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| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | 1.Composio Route and complete Composio work across Composio For You and Composio Platform. | ComposioHQ/ | 30k | 1 repo | ~1.7k | Automated safety check: Pass | MIT | today |
| 2 | Detects the type of a knowledge source and uses the Skill Seekers MCP tools to turn docs, repos, PDFs or videos into packaged AI skills. | yusufkaraaslan/ | 15k | — | ~760 | Automated safety check: Pass | MIT | 9 days ago |
| 3 | Looks up library and framework documentation through Context7 first, with bundled Node scripts as a fallback that fetch and analyze llms.txt files. | withkynam/ | 1.1k | 1 repo | ~1k | Automated safety check: Notes | MIT | 3 mo ago |
| 4 | A skill your agent uses whenever a plugin under plugins/<name is updated/pushed, or whenever asked to write a changelog/release for the app or a plugin. | VoidenHQ/ | 1.8k | — | ~857 | Automated safety check: Pass | Apache-2.0 | yesterday |
| 5 | A skill your agent uses when code-index-mcp implementation is complete and a version bump, release notes, tag, package publication, or GitHub release is being prepared. | johnhuang316/ | 1k | — | ~680 | Automated safety check: Pass | MIT | 2 mo ago |
| 6 | Read and search GitHub repository documentation via gitmcp.io MCP service. | AgentTeam-TaichuAI/ | 671 | 2 repos | ~638 | Automated safety check: Pass | No licence | 5 mo ago |
| 7 | Load the official MCP Apps builder skills (create-mcp-app, migrate-oai-app, add-app-to-server, convert-web-app) from github.com/modelcontextprotocol/ext-apps. | awslabs/ | 1.4k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | today |
| 8 | Use SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, chat-session, context-pack, task-ledger, static AI export, retrieval… | swarmclawai/ | 709 | — | ~6.1k | Automated safety check: Pass | MIT | 3 mo ago |
| 9 | Turns a GitHub course repository into an interactive tutor for the MCP Associate certification, making the learner explain and defend each step. | rohitg00/ | 66k | — | ~3.5k | Automated safety check: Pass | MIT | today |
| 10 | 10.Release Publishing a jMunch release (jcodemunch-mcp, jdocmunch-mcp, jdatamunch-mcp, jragmunch-cli), reviewing/merging/closing PRs, and responding to the community. | jgravelle/ | 2.7k | — | ~6.5k | Automated safety check: Pass | Unknown | today |
| 11 | 11.Open PR Prepare arcade-mcp changes for review by verifying intended behavior, filling the repository PR template, and creating or updating the PR. | ArcadeAI/ | 1k | — | ~2.9k | Automated safety check: Pass | MIT | today |
| 12 | 12.Z.AI CLI Command-line access to Z.AI vision analysis, web search, page reading and GitHub repo exploration through npx zai-cli, using an API key. | numman-ali/ | 110 | — | ~528 | Automated safety check: Pass | MIT | 9 mo ago |
| 13 | Triage the GitHub privately-reported vulnerability backlog for Activepieces — pull repository security advisories from the Security tab, scope-check against SECURITY.md, deeply validate each… | activepieces/ | 25k | — | ~3.9k | Automated safety check: Pass | Unknown | today |
| 14 | 14.MCP Client Universal MCP client for connecting to any MCP server with progressive disclosure. | coleam00/ | 832 | — | ~1k | Automated safety check: Pass | No licence | 8 mo ago |
| 15 | Prepare, publish, verify, or recover a cloakbrowser-mcp release only when the user explicitly requests release work. | swimmwatch/ | 164 | — | ~1.9k | Automated safety check: Pass | MIT | yesterday |
| 16 | 16.QA Black-box QA audit of slop-guard across MCP, CLI, fit, docs, agent workflows, and writing-effectiveness. | eric-tramel/ | 164 | — | ~2.5k | Automated safety check: Pass | MIT | 3 mo ago |
| 17 | Update context-mode from GitHub and fix hooks/settings. Pulls latest, builds, installs, updates npm global, configures hooks. Trigger… | mksglu/ | 26k | — | ~291 | Automated safety check: Pass | Unknown | today |
| 18 | 18.Docs Update project documentation when features are added or changed. | boostsecurityio/ | 523 | — | ~336 | Automated safety check: Pass | Apache-2.0 | today |
| 19 | Configures and queries the fp-go MCP server so Claude Code, Claude Desktop or another MCP client can search fp-go's examples and skills directly. | IBM/ | 2k | — | ~3.3k | Automated safety check: Pass | Apache-2.0 | today |
| 20 | A skill your agent uses when pushing real-time notifications or events into Claude Code (or another MCP client) sessions, or building two-way chat bridges. | agentfront/ | 146 | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Review GitHub pull requests with Memtrace's local graph-backed review engine. | syncable-dev/ | 489 | — | ~818 | Automated safety check: Pass | Unknown | today |
| 22 | Ask questions and read documentation about any GitHub repository using DeepWiki MCP. | holon-run/ | 116 | — | ~700 | Automated safety check: Pass | MIT | 25 days ago |
| 23 | Create, update, prepare, or review a cloakbrowser-mcp GitHub Pull Request only when the user explicitly requests PR work. | swimmwatch/ | 164 | — | ~1k | Automated safety check: Pass | MIT | yesterday |
| 24 | How to post clean, rich, deduplicated GitHub PR review comments — suggestion blocks, multi-line anchors, markers, formatting rules. | juspay/ | 145 | — | ~698 | Automated safety check: Pass | MIT | today |
