How real projects configure their agents

43,761 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 agents7,699Claude Code6,660Data and AI3,668Backend and APIs3,501Languages3,399Planning3,231Git and workflow3,226Code review2,759Testing2,389Memory and context2,368Writing and docs2,333DevOps and cloud2,313Research2,290Frontend2,267Security2,038Project management1,731

All Claude Code31,986 Codex23,430 OpenCode22,372 GitHub Copilot3,564 Gemini CLI1,915 Cursor1,742 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
zenjoy/realtime-register-mcp dm.realtimeregister.com An MCP server for interacting with the RealtimeRegister API 1 Claude Code 1 1,062 tok
francisco-perez-sorrosal/linkedin-mcp 1 Claude Code 1 2,619 tok
Volpestyle/swarm-mcp Host-neutral MCP server for cross-agent discovery, coordination, file locking, and task ha 1 Claude Code, Codex, OpenCode 4 128 tok
JKasteele/ai-act-companion huggingface.co Local-first, explainable EU AI Act risk classifier with risk-assessment/DPIA/bias/AI-secur 1 Claude Code, Codex, GitHub Copilot, OpenCode 4 546 tok
uchinx/mcp-atlassian 1 Codex, OpenCode 1 712 tok
sokunmin/mcp-proxy 1 Claude Code, Gemini CLI 2 1,273 tok
jodur/RDW-MCP 1 GitHub Copilot 1 312 tok
cskwork/keyword-rag-mcp MCP Knowledge Retrieval Server: An MCP server that searches Markdown documents using the B 1 Claude Code 1 514 tok
mickm3n/roam-research-mcp 1 Claude Code 1 438 tok
moikas-code/moidvk npmjs.com Devkit MCP 1 Claude Code 1 2,338 tok
snowhypers/LoanRiskLens_MCP 1 Claude Code, Codex, OpenCode 2 556 tok
CaptainCrouton89/google-mcp 1 Claude Code 1 583 tok
marius-cetanas/macos-mail-mcp MCP server for Apple Mail (macOS Mail.app) — read, search, compose, and manage emails via 1 Claude Code 4 5,874 tok
Hank-coder/chimera_mcp 1 Claude Code 1 4,875 tok
james-gibson/mcp 1 Claude Code 1 2,245 tok
mrgoonie/todo-mcp An usable TODO MCP server for your AI tools 1 Claude Code 1 188 tok
glatinone/BraveMCP Local-first MCP server that gives Claude Desktop searchable memory of your browsing histor 1 Claude Code 1 572 tok
LeonNonnast/mcpdevprompts MCP Dev Prompts Server 1 Claude Code 1 481 tok
eclipsevr-live/twitch-mcp A Model Context Protocol (MCP) server which allows MCP Clients (such as Claude) to connect 1 Claude Code 1 1,355 tok
adbarc92/mcp-browser-bridge npmjs.com MCP server giving AI assistants control of a real Chrome browser. Closed 11-tool surface, 1 Claude Code 2 1,117 tok
yigitkonur/example-mcp-stateful stateful MCP server with Redis sessions, event sourcing, and horizontal scaling 1 Claude Code 1 542 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
Magnolia-Tech-Services-LLC/ressourcespaceMCP 1 Claude Code 1 937 tok
akhilthomas236/mcp-jira-confluence-sse 1 GitHub Copilot 1 348 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
Limecooler/fda-mcp MCP server providing LLM-optimized access to FDA data via the OpenFDA API 1 Claude Code 1 641 tok
Nexus-Digital-Automations/crawl4ai-mcp 1 Claude Code 1 7,518 tok
yigitkonur/example-mcp-sse reference MCP server over SSE transport — calculator domain, teaching patterns 1 Claude Code 1 640 tok
CariotInc/cariot-mcp-server 1 Codex, OpenCode 1 106 tok
colintoh/clicky-mcp MCP server for Clicky Analytics 1 Claude Code 1 496 tok
tokusumi/wassden-mcp **Note: Early development phase. stable production use is not yet possible.** `wassden` i 1 Claude Code 1 2,811 tok
gnokit/mcp-datetime A minimal TypeScript MCP server that provides current local datetime in a clean single-lin 1 Claude Code 1 632 tok
Stefan-Nitu/mcp-xcode-server 1 Claude Code 1 384 tok
steveandroulakis/temporal-nexus-mcp-demo A comprehensive sample application demonstrating how to bridge Model Context Protocol (MCP 1 Claude Code 1 2,324 tok
NimbleBrainInc/mcp-echo A Model Context Protocol (MCP) service that provides echo tools for testing MCP protocol f 1 Claude Code 1 306 tok
azumausu/shogi-mcp 1 Claude Code 1 783 tok
fablefang/ai-conversation-logger-mcp ai conversation logger mcp 1 Claude Code 2 1,280 tok
ymyzk/nagoya-bus-mcp MCP server for Nagoya City Bus 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,493 tok
quanticsoul4772/grafana-mcp Grafana MCP Server - AI-powered Grafana integration 1 Claude Code 1 1,348 tok
git-guocc/QQChannelMCP 1 Cursor 1
Jercik/perplexity-agent-mcp An opinionated, coding-specialized, Model Context Protocol server that integrates Perplexi 1 Claude Code, Codex, OpenCode 2 7,929 tok
preangelleo/my-credentials-mcp 🔐 Secure PostgreSQL MCP Server with GitHub OAuth - Database access & credential generatio 1 Claude Code 2
satomic/Azure-AI-Image-Editor-MCP MCP Server that supports Azure AI Foundry image generation and editing capabilities. 1 GitHub Copilot 1 34 tok
CaseyRo/mcp-readwise MCP server for Readwise + Readwise Reader. Engagement-aware reads, write tools, and a mark 1 Claude Code, Codex, OpenCode 21 431 tok
Fayeblade1488/Fayeblade_mcp venice.ai Local MCP 1 GitHub Copilot 1 1,074 tok
ccchow/washington-law-mcp MCP server for offline access to Washington State laws (RCW) and court rules 1 Claude Code 1 1,403 tok
technophile-04/sre-mcp 1 Claude Code 3 5,279 tok
z1w2r3/doc-mcp 1 Claude Code 1 217 tok
TauqeerAhmad5201/docker-mcp-extension MCP for Docker 1 GitHub Copilot 1 1,424 tok
varlabz/duckduckgo-mcp DuckDuckGo MCP / CLI 1 GitHub Copilot 1 800 tok