How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
karlcc/image_mcp MCP server to analyze, describe, and compare images using a specified vision model 0 Claude Code, Codex, OpenCode 2 1,449 tok
mctar/mcp-nbim 0 Claude Code 1 510 tok
Crocodile-beep/tdlib_mcp_server MCP Server for official telegram TDLib library 0 Claude Code, Codex, OpenCode 7 1,223 tok
kettly1260/scifinder-route-mcp 0 Codex, OpenCode 1 642 tok
pongs1/knowledge-wiki-mcp MCP and Obsidian skill scaffold for fillable knowledge notes 0 Claude Code 1 —
dshatokhin/microsoft-todo-mcp-server 0 Claude Code 1 554 tok
dmccaffery/claude-desktop-mcp 0 Claude Code, Codex, OpenCode 2 253 tok
Webotvurci-s-r-o/mcp-revelor revelor.cz MCP server for Revelor — let Claude Desktop / Cursor / Claude Code talk to your e-shop dat 0 Codex, OpenCode 1 3,493 tok
shahabmosavi/gitlab_mcp 0 Claude Code 1 873 tok
chf3198/receipts-api-mcp chf3198.github.io Receipts Statistics API — FastAPI server over monthly receipt CSVs with SQL-style grouped 0 GitHub Copilot 3 637 tok
KrishnaKakani-GitHub/clinical-ai-governance-platform 0 Claude Code 1 982 tok
evan-moon/skope skope-docs.vercel.app Local-first personalized news intelligence — a lens + watcher on the world. MCP + CLI. Par 0 Claude Code 1 1,371 tok
dzigi00/linkedin-claude-automation Full LinkedIn growth automation using Claude Code and a custom LinkedIn MCP server. Auto-p 0 Claude Code, Codex, OpenCode 11 1,714 tok
gu-does-git/pluggy-mcp npmjs.com MCP server para a API Pluggy — conecta LLMs (Claude, Cursor, etc.) ao Open Finance Brasil 0 Claude Code 1 723 tok
BhaveshY/vectorworks-mcp-codex-plugin Codex plugin package for Vectorworks MCP 0 Codex, OpenCode 1 231 tok
cmdaltctr/niftypm-mcp A Model Context Protocol (MCP) server that exposes the NiftyPM project management API as a 0 Claude Code, Codex 4 —
ferre-z/Search-mcp Research MCP server for AI agents. Docker-packaged. Swarm-ready. Gemma 4 31B main agent wi 0 Codex, OpenCode 1 784 tok
igrybkov/mcp-hub 0 Claude Code 1 2,269 tok
advaitgore/Arbor agent-payment-eight.vercel.app MVP for autonomous agent purchasing infrastructure 0 Claude Code, GitHub Copilot 4 677 tok
saxyguy81/mcp-keap MCP server for keap 0 Claude Code 1 1,918 tok
meshbrow-dev/meshbrow-mcp 0 Claude Code 3 696 tok
son1kkesp/cronhaus-inbox cronhaus-inbox.vercel.app Agente que lee facturas, detecta huecos/duplicados/descuadres y las registra. IA que decid 0 Claude Code, Codex, OpenCode 2 79 tok
inggerman/mcps 0 Codex, OpenCode 1 674 tok
rux-eth/iris Iris — personal AI assistant: TypeScript MCP server with a deterministic planner, gated wr 0 Claude Code 1 1,373 tok
Jandybottleshaped403/actionproxy Deploy deterministic approval gates for AI agent tool calls with auditable, policy-based c 0 Codex, OpenCode 1 1,898 tok
fastmcp-me/ggmcp gitguardian.com MCP server for scanning and remediating hardcoded secrets using GitGuardian’s API. Detect 0 Codex, OpenCode 1 1,135 tok
zcc-cddg-mx/mcp-server-claude MCP Server for CLaude CLI 0 Claude Code 1 810 tok
satovarb16/runwayMCP MCP server for job search automation — checks H-1B visa sponsorship via USCIS data and fet 0 Claude Code 1 —
teamolimpo/synapsis Unified durable team memory MCP + multi-provider LLM client. Sessions, tasks, handoffs, un 0 Claude Code, Codex, OpenCode 3 1,510 tok
filhocf/skill-curator-mcp Skill lifecycle intelligence MCP — semantic matching, feedback loop, gap detection, scout 0 Codex, OpenCode 1 534 tok
GSA-TTS/mcp-server-eia An MCP Server for the Energy Information Administration's Open Data API 0 Claude Code, Codex 1 —
tumourlove/DEPRECATED-unreal-source-mcp ⚠️ DEPRECATED — Replaced by Monolith (github.com/tumourlove/monolith). Unified UE MCP plug 0 Claude Code 1 1,681 tok
gianni1989/timepiece-mcp 0 Claude Code 1 4,623 tok
dotlab-hq/imageMCP Can do anything with Images 0 Claude Code 1 522 tok
php-workx/modal-mcp Modal-focused MCP server 0 Claude Code, Codex, OpenCode 2 621 tok
Bundelkund/tenant-mcp TypeScript MCP server (MCPB) exposing a personal job-match service to Claude Desktop — key 0 Claude Code, Codex 1 —
Psilolouben/yazio_mcp 0 Claude Code 1 1,140 tok
QalaLabs/tally-mcp-server Tally Prime MCP Server with Odoo ERP integration 0 Claude Code 1 729 tok
Psilolouben/gr_mcp 0 Claude Code 1 940 tok
simongonzalezdc/complyos L&D Compliance & Learning Operations MCP Server 0 Codex, OpenCode 1 1,034 tok
syokiel/Copilot-M365-Insights Copilot Studio agent telemetry collection, storage, and MCP server 0 Claude Code 2 1,571 tok
yama662607/anki-mcp npmjs.com MCP server for safe, review-first Anki authoring on official Anki concepts 0 Claude Code, Codex, Gemini CLI, OpenCode 5 2,254 tok
sacahan/YTSearch Zero-cost YouTube video search API with MCP (Model Context Protocol) support for AI assist 0 Claude Code, GitHub Copilot 17 10,256 tok
nahisaho/katashiro KATASHIRO - AI-powered research toolkit for GitHub Copilot and MCP 0 Claude Code, Codex, OpenCode 2 5,910 tok
chikingsley/safari-bookmarks-mcp A cli to manage bookmarks in the Safari web browser. 0 Codex, OpenCode 1 443 tok
anusoft/ultrastealth Maximum-stealth browser automation in Python — rebrowser-playwright (CDP-leak fixes) + Xvf 0 Claude Code 1 2,327 tok
adityash8/openai-ads-mcp 0 Claude Code 2 —
aynumosir/ainu-mcp mcp.aynu.org Unified Ainu-language toolchain MCP server: glossary editing, corpus, dictionaries, gramma 0 Codex, OpenCode 1 1,825 tok
lklkxcxc/mcp-atlassian MCP server for Atlassian products (Confluence and Jira) 0 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,240 tok
CodeStrux/x402-stellar-kit npmjs.com x402 payment primitives for Stellar: intent binding, a deterministic policy engine, a plug 0 Claude Code, Codex, OpenCode 2 3,415 tok