| 25 | Reference guide to the Ouroboros commands and agents, covering interviews, seed specs, evaluation, lateral-thinking personas and the evolutionary loop. | Q00/ | 6.2k | — | ~1.8k | Automated safety check: Pass | MIT | 2 days ago |
| 26 | 26.MCP Deepwiki Skills for accessing and searching docs in DeepWiki/GitHub’s public code repositories can help users understand open-source project source codes, and users can also ask questions directly about the… | aahl/ | 162 | 2 repos | ~607 | Automated safety check: Pass | MIT | 25 days ago |
| 27 | Spin up and interact with ToolHive Studio's containerized dev environment (Xvfb + noVNC + DinD). | stacklok/ | 171 | — | ~3.8k | Automated safety check: Notes | Apache-2.0 | today |
| 28 | Install, configure, authenticate, and troubleshoot MCP (Model Context Protocol) servers for this agent. | PostHog/ | 179 | — | ~1.9k | Automated safety check: Pass | MIT | 2 mo ago |
| 29 | Set up the ContextA8C MCP server for accessing Automattic internal resources (Slack, Linear, P2s, GitHub Enterprise, etc.) | woocommerce/ | 358 | — | ~627 | Automated safety check: Notes | GPL-2.0 | today |
| 30 | 30.Release Release the @mcp-b monorepo with Changesets and pnpm, using npm trusted publishing in GitHub Actions. | WebMCP-org/ | 104 | — | ~1.6k | Automated safety check: Notes | MIT | today |
| 31 | 31.Keel A skill your agent uses for ANY new software project from idea to release — websites, WordPress/WooCommerce plugins, MCP servers, web apps, components, or libraries. | joseconti/ | 190 | — | ~11k | Automated safety check: Warn | GPL-3.0-or-later | 2 mo ago |
| 32 | Builds remote MCP (Model Context Protocol) servers on Cloudflare Workers with tools, OAuth authentication, and production deployment. | CommandCodeAI/ | 133 | — | ~1.5k | Automated safety check: Pass | MIT | 7 mo ago |
| 33 | 33.Add Gitmcp Adds a GitMCP URL for a GitHub repository to the project's MCP configuration (.cursor/mcp.json). | Cybereason-Public/ | 280 | — | ~919 | Automated safety check: Pass | GPL-2.0 | yesterday |
| 34 | 34.MCP Manager Manage MCP (Model Context Protocol) servers for openclacky: add, list, probe, remove, reconfigure. | clacky-ai/ | 1.2k | — | ~3k | Automated safety check: Pass | MIT | today |
| 35 | Reaching other systems from an Arandu (Go) application, and letting them reach it -- the client of an external API with its interface and fake, webhooks sent and received, and tools, resources and… | arandu-io/ | 281 | — | ~3.1k | Automated safety check: Pass | MIT | today |
| 36 | 36.Publishing Publishing and release workflow with semantic-release and GitHub Actions | adeze/ | 188 | — | ~398 | Automated safety check: Pass | MIT | 2 mo ago |
| 37 | Inspect Horizon cloud offers and companions, control explicitly authorized companion workers, use a worker Local Network Bridge, or ask for GitHub access from a cloud worker through public MCP tools. | peters/ | 716 | — | ~311 | Automated safety check: Pass | MIT | today |
| 38 | Build agentic applications with GitHub Copilot SDK. An agent skill from github/awesome-copilot. | github/ | 40k | 4 repos | ~6.3k | Automated safety check: Pass | MIT | yesterday |
| 39 | Create, update, and manage GitHub issues using MCP tools. An agent skill from github/awesome-copilot. | github/ | 40k | 2 repos | ~2.3k | Automated safety check: Pass | MIT | yesterday |
| 40 | Query official Microsoft documentation to find concepts, tutorials, and code examples across Azure, .NET, Agent Framework, Aspire, VS Code, GitHub, and more. | microsoft/ | 77k | 3 repos | ~1.2k | Automated safety check: Pass | MIT | today |
| 41 | Generate an A2A agent card JSON by analyzing agent source code in a folder or GitHub URL. | agentic-community/ | 968 | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 42 | Lists and calls the tools of connected integrations such as Linear, GitHub, Sentry or Notion through the superset mcp command, without storing a token on the machine. | superset-sh/ | 15k | — | ~1.6k | Automated safety check: Warn | Unknown | today |
| 43 | Validate that Copilot CLI can see all repo skills, MCP servers, and custom instructions. | microsoft-foundry/ | 127 | — | ~736 | Automated safety check: Pass | MIT | 5 mo ago |
| 44 | Generate an MCP server card JSON (mcp-gateway-registry format) by analyzing server source code in a folder or GitHub URL. | agentic-community/ | 968 | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | today |
| 45 | Interface for MCP (Model Context Protocol) servers via CLI. An agent skill from github/awesome-copilot. | github/ | 40k | 1 repo | ~633 | Automated safety check: Pass | MIT | yesterday |
| 46 | Reference for GitHub MCP server tools, methods, and usage patterns. | github/ | 5.4k | — | ~4.8k | Automated safety check: Pass | MIT | today |
| 47 | Run and integrate Skillz MCP server with Docker for skill execution. | github/ | 5.4k | — | ~905 | Automated safety check: Pass | MIT | today |
| 48 | 48.MCP CLI A skill your agent uses when a research task needs a single tool from a named MCP server that is not already mounted, and the mcp CLI (github.com/f/mcptools) is the way to call it. | romiluz13/ | 165 | — | ~765 | Automated safety check: Notes | MIT | 2 days ago |