history. It gives agents…
The @wordpress/env package (wp-env) provides a zero-configuration, Docker-based local WordPress environment for developing and testing plugins and themes. A single command sets up WordPress…
WPGraphQL for ACF extends WPGraphQL so Advanced Custom Fields data becomes queryable through a typed GraphQL schema. It is useful for headless WordPress builds…
Builds headless WordPress workflows around WPGraphQL, the open-source GraphQL API plugin for WordPress. Useful for querying posts, custom post types, menus, taxonomies, and custom…
WPGraphQL is the core GraphQL API plugin for WordPress, giving developers a typed schema for posts, terms, users, menus, and custom content. It is…
Builds and documents WPGraphQL extensions with hooks such as `graphql_register_types`, `register_graphql_field`, and `register_graphql_object_type`. Ideal for exposing custom fields, computed properties, and relationships in a…
An ASE skill built around WPGraphQL Smart Cache, the open source WordPress plugin for caching WPGraphQL queries and invalidating them when content changes. It…
WPScan is an open-source WordPress security scanner that detects vulnerabilities in plugins, themes, and core installations. It checks for known CVEs, weak passwords, exposed…
Yoast SEO is one of the most widely deployed WordPress SEO plugins, and this skill turns its real analysis surface into a practical workflow…
Yoast SEO is the long-running WordPress SEO plugin from Yoast, used to manage metadata, XML sitemaps, schema output, readability checks, and search appearance settings…
Leverages Ahrefs REST API v3 to identify content gap opportunities through competing domain analysis. Pulls referring domains data, anchor text distributions, and DR metrics…
Identifies content gaps using the Ahrefs API v3 /site-explorer/organic-keywords endpoint. Compares competitor keyword profiles and surfaces untapped opportunities with volume, KD, and SERP feature…
Identifies keyword opportunities by comparing competitor rankings using Ahrefs' /v3/site-explorer/organic-keywords API endpoint. Calculates traffic potential from search volume, CPC, and keyword difficulty scores.
Analyzes and optimizes content readability using Flesch-Kincaid scoring, Hemingway Editor API integration, and Grammarly Text API. Generates SEO-optimized rewrites targeting specific grade levels.
Bulk-generates SEO meta descriptions from page content using OpenAI's GPT-4o API with custom system prompts tuned for SERP CTR optimization. Validates character limits, checks…
Generates optimized meta descriptions using OpenAI Chat Completions API with token-aware truncation. Integrates with Yoast SEO REST API fields and Google SERP Preview validation…
Catch insensitive, inconsiderate writing with alex. This CLI tool and Node.js library scans Markdown and plain text for gender-biased, polarizing, or exclusionary language and…
Use GEO Optimizer from the CLI or MCP so agents can audit a site for AI search visibility, generate llms.txt/schema fixes, check bot access,…
Use Avoid AI Writing when an agent needs a repeatable audit, rewrite, or in-place edit workflow for removing AI writing patterns from draft prose.
Use GEO SEO Claude when Claude Code should run repeatable AI-search and SEO audits with citability, crawler, schema, platform, and report workflows.
Use Material for MkDocs to turn Markdown documentation into a searchable, navigable static site with project-ready configuration and previews.
Rewrite Chinese-first chat, status, docs, and public-writing drafts to remove AI-like phrasing while preserving facts, commands, numbers, terms, and responsibility.
Connects to Clearscope API to generate content grades based on NLP term frequency analysis. Automates keyword research via Clearscope Research Reports endpoint and outputs…
Creates detailed SEO content briefs using Ahrefs API keyword data, SurferSEO NLP analysis, and Clearscope content grading. Generates outlines with target word counts, headers,…
Identifies keyword cannibalization across site pages by analyzing Google Search Console Performance API data, extracting query-page pairings, and detecting overlap using TF-IDF cosine similarity…
Scores content using Flesch-Kincaid, Gunning Fog, and SMOG readability indices via textstat Python library. Provides sentence-level rewrite suggestions using OpenAI GPT-4o API.
