31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736
All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84
| Project | Stars | Configures | Files | Always loaded |
|---|---|---|---|---|
| alezmad/claudemesh A peer-to-peer mesh for Claude Code sessions. E2E encrypted. ed25519 + libsodium. MIT. | 0 | Claude Code | 2 | 683 tok |
| djfunboy/joint-chiefs jointchiefs.ai Multi-model AI code review orchestrator with hub-and-spoke debate | 0 | Claude Code, Codex, OpenCode | 2 | 1,390 tok |
| enrique-z/agentdata-mcp-server agentdata.eu AgentData.eu MCP Server - The ultimate Data-as-a-Service (DaaS) API designed explicitly fo | 0 | Claude Code | 1 | 409 tok |
| ryandrew14/osrs-wikisync-mcp Personal MCP server exposing an OSRS character's public data (WikiSync + official HiScores | 0 | Claude Code | 1 | 2,729 tok |
| shakiltousif/http-security-headers-mcp mcpize.com Analyze and score HTTP security headers (CSP, HSTS, CORS, cookies) with actionable fix rec | 0 | Claude Code | 1 | 474 tok |
| klappy/bee-ai-auth-mcp Self-host-first, OAuth-secured MCP server that brings your Bee AI pendant’s conversations | 0 | Claude Code, Codex, OpenCode | 2 | 1,578 tok |
| tzangms/shoplinemcp | 0 | Claude Code | 1 | 426 tok |
| jaccoklouwer/ast-indexer MCP Server for indexing Git repositories using AST parsing | 0 | Claude Code, GitHub Copilot | 2 | 1,579 tok |
| MCDxAI/baritone-docs-mcp Model Context Protocol server for Baritone documentation | 0 | Claude Code | 1 | — |
| liuhaotian2024-prog/gov-mcp Governed execution layer for AI agents — MCP server with Y*gov runtime enforcement | 0 | Claude Code, Codex, OpenCode | 4 | 121 tok |
| Para-FR/satelia-mcp-starter Base de depart pour creer un serveur MCP (Model Context Protocol) et y ajouter ses outils. | 0 | Claude Code | 1 | 630 tok |
| bradbogdan/kalendia-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 732 tok |
| TMHSDigital/local-ai-mcp tmhsdigital.github.io Unified MCP server for managing local model runtimes (Ollama, LM Studio, and more): provid | 0 | Claude Code, Codex, Cursor, OpenCode | 3 | 1,293 tok |
| Revens2/waw-mcp World Agentic Web MCP server: real email identity, OTP reading, autonomous signup, MCP dis | 0 | Claude Code, Codex, OpenCode | 13 | 2,601 tok |
| rsp2k/pypi-query-mcp-server A Model Context Protocol (MCP) server for Python package intelligence, providing structure | 0 | Claude Code | 1 | — |
| VictorNain26/pexels-mcp-server Model Context Protocol server for the Pexels API (free stock photos and videos) | 0 | Claude Code | 1 | 3,072 tok |
| ZRZRING/vision-mcp | 0 | Claude Code, Codex | 1 | — |
| bitlabsdevteam/SnowFlask_managed_MCP_SERVER A managed MCP server of SnowFlake | 0 | Claude Code | 1 | 4,409 tok |
| Centrepoint-Church/mcpbrain mcpbrain — personal brain daemon (local sync, embed, graph) | 0 | Claude Code | 1 | 34,327 tok |
| get-mdpilot/MDPilot-mcp md-pilot-mcp.vercel.app | 0 | Claude Code, Codex, OpenCode | 3 | 959 tok |
| shinypebble/openai-ads-mcp | 0 | Claude Code, Codex, OpenCode | 2 | 15 tok |
| RextonWong/sellabot-mcp sellabot-mcp is an MCP (Model Context Protocol) server that lets AI assistants like Claude | 0 | Claude Code | 1 | 8,199 tok |
