How real projects configure their agents

22,224 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
govindgnair23/redflag-mcp MCP Server for AML red flags 0 Claude Code, Codex, OpenCode 2 1,927 tok
juice094/devbase The open-source World Model Compiler for developer workspaces. One engine for code context 0 Claude Code, Codex, OpenCode 2 7,464 tok
michaeljabbour/video-mcp Multi-provider video generation MCP server (Google Veo 3.1 primary; Grok Imagine + Sora 2 0 Codex, OpenCode 1 688 tok
Kaskad-Lending/kaskad-mcp kaskad.app MCP server for Kaskad Protocol - supply, borrow, repay, withdraw, stake, claim rewards, an 0 Codex, OpenCode 1 5,245 tok
TICnine/autotask-mcp 0 Claude Code, Codex, GitHub Copilot, OpenCode 59 22,920 tok
LEO0047/line-chat-advisor-mcp-ai-assistant Read-only LINE chat context and reply advisor for ChatGPT Remote, Codex, and MCP-compatibl 0 Codex, OpenCode 1 804 tok
Clueless-Creations/google-play-store-mcp Secure, dry-run-first Google Play Store listing automation for CLI and MCP agents 0 Claude Code, Codex, OpenCode 2 533 tok
dyuhaus/dy-mcp-demo Public, unauthenticated demo of dy-mcp (MCP personal-context server). Resets hourly. Live 0 Claude Code, Codex, OpenCode 2 1,748 tok
dragonheart8787/opendata-mcp 0 Codex, OpenCode 1 13,652 tok
dev-sathya17/mcp-server-python-mrt1npyt Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
JustWang1110/jira-toolkit MCP integrating JIRA capabilities 0 Codex, OpenCode 1 346 tok
Renoyz/renpy-mcp-creator 0 Codex, OpenCode 1 1,543 tok
Marciommc/warden Constitutional runtime for AI agents — agents cannot mint their own authority 0 Codex, OpenCode 1 762 tok
GhadiSaab/ctx-memory Universal memory layer for AI coding agents, persist context across sessions and switch se 0 Claude Code, Codex, OpenCode 2 3,948 tok
lluvr/frame-check blog.clarethium.com Structural framing analysis as an MCP server with deterministic detection. The caller's ag 0 Codex, OpenCode 1 1,538 tok
wojtekkura/purple-mcp Purple AI MCP Server - Access SentinelOne Services with any MCP client 0 Claude Code, Codex, OpenCode 2 4,656 tok
liuqihonggit/mcp-cli-bridge 0 Claude Code, Codex, OpenCode 5 6,593 tok
CarlDog/plex-mcp MCP server for Plex Media Server, packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,446 tok
CarlDog/downloader-mcp MCP server for download clients (SABnzbd, qBittorrent), packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,288 tok
CarlDog/servarr-mcp MCP server for the Servarr stack (Sonarr, Radarr, Lidarr, Readarr, Prowlarr), packaged as 0 Claude Code, Codex, OpenCode 2 5,186 tok
drasticstatic/robinhood-mcp Robinhood MCP — Fortuna trading system working copy. Upstream: verygoodplugins/robinhood-m 0 Claude Code, Codex, OpenCode 2 3,096 tok
benzkittisak/claude-codex-mcp 0 Codex, OpenCode 1 8 tok
Hamid-K/avanza-mcp A TUI client for Avanza, developed mainly as an interface for LLM based automation in trad 0 Claude Code, Codex, Gemini CLI, OpenCode 3 24 tok
Yeom/yummy-research-mcp 0 Codex, OpenCode 1 203 tok
BradMorphsters/tuskledger-mcp tuskledger.com Model Context Protocol server for Tusk Ledger — gives your AI assistant typed access to yo 0 Codex, OpenCode 1 1,179 tok
jaredmoskowitz/imessage-mcp Read-only macOS MCP server for iMessage (chat.db) with contact name resolution — use with 0 Codex, OpenCode 1 773 tok
fukui-yuto/vsphere-mcp MCP for vSphere operations 0 Claude Code, Codex, OpenCode 7 741 tok
thana0623/pmcp-server prompts-mcp-server 0 Claude Code, Codex, OpenCode 28 2,166 tok
scottlz0310/mcp-resource-subscriber The subscriber wrapper does not change the client's native MCP capability. Instead, it pro 0 Codex, OpenCode 1 5,126 tok
red-cars-io/clinical-trials-mcp 0 Claude Code, Codex, OpenCode 2 5,985 tok
ahmedekramalsada/linkedin-mcp 0 Codex, OpenCode 1 420 tok
gregpriday/techlead-mcp 0 Codex, OpenCode 1 57 tok
srzh20/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
LCV-Ideas-Software/ultrabrain-mcp ultrabrain-mcp.lcv.dev UltraBrain MCP Server 0 Claude Code, Codex, OpenCode 2 2,250 tok
nazar256/firefox-relay-mcp Stateless MCP gateway for Firefox Relay on Cloudflare Workers with OAuth Authorization Cod 0 Codex, OpenCode 1 193 tok
jonowhyman/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
ghul0/club-mcp Read-only MCP access to Hyper Human Club / Fluent Community REST API 0 Codex, OpenCode 1 410 tok
Flomenco-Inc/flo-plugin Flo MCP plugin for Claude — connects Claude to the Flo AI media platform 0 Claude Code, Codex, OpenCode 2 1,488 tok
randallt21/monarch-money-mcp Autonomous Monarch Money management toolkit 0 Claude Code, Codex, OpenCode 2 2,164 tok
asit-piri/Agentic-Knowledge-To-Action An AI Gateway and registry layer that unifies MCP, A2A, REST, and gRPC services behind a s 0 Claude Code, Codex, OpenCode 2 3,304 tok
Destiner/faucet-mcp Token Faucet MCP 0 Claude Code, Codex, OpenCode 2 1,724 tok
DimitrisPasakaleris/whatsapp-mcp WhatsApp MCP 0 Claude Code, Codex, OpenCode 2 2,178 tok
cledupe/mcp-csv 0 Claude Code, Codex, OpenCode 11 1,414 tok
ParkviewLab/flint-slating mcp server 0 Claude Code, Codex, OpenCode 2 1,004 tok
mohamadalhusseinie/openmembrane 0 Codex, OpenCode 1 1,033 tok
SebAustin/mcp-financial-data MCP server (2025-11-25) for SEC EDGAR + FRED + Polygon with OAuth 2.1, citation-grounded 1 0 Codex, Cursor, OpenCode 2 2,393 tok
thehzuo/gui-mcp A MCP for dynamic html generation and rendering 0 Codex, OpenCode 1 345 tok
ariri48/dooray-mcp Dooray MCP Server for Claude Code 0 Codex, OpenCode 1 501 tok
dugynoo/huly-mcp npmjs.com Complete MCP server for Huly project management with 209 tools across 23 categories. Suppo 0 Claude Code, Codex, OpenCode 4 1,527 tok
HyperHeroX/user-feedback-web Web version of the user-feedback MCP Tool 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 4,537 tok