Analyzes and optimizes content readability using textstat Python library and Hemingway API patterns. Computes Flesch-Kincaid, Gunning Fog, and SMOG indices with automated rewriting suggestions.
Leverages Copy.ai's Workflows API to generate multi-step cold outreach sequences with persona-specific messaging. Each sequence step is rendered using Copy.ai's email-sequence template type and…
Run a structured SEO audit that surfaces crawlability, technical, and on-page issues before you start guessing at why traffic or rankings slipped.
Use LinkedIn Skills when an agent needs to draft posts, comments, replies, audits, profile rewrites, or content plans while preserving explicit approval before publishing.
Use Citation.js when an agent has raw references and needs clean citation output instead of hand-formatting sources. It can resolve supported identifiers, normalize metadata…
Transforms raw draft text into paste-ready Substack HTML so an agent can preserve headings, emphasis, lists, and spacing without hand-formatting every paragraph. Use it…
Runs DocToc to insert or refresh navigable tables of contents inside Markdown files after headings already exist. Use it when an agent is preparing…
Use Guizang Social Card Skill from Claude Code or Codex to turn source material into Rednote/Xiaohongshu carousel cards and WeChat cover image pairs.
Use python-slugify when an agent has messy human titles and needs safe, repeatable slugs for URLs, filenames, or record IDs. This skill stays tightly…
Use sitemap when an agent already knows the site routes or content URLs and needs valid sitemap XML, sitemap indexes, or robots.txt references before…
Extracts search performance data via the Google Search Console API v1 /searchAnalytics/query endpoint. Analyzes CTR, impressions, and position trends with dimension filtering by page,…
Pulls search analytics from Google Search Console's /searchanalytics/query API to identify declining pages and keyword cannibalization. Calculates CTR optimization opportunities by comparing actual vs…
Harper is an offline, privacy-first grammar checker written in Rust by Automattic. It runs locally with sub-10ms response times, supports LSP for editor integration,…
Scores content readability using textstat library metrics (Flesch-Kincaid, Gunning Fog, SMOG, Coleman-Liau). Highlights complex sentences, passive voice via spaCy dependency parsing, and adverb density.
Turns folders, codebases, websites, PDFs, documents, and research topics into source-grounded HTML documents, deterministic narrated videos, or complete learning courses; also publishes and revises…
Analyzes site content graph using Screaming Frog SEO Spider API and builds internal linking recommendations. Calculates PageRank distribution using networkx graph algorithms.
Analyzes internal linking structure by crawling sitemaps with Screaming Frog or Sitebulb, computing PageRank distribution via NetworkX graph algorithms, and identifying orphan pages. Recommends…
Optimizes internal linking structure using Screaming Frog SEO Spider XML exports and NetworkX graph analysis. Identifies orphan pages, calculates PageRank distribution, and suggests anchor…
Connects to Jasper's /v1/content/generate REST endpoint to produce SEO-optimized long-form blog posts using the Boss Mode workflow. Passes custom tone, keyword targets, and brand…
KeyBERT is a minimal and easy-to-use Python library that leverages BERT embeddings and cosine similarity to extract keywords and keyphrases from documents. It supports…
Detects keyword cannibalization issues using Google Search Console API performance data and Semrush keyword tracking. Maps URL-to-keyword overlaps and suggests content consolidation strategies.
Groups keywords into topical clusters using sentence-transformers all-MiniLM-L6-v2 embeddings with HDBSCAN clustering. Pulls search volume data from Google Ads API and SEMrush API.
Check grammar, style, and spelling across 25+ languages with LanguageTool. This open-source proofreading engine can run as a local Java server or via its…
lychee is a fast, async, stream-based link checker written in Rust that finds broken URLs and mail addresses inside Markdown, HTML, reStructuredText, websites and…
Markdoc is a powerful Markdown-based authoring framework created by Stripe to power their public documentation. It extends Markdown with custom tags, functions, and variables…
Converts Markdown files to valid AMP HTML articles using unified/remark/rehype pipeline. Validates output against amphtml-validator and generates structured data with schema-dts.
