How real projects configure their agents

23,799 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
Uky0Yang/agent-rules-lint pypi.org Lint AGENTS.md, CLAUDE.md, Cursor rules, and Copilot instructions for safer AI coding agen 1 Codex, OpenCode 1 165 tok
zzz030981-max/agent-context-lens DevTools for AI coding instructions: trace effective context across Codex, Claude Code, Cu 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 198 tok
hydershah/nextjs-ai-template AI-optimized web dev template with auto-routing Claude Code sub-agents, GitHub Copilot & O 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,049 tok
qduc/code-rag An MCP server that add semantic code search to your coding agent 1 Claude Code, Codex, OpenCode 2 1,354 tok
pvliesdonk/paperless-mcp pvliesdonk.github.io Paperless-NGX over MCP: search, read, upload and tag documents; manage correspondents and 1 Claude Code, Codex, OpenCode 16 4,053 tok
marmar9615-cloud/agentbridge-protocol An AI-native action layer that helps apps expose structured, permissioned actions for agen 1 Claude Code, Codex, OpenCode 2 4,865 tok
Mihai-Codes/tldraw-mcp-server The most comprehensive MCP server for tldraw — programmatic canvas toolkit for AI agents 1 Codex, OpenCode 1 3,719 tok
synchronicity-labs/mcp-server sync.so MCP server for the Sync API: give AI agents the ability to create lipsync videos, manage a 1 Claude Code, Codex, OpenCode 2 1,988 tok
tsilva/mcp-wandb 🔬 Query Weights & Biases experiments through MCP 📊 1 Claude Code, Codex, OpenCode 2 402 tok
HydroChlorix/googledrive-mcp-server 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,251 tok
KenLSM/node-huckleberry-mcp Huckleberry MCP server for Claude, Cursor, and other AI assistants. Query and log baby sle 1 Claude Code, Codex, OpenCode 2 2,662 tok
OpenCodeEngineer/chrome-devtools-mcp npmjs.org Chrome DevTools for coding agents 1 Codex, OpenCode 1 206 tok
QuickerHub/everything-mcp MCP server for fast cross-project file search via voidtools Everything (Windows) 1 Codex, OpenCode 1 673 tok
jleechanorg/mcp_agent_mail_archived Like gmail for your coding agents. Lets various different agents communicate and coordinat 1 Claude Code, Codex, OpenCode 6 4,139 tok
Byte-Naut/npu-vision-fallback Archived experiment: local OCR and OpenVINO NPU UI detection over MCP 1 Claude Code, Codex, OpenCode 2 3,563 tok
gitbosung/open-ALIO-mcp MCP server for Korean public institution information from ALIO and ALIO Plus. 1 Claude Code, Codex, OpenCode 2 1,292 tok
Volpestyle/swarm-mcp Host-neutral MCP server for cross-agent discovery, coordination, file locking, and task ha 1 Claude Code, Codex, OpenCode 2 128 tok
uchinx/mcp-atlassian 1 Codex, OpenCode 1 712 tok
seungwonme/prompt-new-mcp 1 Codex, OpenCode 1 351 tok
snowhypers/LoanRiskLens_MCP 1 Claude Code, Codex, OpenCode 2 556 tok
co-native-ab/graphdo-ts A TypeScript MCP server that gives AI agents scoped, low-risk access to Microsoft Graph. 1 Claude Code, Codex, OpenCode 17 4,416 tok
seabearDEV/Reverie seabear.dev A command-line information store for quick reference of frequently used data, with dot not 1 Claude Code, Codex, OpenCode 2 919 tok
CariotInc/cariot-mcp-server 1 Codex, OpenCode 1 106 tok
ymyzk/nagoya-bus-mcp MCP server for Nagoya City Bus 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,493 tok
Jercik/perplexity-agent-mcp code.j4k.dev Mirror of https://code.j4k.dev/j4k-oss/perplexity-agent-mcp 1 Claude Code, Codex, OpenCode 2 9,769 tok
CaseyRo/mcp-readwise MCP server for Readwise and Reader: markdown to real EPUB in your Reader library, engageme 1 Claude Code, Codex, OpenCode 22 821 tok
philipithomas/ghost-mcp mcp.contraption.co An experimental MCP server for Contraption Company essays 1 Codex, OpenCode 1 619 tok
Knuckles-Team/archivebox-api ArchiveBox API and MCP Server 1 Claude Code, Codex, OpenCode 2 3,975 tok
waTeim/cnpg-mcp An MCP Server for the Cloud Native PG Controller 1 Codex, OpenCode 1 879 tok
protosskai/chatgpt-context-mcp 1 Codex, OpenCode 1 754 tok
berthojoris/katcoder-mysql-mcp 1 Codex, OpenCode 1 90 tok
PrinceGupta1999/graylog-mcp Unofficial Graylog MCP 1 Claude Code, Codex, Cursor, OpenCode 3 1,109 tok
bleugreen/kicad-mcp 1 Codex, OpenCode 1 641 tok
iPraBhu/mcp-perforce-server npmjs.com Enterprise-grade MCP server enabling AI assistants (Claude, Cursor, Copilot, ChatGPT) to s 1 Codex, OpenCode 1 5,893 tok
aakashH242/mcp-playwright aakashh242.github.io Playwright Model Context Protocol Server - Tool to automate Browsers and APIs in Claude De 1 Codex, OpenCode 1 658 tok
nxxxsooo/mcp-server-wechat-mp MCP Server for WeChat Official Account (微信公众号) 1 Codex, OpenCode 1 717 tok
a-wiseguy/invoiceninja-mcp if the invoice i sent is too high, blame claude. 1 Codex, OpenCode 1 1,402 tok
eficode/mcp-agileday MCP server for agileday 1 Codex, OpenCode 1 1,028 tok
sandraschi/observability-mcp FastMCP 3.2 observability server for monitoring MCP ecosystems with OTel and Grafana 1 Claude Code, Codex, Cursor, OpenCode 4 516 tok
waynebaby/MCPTokenBridge 1 Codex, GitHub Copilot, OpenCode 2 1,318 tok
jscraik/mKit MCP Server Boilerplate for Cloudflare Workers 1 Claude Code, Codex, OpenCode 2 633 tok
adrianmikula/JakartaMigrationMCP 1 Codex, Cursor, OpenCode 4 4,267 tok
creative-koalas/kmux Block-oriented terminal MCP server, tailored for AI/LLMs 1 Codex, OpenCode 1 47 tok
jorben/mcp-server A unified MCP (Model Context Protocol) server with pluggable tools. 1 Codex, OpenCode 1 1,085 tok
antonio-mello-ai/mcp-slack MCP server for slack 1 Codex, OpenCode 1 573 tok
cvsloane/mainwp-mcp 1 Claude Code, Codex, OpenCode 2 245 tok
aferreiraguido/python-mcp-server MCP Server For Deterministic PYTHON Analysis 1 Codex, OpenCode 1 820 tok
mrorigo/simple-memory-mcp Personal memory MCP server backed by SQLite FTS5 BM25 search with temporal reranking. 1 Codex, OpenCode 1 808 tok
alDuncanson/gcal-mcp pypi.org Google Calendar MCP server 1 Codex, OpenCode 1 265 tok
quartz-labs-dev/pabal-resource-mcp npmjs.com MCP server for bidirectional conversion between ASO and web SEO data. 1 Codex, OpenCode 1 655 tok