How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
uvidswqkscr89/leiga_mcp_smithery leiga_mcp_smithery 0 Codex, OpenCode 1 2,035 tok
rdwj/fda-mcp MCP Server for Looking Up Products on FDA Approval List 0 Claude Code, Codex, OpenCode 2 6,521 tok
Senpai-Sama7/Ultimate_MCP 0 Codex, OpenCode 1 655 tok
jerkovicl/flights-mcp 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
moonlitknight/mcp1template a clone of the mcp typescript template 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 3,787 tok
omd0/srt-mcp 0 Claude Code, Codex, Cursor, OpenCode 4 143 tok
SAK1337/myzerionmcp MCP for Zerion 0 Claude Code, Codex, OpenCode 5 3,851 tok
magemaclean/azure-devops-mcp The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agent 0 Codex, GitHub Copilot, OpenCode 2 1,098 tok
chirpon9/riot-docs-mcp RIot Games API Documentation MCP server 0 Codex, OpenCode 1 4,420 tok
gurdasnijor/my-smithery-app 0 Codex, OpenCode 1 3,841 tok
Isaac-theori/Vulnerable-MCP-server vulnerable-MCP-server for education 0 Codex, OpenCode 1 3,412 tok
Parichay-Pothepalli/financial-research-mcp 0 Codex, OpenCode 1 972 tok
PeeeBrain/gmail-mcp 0 Codex, OpenCode 1 389 tok
Anwesh43/ollama-apify-mcp Ollama apify mcp 0 Codex, OpenCode 1 4,493 tok
ozgurozkan123/mcpsmuggler Deployed MCP server from cyproxio/mcp-for-security 0 Codex, OpenCode 1 1,918 tok
cryptograss/pickipedia-mcp PickiPedia MCP Server - forked from ProfessionalWiki/MediaWiki-MCP-Server with middleware 0 Claude Code, Codex, OpenCode 2 2,433 tok
rahul23aug/codex-mcp-telegram 0 Codex, OpenCode 1 402 tok
luchiniatwork/openai-websearch-mcp 0 Codex, OpenCode 1 346 tok
LiamCarver/node-dev-mcp-server Node based MCP server exposing I/O and Git MCP tools. 0 Codex, OpenCode 1 30 tok
knishioka/cost-management-mcp A Model Context Protocol (MCP) server for unified cost management across cloud providers a 0 Claude Code, Codex, OpenCode 3 7,458 tok
Belkin-digital/yatracker-connector Ya Tracker MCP connector 0 Claude Code, Codex, OpenCode 2 2,591 tok
Xsaven/vector-memory-mcp 0 Claude Code, Codex, OpenCode 32 8,290 tok
crew-of-one/mcp-server--atlassian 0 Codex, OpenCode 1 713 tok
jeffreychuuu/lightrag_mcp 0 Codex, OpenCode 1 632 tok
hussainkazemian/mcp 0 Claude Code, Codex, GitHub Copilot 2 888 tok
kamiwaza-drew/tool-git Git tool MCP 0 Claude Code, Codex, OpenCode 9 2,031 tok
KumarDev7/colab-mcp Google Colab MCP 0 Codex, OpenCode 1 723 tok
maanasa-s-5539/CrashPoint-IOS-MCP 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,084 tok
hjsh200219/trading-by-clinical-trial Korean pharma clinical trial intelligence — MCP server + Claude Code plugin. 100-point sco 0 Claude Code, Codex, OpenCode 5 2,205 tok
Wootz/ado-onprem-mcp 0 Claude Code, Codex, OpenCode 2 2,312 tok
mattdkonig/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
RosTeHeA/streamline-mcp 0 Codex, OpenCode 1 403 tok
CoderRahul01/Taskup-mcp 0 Claude Code, Codex 2 —
tistaharahap/bhinneka-mcp 0 Claude Code, Codex, OpenCode 2 1,699 tok
ssasuoirafen/teams-mcp-server MCP server for Microsoft Teams via Graph API 0 Claude Code, Codex, OpenCode 2 2,814 tok
0xtlt/coolify-mcp MCP server for managing Coolify instances - control apps, deployments, and logs 0 Codex, OpenCode 1 779 tok
berryj85/mcp-server 0 Codex, OpenCode 1 710 tok
jrmatherly/mcp-context-forge 0 Claude Code, Codex, GitHub Copilot, OpenCode 6 4,859 tok
sergiolopez94/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
eKsiSLe/MCP4Ghidra This version actually works. 0 Codex, OpenCode 1 434 tok
matracey/mcp-server-template A starter template for building MCP (Model Context Protocol) servers in TypeScript 0 Codex, GitHub Copilot, OpenCode 2 1,026 tok
mvs5465-test/loki-mcp-server 0 Codex, OpenCode 1 507 tok
glebis/sketch-mcp-server 0 Claude Code, Codex, OpenCode 2 827 tok
hqu/datawrapper-mcp create Datawrapper charts and maps using prompts 0 Codex, OpenCode 1 1,534 tok
mythographica/strategy mnemonica MCP 0 Codex, OpenCode 1 4,053 tok
ddnet-repo/cardcatalog The certification authority for AI agents. Adversarial exams, Ed25519-signed credentials, 0 Codex, OpenCode 1 2,034 tok
ivkond/memoria The missing self-hosted memory backend for MCP clients. 0 Claude Code, Codex, OpenCode 1 1,400 tok
Belolipetsky/YooKassa-MCP 0 Codex, OpenCode 1 5,313 tok
JrJuni/recruit-ai-mcp 0 Claude Code, Codex, OpenCode 2 4,522 tok
nightwhite/sight-mcp npmjs.com MCP server for AI-powered image and video analysis - supports OpenAI, Claude, and multimod 0 Claude Code, Codex, OpenCode 6 841 tok