This skill uses markdownlint-cli2 to enforce consistent Markdown quality across docs, READMEs, and content repositories. It is built for local authoring, pull-request checks, and…
Marp CLI converts Markdown files into professional slide deck presentations. It outputs static HTML, PDF, PowerPoint (PPTX), and image formats from a single Markdown…
Uses metascraper to turn a URL plus its fetched HTML into normalized fields such as title, description, author, date, publisher, and lead image. This…
OpenSEO is an open-source, self-hostable SEO platform that provides keyword research, domain insights, backlink analysis, and site audits. It serves as a pay-as-you-go alternative…
Design template and data driven SEO page programs that can scale without collapsing into thin, duplicate, or low-intent content.
proselint is a Python CLI tool that lints English prose for style and usage issues. It aggregates writing advice from renowned authors and editors…
Use mike when an agent needs to publish multiple versions of a MkDocs site without overwriting older documentation.
Rank Math SEO is the WordPress SEO plugin from Rank Math SEO, with more than 3 million active installs and current releases published through…
Use humanizer to scan drafts for AI telltales, explain what sounds synthetic, and suggest grounded rewrites that preserve the original point. This is for…
retext is a natural language processor powered by plugins, part of the unified.js collective. It parses Latin-script text into an AST (nlcst), enabling programmatic…
Research, outline, draft, review, and optimize long-form blog posts through a repeatable Claude Code workspace instead of ad hoc chat writing.
Use ASO Skills to run repeatable App Store keyword research, metadata optimization, competitor analysis, and growth planning from an agent session.
Install a multi-runtime SEO skill pack that collects crawl, schema, performance, sitemap, robots, and content evidence before producing audit reports and action plans.
Use Toprank when an agent needs a repeatable Claude Code workflow for Google Ads and SEO audits, with concrete slash commands, account-backed analysis, and…
Install a maintained marketing skill library so agents can run scoped SEO/GEO, email, paid ads, influencer, launch, social, and brand narrative workflows with shared…
Generates JSON-LD structured data using schema-dts TypeScript definitions and Google Rich Results Test API validation. Supports Article, Product, FAQ, HowTo, and LocalBusiness schema types.
An agent skill built on schema-dts by Google, which provides complete TypeScript type definitions for the Schema.org vocabulary. Enables type-safe generation and validation of…
Generates structured data markup using Schema.org vocabulary in JSON-LD format. Supports Article, Product, FAQPage, HowTo, and LocalBusiness schemas with Google Rich Results Test API…
Generates JSON-LD structured data markup for articles, products, FAQs, and how-to pages using Schema.org vocabulary. Validates output against Google Rich Results Test API and…
Generates and validates JSON-LD structured data markup for articles, products, FAQs, and HowTo content types following Schema.org specifications. Integrates with Google's Rich Results Test…
Integrates with SEMrush Writing Assistant API to analyze content against top-10 SERP competitors. Provides real-time readability scoring via Flesch-Kincaid, keyword density analysis, and semantic…
Performs keyword research using SEMrush API v3 with domain analytics, keyword difficulty scoring, and SERP feature detection. Integrates with Google Search Console API for…
Builds topical authority clusters using SEMrush Keyword Magic API, Ahrefs Content Explorer, and Google Search Console API. Generates pillar pages with internal linking maps…
Run a closed-loop SEO growth workflow using Search Console data, keyword demand analysis, SERP Authority Mark checks, and the available publishing path. Works across…
Automated keyword research using DataForSEO API and Google Search Console API. Performs SERP analysis, keyword clustering with TF-IDF scoring, and generates content briefs with…
Generates optimized title tags, meta descriptions, and Open Graph markup using Google NLP API for entity salience scoring. Integrates with Yoast SEO REST API…
Generates JSON-LD structured data for articles, products, FAQs, and local business schemas using Schema.org vocabulary. Validates output against Google Rich Results Test API and…
SEOnaut is an open-source SEO auditing tool built with Go that crawls websites and generates detailed reports on technical SEO issues. It detects broken…
