How real projects configure their agents

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
lucas-denzer/n8n-mcp 0 Claude Code 9 2,577 tok
cstillick/civicgraph-mcp A money-in-politics knowledge graph as an MCP server — links FEC donations, Senate LDA lob 0 Claude Code 1 787 tok
Desz01ate/math-mcp A secure Model Context Protocol (MCP) server for mathematical expression evaluation with s 0 Claude Code 1 897 tok
cstillick/who_reps-mcp Address -> your elected officials, as an MCP server. A free, open replacement for Google's 0 Claude Code 1 747 tok
xian-technology/xian-mcp-server Model Context Protocol (MCP) server for AI assistants to interact with the Xian blockchain 0 Claude Code, Codex, OpenCode 2 4,667 tok
nitishkthakur/ExcelMCPAdvanced 0 Claude Code 1 925 tok
cablate/memory-lancedb-mcp MCP server for LanceDB-backed long-term memory with hybrid retrieval (Vector + BM25), cros 0 Claude Code 1 1,019 tok
RumblyAI/remote-mcp-server-authless-rumbly 0 Claude Code 1 460 tok
halfords-pro/calculator An MCP server providing calculator tools for accounting and tax calculations 0 Claude Code 1 361 tok
yone-k/discord-mcp MCP server for the Discord API 0 Claude Code 1 1,925 tok
theepicsaxguy/qdrant-codebase-mcp 0 Claude Code, Codex, OpenCode 2 1,607 tok
AlobarQuest/infraops-mcp-server 0 Claude Code 3 6,361 tok
hiro-777-sky/fitbit_mcp Access your Fitbit health data (sleep, activity, heart rate, weight) via MCP 0 Claude Code 1 158 tok
buddhistrhythm/claw-household Household inventory management agent with MCP skills 0 Claude Code 1 2,055 tok
fritzprix/fred-mcp 0 Claude Code, Codex 1 —
ahmeda14960/mcp-comms vibe coded MCP to let the agents talk to one another across sessions 0 Claude Code 1 398 tok
gdebenedetti/granola-local-archive Unofficial local MCP server and archive for chatting with Granola notes, summaries, and tr 0 Claude Code, Codex, OpenCode 4 228 tok
cstillick/statefinance-mcp State-level campaign finance as an MCP server, through one common schema. Donors, expendit 0 Claude Code 1 757 tok
2799662352/apiyi-mcp-server MCP Server for API易 / Gemini API integration with multimodal file processing support (vide 0 Claude Code 1 1,168 tok
soundbytelabs/sbl-debugger-mcp 0 Claude Code 1 1,316 tok
Mofesto/ctbcsec-api-mcp-server 0 Claude Code, Codex 15 —
henryperkins/my-mcp-github 0 Claude Code 4 2,817 tok
olaoluwagureje1/my-mcp-server 0 Claude Code 3 5,279 tok
donbr/graphiti-fastmcp Standalone Graphiti MCP server using the FastMCP library 0 Claude Code 11 6,243 tok
Codename-11/openclaw-mcp MCP server for Claude Code to talk to OpenClaw AI agents 0 Claude Code 1 512 tok
Tonetete/gitlab-mcp-server A gitlab mcp server for using with your code agent 0 Claude Code 1 585 tok
informatics-isi-edu/deriva-mcp 0 Claude Code 1 1,925 tok
ianphil/promptbin Web and MCP for sharing prompts 0 Claude Code, Codex, OpenCode 10 2,164 tok
hjsh200219/meta-mcp Instagram Ads MCP Server - Meta Marketing API wrapper for Model Context Protocol 0 Claude Code, Codex, OpenCode 2 1,463 tok
fr0ster/mcp-abap-adt-proxy MCP proxy server for SAP ABAP ADT - proxies local requests to cloud-llm-hub with JWT authe 0 Claude Code 1 1,740 tok
edgen-design/edgen-figma-to-code-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
JaiminBrahmbhatt/Global-Entry-Appointment-Scanner Scan for Global Entry & NEXUS appointment slots and get notified instantly via email, Disc 0 Claude Code 1 728 tok
intellieffect/agentic-cms Open-source Agentic CMS — MCP server that turns any CMS backend into an AI-agent-ready con 0 Claude Code, Codex, OpenCode 2 3,527 tok
zriyansh/customgpt-mcp 0 Claude Code 1 1,500 tok
xpcoffee/nvim-markdown-notes-memgraph Standalone CLI for Memgraph + MCP server with Docker Compose orchestration for nvim-markdo 0 Claude Code 3 356 tok
skamei0214/strava-claude MCP to pull Strava activities into Claude 0 Claude Code 1 186 tok
asadhuddleduck/thread-storm MCP server for Threads API — read posts, check engagement, and publish threads from Claude 0 Claude Code 1 625 tok
brandon-fryslie/electric-cherry Electron debugging MCP server for renderer (CDP) and main process (V8 Inspector) 0 Claude Code 1 130 tok
yokonao/claude-code-traceparent Verifying whether Claude Code adds W3C Trace Context to requests sent to MCP Servers 0 Claude Code 1 —
makiichikawa/stock-mcp-server An MCP server for discussing stock investment strategies 0 Claude Code 1 594 tok
Danksai/mcp-server-python-mqngetev Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
ddolmange00/safesign-mcp 0 Claude Code 9 3,244 tok
inkan-tech/DebugPilot VS Code extension exposing Debug Adapter Protocol via MCP to AI agents 0 Claude Code 1 624 tok
pizza6899-crypto/portcall Plugin gateway that serves local MCP servers over HTTP 0 Claude Code 3 850 tok
karan68/proofgate proofgate-six.vercel.app Pre-execution URL safety firewall for autonomous agents, powered by Telegraph and x402. 0 Claude Code, Codex, OpenCode 2 159 tok
ambo-sk/mcp-google-ads Google Ads MCP server on Cloudflare Workers — API v25, 46 tools, TypeScript 0 Claude Code 1 952 tok
garusis/hire-me-mcp hire-me-mcp-web.vercel.app 0 Claude Code, Codex, OpenCode 5 2,368 tok
goldenpathdigital/notes-mcp-server MCP server for saving project notes and design decisions to SQLite 0 Claude Code 1 610 tok
1OOyan/mcp-memory MCP Memory Server with vector embeddings and persistent storage for AI agents 0 Claude Code 1 225 tok
saselvan/graph-rag-mcp-server-fixed Fixed fork of graph-rag-mcp-server with ChromaDB embed_query fix 0 Claude Code, Codex, OpenCode 2 2,966 tok