How real projects configure their agents

23,819 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
gghez/mcp-gouv-fr 0 Codex, OpenCode 1 1,550 tok
nx-solutions-ug/chronova-mcp chronova.dev MCP server exposing Chronova developer productivity data to AI agents via the Model Contex 0 Claude Code, Codex, OpenCode 7 1,472 tok
PedroHSGuimaraes/nuvem-shop-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,559 tok
zhang77-X/chrpme_MCP 0 Codex, OpenCode 1 206 tok
filhocf/docforge-mcp MCP server for complete Office document manipulation — create, read, edit, convert DOCX/XL 0 Codex, OpenCode 1 839 tok
MingGH/doubao-seedream-mcp seedream.mcp.996.ninja Wraps the Doubao Seedream image generation model as an MCP service, deployed on Cloudflare 0 Codex, OpenCode 1 614 tok
OpenSIN-Code/SIN-Code-Frontend-Design-Skill OpenSIN-Code Skill: SOTA frontend design system + philosophy (Anthropic-compatible) with v 0 Claude Code, Codex, OpenCode 8 1,929 tok
OpenSIN-Code/SIN-Code-MCP-Server-Builder-Skill [ARCHIVED] Moved to OpenSIN-Code/SIN-Code — use sin mcp-server 0 Claude Code, Codex, OpenCode 2 1,800 tok
linofcp007/advogado-pt Advogado pessoal e empresarial em Portugal — plugin Claude Code + servidor MCP (referencia 0 Claude Code, Codex, Gemini CLI, OpenCode 3 5,884 tok
ga815647/fellow-aiden-mcp 0 Claude Code, Codex, OpenCode 2 1,037 tok
pr1m8/polymarket-mcp 0 Codex, OpenCode 1 561 tok
rmednitzer/aiops-mcp rmednitzer.github.io A self-contained, security-first unified AIOps MCP 0 Claude Code, Codex, OpenCode 3 1,805 tok
Milad/google-mcp-sidecar MCP server for Gmail and Google Calendar 0 Codex, OpenCode 1 1,426 tok
eidostein/segnals-mcp segnals.com Official Model Context Protocol (MCP) Server for Segnals — Algorithmic Crypto & Forex Trad 0 Codex, OpenCode 1 3,888 tok
sheikhBasit/log-mcp-server Log analysis MCP server — tail, search, and summarize logs from files and Docker container 0 Codex, OpenCode 1 234 tok
maejie/abc MCP server for activity based costing and budgeting 0 Codex, OpenCode 1 470 tok
div0ky/oreo-pudding APPLE CAL MCP 0 Claude Code, Codex, OpenCode 2 1,737 tok
Ale007XD/nano-vm-mcp 0 Claude Code, Codex, OpenCode 2 906 tok
wawworld/dynalist-mcp 0 Claude Code, Codex, OpenCode 2 4,148 tok
lukleh/mcp-sonarcloud MCP server for SonarCloud 0 Codex, OpenCode 1 657 tok
ofershap/mcp-server-anydoc Local MCP server: convert PDF/Word/Excel/PPT to Markdown with anydoc. No API key. Claude C 0 Codex, OpenCode 1 310 tok
mcwalrus/oppertunity-party ETL pipeline for opportunity.org.nz — Dagster orchestration, clean markdown corpus, Astro 0 Claude Code, Codex, OpenCode 19 1,749 tok
intershopper/remote-admin-mcp MCP Server for remote server administration via SSH — agentless, no tools needed on target 0 Codex, OpenCode 1 707 tok
JadenRazo/CloudCostMCP npmjs.com MCP server for multi-cloud cost analysis of Terraform codebases — supports AWS, Azure, and 0 Codex, OpenCode 1 1,131 tok
neuralnexustech/cortex-mcp Persistent brain, memory, loop controller, and reminder engine for AI coding agents 0 Codex, OpenCode 1 1,573 tok
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
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
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
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
BhaveshY/vectorworks-mcp-codex-plugin Codex plugin package for Vectorworks MCP 0 Codex, OpenCode 1 231 tok
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
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
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
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
guruswami-ai/not-happy-jan Multi-sensory agent feedback for Claude Code — haptics, visual displays, and TTS personali 0 Codex, OpenCode 1 1,660 tok
php-workx/modal-mcp Modal-focused MCP server 0 Claude Code, Codex, OpenCode 2 621 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
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
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
alshyra/sherlock-second-brain MCP server + skill pour un second cerveau : cases (investigation) → fiches/skills validés, 0 Codex, OpenCode 1 1,484 tok
ahammadshawki8/DeepSIFT findevil.devpost.com A zero-hallucination autonomous DFIR agent for the SANS SIFT Workstation. 148 typed, audit 0 Claude Code, Codex, OpenCode 2 8,884 tok
smoothiekanoble/poke-mcp 0 Codex, OpenCode 1 632 tok