How real projects configure their agents

43,786 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
k9fr4n/thruk-mcp mcp server for thruk monitoring 1 Claude Code 1 1,789 tok
rowbotik/bambu-printer-mcp MCP server for Bambu Lab 3D printers — STL manipulation, BambuStudio slicing, and direct p 1 Claude Code 1 535 tok
Wafleem/stm32cubemx_mcp An MCP for agents to better use CubeMX 1 Codex, OpenCode 1 183 tok
wuwux666/RAG-MCP-SERVER 1 Claude Code, Codex 10 —
nbiish/betterbrowsermcp Browser MCP — multi-agent local browser automation. Drop-in upgrade of @browsermcp/mcp wit 1 Claude Code, Codex, OpenCode 2 3,978 tok
woodwosj/GhostShell MCP-native credential vault — AI agents authenticate without holding secrets 1 Claude Code, Codex, OpenCode 5 286 tok
rollecode/obsidian-remote-mcp Remote Obsidian MCP server with OAuth 2.1, for Claude.ai custom connectors and Claude Code 1 Claude Code 1 427 tok
tradingvolatility/tv-mcp pypi.org Lets any AI agent discover and retrieve options market-structure data (GEX, gamma flip lev 1 Codex, OpenCode 1 740 tok
kimss-ai/kimss-python-sdk Official Kimss Python control-plane SDK (PyPI: kimss). Register agents, report usage, MCP 1 Claude Code, Cursor 2 305 tok
la-rebelion/hapi-cli-website hapi.mcp.com.ai Command-line tool for managing MCP Servers with no shadow code 1 GitHub Copilot 1 614 tok
rajesh-kayal-dev/resume-assistant-mcp mcpize.com MCP server for ATS resume analysis — parse, score, improve resumes and generate cover lett 1 Claude Code 1 746 tok
galimar/veridge The always-fresh, low-token map of a whole project — docs, code (to the symbol, multi-lang 1 Codex, OpenCode 1 511 tok
griffin-goepper/goetta-finance-mcp Ask Claude about your finances. A local-first MCP server that syncs accounts and transact 1 Claude Code 1 7,170 tok
AryanBV/pdf-edit-mcp MCP server for format-preserving PDF text editing — find, replace, and batch-edit text in 1 Claude Code 1 1,156 tok
yamayued/houjin-bangou-api-mcp MCP server for the Japan National Tax Agency Corporate Number API 1 Codex, OpenCode 1 645 tok
gbram1/hivemind hivemindai.dev 1 Claude Code 1 1,846 tok
Strand-AI/figma-slides-mcp 1 Claude Code 2 441 tok
kuaizhongqiang/TencentAgentMemoryBridge Memory bridges for AI Agents — wraps TencentDB Agent Memory (4-tier local long-term memory 1 Claude Code, Codex 3 1,431 tok
gabrielbryk/arc-devtools-mcp Arc-compatible MCP server for Chrome DevTools. Fork of chrome-devtools-mcp with an --arc m 1 Codex, OpenCode 1 206 tok
deja111vu/docuflow A unified interface for AI agents and scripts to work with office documents: `.docx`, `.xl 1 Claude Code 1 —
ianf-ai/take-ur-turn npmjs.com TUT (Take Ur Turn): multi coding-agent collaboration via a local Context Hub — append-only 1 Codex, OpenCode 1 1,104 tok
Theorvane/proxmox-mcp A safety-gated TypeMCP server for the Proxmox VE API. 1 Codex, OpenCode 1 60 tok
kapong/mcp_code_conventions 1 Claude Code 1 3,227 tok
lleontor705/agent-mailbox-mcp MCP Server for inter-agent messaging — SQS-style mailbox for multi-agent AI systems 1 Claude Code 1 1,433 tok
pyros-projects/beads-viz Read-only task graph visualizer for Beads projects — MCP App for Claude Desktop and VS Cod 1 Claude Code, Codex, OpenCode 21 1,897 tok
Wsyjq/pollux 1 Claude Code, Codex, OpenCode 2 444 tok
zerotrust-labs/solodit-mcp 1 Codex, OpenCode 1 541 tok
datacraftdevelopment/MCP_RCC_SP 1 Claude Code 1 1,827 tok
orkait/hyperstack Disciplined Engineering Harness for AI Agents. MCP server + 21 adversarial skill gates. Re 1 Codex, Gemini CLI, OpenCode 2 417 tok
ammilam/mcp-vibe-coding-tools 1 GitHub Copilot 5 11,089 tok
galacoder/mcp-whisper-transcription MCP server for audio/video transcription using MLX-optimized Whisper models 1 Claude Code 1 2,054 tok
menaje/codex-mcp-bridge-for-chatgpt A policy-enforcing Streamable HTTP MCP bridge from ChatGPT to local Codex. 1 Codex, OpenCode 1 407 tok
64kramsystem/dos-mcp DOS-specific MCP tools for Ghidra and DOSBox-X 1 Claude Code, Codex, OpenCode 2 73 tok
tody-agent/affiliate-product Affiliate Marketplace Connector & Master Orchestrator — E-Commerce Intelligence MCP Server 1 Codex, Gemini CLI, OpenCode 2 1,387 tok
ygtdgn/codebase-indexer Semantic codebase indexer with Ollama + Qdrant, MCP server for Claude Code and Codex 1 Claude Code, Codex, OpenCode 2 1,889 tok
AlexSKorn/TailscaleMCP MCP server that exposes your Tailscale tailnet as a queryable resource for LLMs 1 Claude Code 1 435 tok
tattooinmtl/BlenderMCP_Dominator 1 Claude Code 3 —
sandraschi/bilibili-mcp Bilibili (B站) content-intelligence bridge - search, trending, video intel and transcript s 1 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 2,097 tok
BIH-CEI/zotero-comfort Comfort layer for Zotero MCP integration with high-level research workflows 1 Claude Code, Codex, OpenCode 2 333 tok
mpeciakk/warframe-mcp MCP server that gives AI assistants real-time access to Warframe game data 1 Claude Code, Gemini CLI 2 2,682 tok
JorgeHI/mcp-harmony-context MCP to provide harmony API and tool context 1 Claude Code 1 558 tok
davidmosiah/ninenine-mcp Unofficial local-first 99 passenger MCP. Never pays by default. 1 Codex, OpenCode 1 227 tok
hunmer/procm-mcp 1 Claude Code, Codex, OpenCode 5 2,634 tok
SMSMy/shamela-mcp 1 Claude Code, Codex, OpenCode 2 7,245 tok
ylz201/keyvault 🔐 Lightweight secrets manager for LLM Agents. CLI + MCP Server + Python SDK. 1 Claude Code, Codex 2 —
maehr/quarto-cli-mcp A thin MCP server that wraps the Quarto CLI. 1 Claude Code, Codex, OpenCode 2 3,100 tok
ghchinoy/docstats ghchinoy.github.io Readability assessment API and MCP Server 1 Codex, OpenCode 1 916 tok
plokdalberb-byte/cutible Agent-native montage engine: Timeline-as-Data, verb API, deterministic FFmpeg render, QC l 1 Codex, OpenCode 1 889 tok
qwe7002-ai/tplink-easy-smart-switch-mcp TypeScript + Bun MCP server for TP-Link and Mercury Easy Smart switches. It works through 1 Claude Code 3 —
gaowenting0303/agent-resume An AI Agent engineering project for quickly reusing resumes for “one position, one resume” 1 Claude Code 1 —