How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
efirvida/wakatime-mcp 0 Codex, OpenCode 1 333 tok
doublebearoliver-cyber/mihomo-ai-failover Automatic failover for ChatGPT, Codex, WorkBuddy, Kimi, MiniMax and Mavis on macOS with Cl 0 Codex, OpenCode 1 1,121 tok
Gus2708/sftp-manager MCP server that lets any AI agent safely manage game servers over SFTP — sandboxed paths, 0 Claude Code, Codex, OpenCode 2 3,079 tok
ElvisGoodluck/treads-mcp 0 Codex, OpenCode 1 3,399 tok
redgreat/git_mcp_server Git service for agents to inspect code logic 0 Codex, OpenCode 1 1,253 tok
anshux1/health-care-mcp 0 Claude Code, Codex 5
SGTCS26/freshbooks-mcp-server FreshBooks MCP server (SilverGate fork — canonical token store) 0 Claude Code, Codex 1
clubvillarrealfc-oss/windows-computer-use-mcp Windows Computer Use MCP server - versión propia con correcciones de click UIA 0 Claude Code, Codex, Cursor, OpenCode 3 1,393 tok
jcappele/godot-docs-mcp fork of James Doyle's godot-docs-mcp with windows in mind 0 Codex, OpenCode 1 1,813 tok
badbat75/FattureInCloudMCP MCP server (stdio, TypeScript SDK) bridging the Fatture in Cloud API v2: CRUD on issued/re 0 Claude Code, Codex, OpenCode 2 985 tok
maki198906/-text-processor-mcp An MCP-ready text analysis server with a Gradio UI, allowing AI agents and users to summar 0 Codex, OpenCode 1 518 tok
pingrep/mcp-server keynodex.com Official PingRep MCP server for AI Representatives. Always on. Not the Pinboard CLI. 0 Codex, OpenCode 1 351 tok
dunkeln/bright_mcp bright-mcp.vercel.app Agent-oriented Bright Data capabilities over MCP, built with Bun and the OpenAI Apps SDK 0 Claude Code, Codex, OpenCode 2 10 tok
AndyAnh174/read-image-mcp MCP server dùng Gemini để đọc và mô tả ảnh. Hỗ trợ ảnh đơn, nhiều ảnh, và prompt tùy chỉnh 0 Claude Code, Codex 9
michaelalber/grounded-code-mcp Ground your AI coding agent in the books, standards, and docs you actually trust. A local 0 Claude Code, Codex, OpenCode 2 6,114 tok
Skeptomenos/google-workspace-mcp-advanced Google Workspace MCP server — 50+ async tools 0 Codex, OpenCode 1 509 tok
akshatbatra/attachpad MCP exposed context control center for AI agents 0 Claude Code, Codex 1
rodrigopg/mcp-brazil-marketplaces MCP Server para busca de anúncios na OLX Brasil (Python + FastMCP) 0 Claude Code, Codex, OpenCode 2 996 tok
1WorldCapture/codex-as-mcp Convert codex CLI tool to an MCP — unleash the power of GPT-5 0 Codex, OpenCode 1 656 tok
obrien-matthew/mcp-pihole MCP server for Pi-hole v6 0 Claude Code, Codex, OpenCode 2 302 tok
Jogesh6895/mcp-rss-feed-searcher An extensible Model Context Protocol (MCP) server for searching across multiple RSS feed s 0 Codex, OpenCode 1 1,815 tok
mountain-pass/addressr-mcp MCP server for Australian address search and validation via Addressr 0 Claude Code, Codex, OpenCode 3 1,016 tok
KeyserDSoze/GhostWriterFramework 0 Claude Code, Codex, OpenCode 2 960 tok
ryanfangk/claude-ai-mcp-demo claude-ai-mcp-demo.vercel.app 0 Claude Code, Codex, OpenCode 4 674 tok
vengat-0100/mcp_connector This project is to have a connector for claude to connect your CMS applications (which exp 0 Codex, OpenCode 1 360 tok
klauseduard/vibe-coded-jira-mcp 0 Claude Code, Codex, OpenCode 2 1,529 tok
koalyptus/ls-apis Public API Discovery for Humans & Agents 0 Codex, OpenCode 1 3,254 tok
galatanovidiu/mcp-adapter-implementation-example-bk 0 Codex, OpenCode 1 2,271 tok
tjackiet/bitbank-genesis-mcp-server-http-archive bitbank-genesis-mcp-server-http-archive 0 Claude Code, Codex, Cursor, OpenCode 7 2,164 tok
danimoya/sprinter Gated work-backlog tracker with priority scoring, a filter/sort UI, and a built-in MCP ser 0 Codex, OpenCode 1 426 tok
negrueu/linkedin-company-admin-mcp MCP server for LinkedIn Company Page administration (Python, Patchright, browser-first) 0 Claude Code, Codex, OpenCode 2 548 tok
StarGazer1995/mcp-stargazing An MCP server that provides real-time astronomical data, smart stargazing planning, and li 0 Claude Code, Codex, OpenCode 2 5,727 tok
fangshanzizhi/workbuddy-kimi-bridge WorkBuddy MCP bridge for kimi-code CLI (gRPC + HTTP + MCP 3-layer) 0 Codex, OpenCode 1 4,593 tok
krantiutils/proton-bridge-mcp 0 Codex, OpenCode 1 144 tok
jsynowiec/mcp-server-airly An MCP server that integrates the Airly API, enabling natural language interaction with ai 0 Claude Code, Codex, OpenCode 2 318 tok
quantumsoftwarelab/nanograph-mcp 0 Claude Code, Codex, OpenCode 2 813 tok
bitshelf/debug-console-mcp 0 Claude Code, Codex, OpenCode 2 1 tok
kujirahand/discord-webhook-mcp MCP Server for Discord webhook 0 Codex, OpenCode 1 159 tok
fuwadog/forge-mcp 0 Codex, OpenCode 1 1,725 tok
edurodelg/biwenger-mcp Fixed-price squad optimizer and API/MCP server for Biwenger World Cup 2026 0 Codex, OpenCode 1 3,373 tok
niawjunior/opencontext Give Claude Code structured context about your codebase. Manage modules, track staleness v 0 Claude Code, Codex, OpenCode 2 352 tok
jack-whimvy/vibecompass-mcp 0 Codex, OpenCode 1 255 tok
PaulVineethP/mcp-server-azure-devops mcp-server-azure-devops for on-prem TFS - audited & dependency-patched 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,565 tok
lucasastorian/edgarmcp Standalone open-source SEC EDGAR MCP server for Claude Desktop 0 Claude Code, Codex, OpenCode 2 1,341 tok
VirtualCoder0/rag-mcp-server A pluggable, observable, modular RAG (Retrieval-Augmented Generation) service framework. 0 Claude Code, Codex 9
chaselen/knife4j-mcp Lightweight MCP server for querying Knife4j / Swagger multi-module API docs via /swagger-r 0 Codex, OpenCode 1 912 tok
ftaricano/mcp-gmail-calendar Gmail and Google Calendar MCP Server integration 0 Claude Code, Codex, OpenCode 2 1,323 tok
steveramos21/ai-dba AI-DBA: Universal database copilot — diagnostics MCP server and CLI 0 Codex, OpenCode 1 1,092 tok
alphaelements/handoff-mcp MCP server that gives AI coding agents persistent memory across sessions 0 Codex, OpenCode 1 820 tok
foundryside-dev/warpline warpline — temporal change-impact authority for the Weft federation (MCP + CLI, local-firs 0 Claude Code, Codex, OpenCode 2 2,012 tok