SerpBear is an open-source, self-hosted search engine position tracking application. It lets you monitor unlimited keyword rankings in Google with email notifications, a built-in…
SiteOne Crawler is a real website crawler and analyzer for technical SEO, accessibility, security, and performance checks. This skill uses the upstream SiteOne Crawler…
Use gray-matter when an agent needs to open Markdown or content files, extract structured front matter, and pass clean body text plus metadata into…
Analyzes top SERP competitors using DataForSEO API and generates content optimization briefs with target word count, NLP entity coverage, heading structure, and internal linking…
Optimizes content against Surfer SEO's NLP-based recommendations via the Surfer API /v1/content_editors endpoint. Analyzes keyword density, heading structure, and semantic term coverage for target…
Uses Surfer SEO Content Editor API to pull SERP analysis data including word count benchmarks, heading structure patterns, and NLP entity recommendations. Generates content…
Crawls websites for technical SEO issues using Screaming Frog CLI, Lighthouse CI API, and PageSpeed Insights v5. Reports on Core Web Vitals, canonical chains,…
Lint natural language text with textlint, the pluggable linting framework inspired by ESLint. Install community rules from npm to enforce writing standards, catch grammar…
textstat is a Python package that calculates readability statistics for text content, including Flesch Reading Ease, Gunning Fog Index, SMOG Index, Coleman-Liau Index, and…
Tiptap is a headless, framework-agnostic rich text editor built on ProseMirror. It provides a fully customizable editing experience through 100+ extensions, supporting React, Vue,…
Typst is a modern markup-based typesetting system designed to replace LaTeX with a faster, easier-to-learn alternative. It features built-in markup, a scripting system, math…
Unlighthouse runs Google Lighthouse across an entire site instead of just a single page. This skill gives agents a repeatable way to crawl URLs,…
Catch dead links in README files, docs folders, and content drafts before a broken reference ships to users.
VitePress is a Vite and Vue powered static site generator focused on documentation, knowledge bases, and project sites. It gives agents a reliable way…
Optimizes WordPress posts for SEO using the Yoast SEO REST API fields alongside WP REST API v2 for content updates. Analyzes readability via textstat…
This skill uses write-good to flag vague, wordy, or hard-to-read English prose in documentation and content drafts. It is useful when a team wants…
WriteFreely is a clean, minimalist self-hosted publishing platform built in Go for writers. It features a distraction-free Markdown editor, ActivityPub federation for cross-platform community…
WritingTools is an open-source, Apple Intelligence-inspired writing assistant that works system-wide on Windows, Linux, and macOS. With a single hotkey, it fixes grammar, rewrites…
Zola is a fast static site generator written in Rust that ships as a single binary with built-in Sass compilation, syntax highlighting, search indexing,…
Use the product, understand the architecture, present the business case, export the Skills list and hand the release to another operator without hunting through WordPress.
Choose one thing. Everything else stays out of the way.
Find something useful, add it to your library, or browse what you already have.
Select reusable Skills, then download a portable bundle or build a target prompt for the AI account you already use.
See your inventory at a glance, then drill into a pack only when needed.
Generate a portable run contract for Copilot, GitHub Copilot, Cursor, Codex, Claude, Gemini or another approved runtime. The agent must prove the result with tests, screenshots, a versioned package and rollback evidence.
Choose the project settings and press Build Run Contract.
Sign in, or create an account in seconds.
Your WordPress password is handled by WordPress. Social login buttons only appear after an administrator configures that provider.
CarrySkills imports trusted enabled sources containing real SKILL.md files. Discover mode searches the external catalog on demand and adds only reviewed Skills you choose.
Write what you need. Choose or suggest Skills, then prepare the result.
All synced Skills are here — category, search, review status and Excel use the same catalog index. Basic browsing is free and anonymous.
Search and choose from your local Skills.
Search your local Skills.