3,719 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.
Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960
All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| camoran89/mcp-commits | 0 | GitHub Copilot | 1 | 1,995 tok |
| camoran89/mcp-docs | 0 | GitHub Copilot | 1 | 1,287 tok |
| camoran89/mcp-scaffold | 0 | GitHub Copilot | 1 | 3,035 tok |
| coderifts/api-governance coderifts.com Contract-change authorization for AI agents. Only a granted change can proceed: one grant | 0 | GitHub Copilot | 1 | 1,148 tok |
| Gafoor2005/LAM-mcp MCP Server for web browser automation, achieving Large Action Model capabilities with pret | 0 | GitHub Copilot | 1 | 802 tok |
| h34tsink/websight Visual analysis MCP server for AI agents — Give your AI eyes to see, analyze, and verify v | 0 | GitHub Copilot | 1 | 831 tok |
| enoch-sit/gmail-mcp-server | 0 | GitHub Copilot | 1 | 408 tok |
| jdillick/mcp-test Quick prototype to integrate with VS Code | 0 | GitHub Copilot | 1 | 187 tok |
| guillaume-galp/dremio-mcp-lite Nodejs/Typescript lite Dremio MPC tool, to be used locally in your favorite IDE | 0 | GitHub Copilot | 1 | 1,143 tok |
| BACH-AI-Tools/mcp-server-azure-devops Azure DevOps reference server for the Model Context Protocol (MCP) | 0 | Claude Code, Codex, GitHub Copilot | 3 | 2,384 tok |
| agts86/database-remote-mcp | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 11 | 3,110 tok |
| jppradhan/ssh-mcp MCP server to execute commands in remote server via AI client and agents | 0 | GitHub Copilot | 1 | 177 tok |
| simarust/phrase-mcp-server A Model Context Protocol (MCP) server that provides seamless integration with Phrase Strin | 0 | GitHub Copilot | 1 | 268 tok |
| aniketbiswas/obsidian-mcp MCP Server to interact with Obsidian notes via LLMs | 0 | GitHub Copilot | 1 | 263 tok |
| fellnerd/dimetrics-mcp-server 🚀 Dimetrics MCP Server - 29 Tools für Apps, Categories, Services, Resources & Attributes | 0 | GitHub Copilot | 3 | 20,401 tok |
| sampritidas/MCP_Spike | 0 | GitHub Copilot | 1 | 163 tok |
| emrgcl/Azure-Region-Advisor An MCP (Model Context Protocol) server for testing Azure region latency. | 0 | Claude Code, GitHub Copilot | 2 | 151 tok |
| Qvakk/docs-scraper-shell-for-mcp | 0 | GitHub Copilot | 1 | 2,259 tok |
| ytthuan/powerpoint-python-pptx-mcp mcp server for powerpoint | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 6 | 7,816 tok |
| stijnv18/MCP-Server Very baisc mcp server | 0 | GitHub Copilot | 1 | 468 tok |
| starter-series/mcp-server-starter starter-series.github.io MCP server starter — TypeScript + npm OIDC publishing + CI/CD. Part of Starter Series. | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 3 | 1,719 tok |
| complynx/ff-mcp Firefox-attached MCP server | 0 | Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode | 4 | 1,003 tok |
| xTr161/TechnicalDocsMCP | 0 | GitHub Copilot | 1 | 891 tok |
| tom275275/google-workspace-mcp Personal Cloud Run deployment of taylorwilsdon/google_workspace_mcp | 0 | Claude Code, GitHub Copilot | 2 | 3,595 tok |
| l4b4r4b4b4/bim2sim-mcp | 0 | GitHub Copilot | 1 | 710 tok |
| bagwanpankaj/marketo-mcp Unofficial Marketo MCP to connect to Marketo | 0 | GitHub Copilot | 1 | 108 tok |
| silvino-av/mcp-puppeteer | 0 | GitHub Copilot | 1 | 157 tok |
| thousandmiles/lsp-mcp-server | 0 | GitHub Copilot | 1 | 746 tok |
| jurislm/langfuse-mcp MCP server for Langfuse — 13 tools for prompt management and observability | 0 | Claude Code, GitHub Copilot | 2 | 3,084 tok |
| akashnaykude/azure-boards-mcp-testcases | 0 | GitHub Copilot | 1 | 1,648 tok |
| elevanaltd/HestAI-MCP | 0 | Claude Code, GitHub Copilot | 6 | 1,187 tok |
| rbonitz/remarkable-mcp-http- | 0 | GitHub Copilot | 1 | 1,693 tok |
| dark-scientist/mcp | 0 | GitHub Copilot | 1 | 457 tok |
| jpnqs/team-docs-mcp MCP Server for semantic search over team documentation and knowledge base | 0 | GitHub Copilot | 1 | 497 tok |
| CalebGerman/mcp-taskflow MCP server for workflow orchestration, planning, and structured development | 0 | GitHub Copilot | 1 | 793 tok |
| rsbohn/mqtt-bridge A Bridge to MQTT for MCP Clients | 0 | GitHub Copilot | 1 | 781 tok |
| hizokabenitez/twitch_mcp | 0 | GitHub Copilot | 1 | 2,281 tok |
| J-o-n-a-t-h-a-n-M-u-e-l-l-e-r/lattice Infers the dependency graph hidden in a GitHub backlog, writes it into GitHub's native iss | 0 | Claude Code, Codex, GitHub Copilot, OpenCode | 7 | 1,948 tok |
| bigonil/azure-cost-management-mcp MCP Server for Azure Cost Management - WAF Cost Optimization and CAF aligned. Compatible w | 0 | GitHub Copilot | 1 | 1,134 tok |
| dev-tahir/get-best-image get best image mcp server | 0 | GitHub Copilot | 1 | 450 tok |
| akrym1582/sqldb-mcp-server | 0 | GitHub Copilot | 1 | 2,881 tok |
| howbizarre/b2bizzio-mcp | 0 | GitHub Copilot | 1 | 388 tok |
| velrys/mcp-server-ngzorro | 0 | GitHub Copilot | 1 | 1,034 tok |
| jenreh/appkit-bpmn-server MCP Server to generate and edit BPMN processes | 0 | Claude Code, Codex, GitHub Copilot | 5 | 12,610 tok |
| shashwatchandra/whoop-fastapi-mcp WHOOP FAST API MCP SERVER | 0 | GitHub Copilot | 1 | 506 tok |
| t-ogawa-dev/octopus-mcp-proxy t-ogawa-dev.github.io MCP Development Server | 0 | Claude Code, GitHub Copilot | 10 | 1,201 tok |
| yusakuvol/betting-method-mcp | 0 | Claude Code, GitHub Copilot, Cursor | 4 | 5,194 tok |
| ldastey-dev/devin-mcp | 0 | GitHub Copilot | 1 | 595 tok |
| RowelLewis/mcp-intacct-docs | 0 | GitHub Copilot | 1 | 1,395 tok |
| aleehamza25/voice-ai-mcp MCP Server for Voice AI website analysis - crawls websites and extracts business details | 0 | GitHub Copilot | 1 | 1,164 tok |