| Sanpelegrino/tableau-mcp-test Fresh upstream clone of tableau/tableau-mcp for isolated MCP testing | 0 | Claude Code | 2 | 2,160 tok |
| ratulotron/sc-mcp Unofficial read-only MCP server wrapping the Scalable Capital sc CLI | 0 | Claude Code | 1 | 692 tok |
| selamy-labs/reddit-mcp selamy.dev reddit-mcp — a small, terms-aware MCP server exposing read-only Reddit research as typed t | 0 | Claude Code | 1 | — |
| hor-net/llm-wiki-kiss Wiki KISS self-hosted per agenti AI: file Markdown + server MCP (stdio) + REST API fallbac | 0 | Claude Code, Codex | 2 | — |
| lordraw77/zabbix-mcp | 0 | Claude Code | 1 | — |
| WhileTrueBlackObelizk/shared-workspace-mcp Shared Workspace MCP server for agent handover, pipelines, code tools, and token usage tra | 0 | Claude Code, Codex, OpenCode | 2 | 1,050 tok |
| selamy-labs/dispatch-mcp selamy.dev Security-constrained MCP server: dispatch a unit of work to an allowlisted org-user/repo l | 0 | Claude Code | 1 | — |
| selamy-labs/memory-mcp selamy.dev MCP server over the fleet markdown-memory store: read + careful-write of memories as typed | 0 | Claude Code | 1 | — |
| FengLiangcheng-hfut/AcademicAgent ScholarMind: A multimodal academic research Agent for LLM Agent papers via MCP | 0 | Claude Code | 1 | 1,321 tok |
| rasvan-ghiliciu/test_mcp | 0 | Claude Code | 1 | 783 tok |
| leedw80/naver-mcp | 0 | Claude Code | 1 | 575 tok |
| Jin-HoMLee/marginalia Turn any Markdown into a browser-based, click-to-comment thread. A Claude Code plugin: com | 0 | Claude Code | 1 | 969 tok |
| dpaula/chatgpt-codex-local-mcp Local MCP server for ChatGPT/Codex workspace access | 0 | Claude Code, Codex, OpenCode | 13 | 187 tok |
| BinaryKitten/claude-mesh a small mcp to allow claude instances to message each other | 0 | Claude Code | 1 | 1,836 tok |
| selamy-labs/telemetry-mcp selamy.dev Read-only MCP server querying a configurable metrics backend (BigQuery-ready), schema-agno | 0 | Claude Code | 1 | — |
| Benrishty/sql-assistant-mcp Read-only MCP server for SQL Server / Azure SQL with Microsoft Entra ID auth. Fork of @fab | 0 | Claude Code | 12 | — |
| WolfzTech/Ifc-Mcp | 0 | Claude Code | 1 | — |
| frontier-infra/roundtable roundtable.sh Convene a council of frontier models — Grok · Codex/OpenAI · GLM · MiniMax · Claude · Gemi | 0 | Claude Code, Codex, OpenCode | 1 | 1,271 tok |
| M0-AR/agent-reach-mcp | 0 | Claude Code | 1 | 626 tok |
| Faxtom/notebooklm-mcp MCP server for NotebookLM - multi-browser auth, Helium support, one-command login+setup | 0 | Claude Code | 4 | 1,272 tok |
| tutorcruncher/github-mcp | 0 | Claude Code | 2 | 634 tok |
| aperswal/motus motus-sable.vercel.app Find the cheapest flights that land a whole group within one shared arrival window. All-in | 0 | Claude Code, Codex, OpenCode | 2 | 79 tok |
| ogunbaysal/xengager-mcp | 0 | Claude Code | 2 | 723 tok |
| AshciR/quickbooks-online-mcp | 0 | Claude Code | 1 | 1,801 tok |
| krishnagutta/workato-dev-mcp | 0 | Claude Code | 1 | 1,075 tok |
| minhtzy/MCP | 0 | Claude Code | 1 | — |
| mtuska/hacknplan-mcp | 0 | Claude Code | 1 | — |
| DevelopmentAgentSDD/MCP-JiraCloud | 0 | Claude Code, Codex, OpenCode | 15 | 504 tok |