How real projects configure their agents

43,652 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
jqlts1/thebrain-mcp-server TheBrain MCP & API Server - Encapsulates TheBrain knowledge graph as an MCP protocol and R 5 Claude Code, Codex 2
manager/wolfs-basement 5 Claude Code, Codex, OpenCode 2 6,977 tok
smchughinfo/OpenClone 5 Claude Code 1 774 tok
seanrreid/RAD_framework The AI Agent framework designed with small teams in mind 5 Claude Code 54 5,032 tok
guilhermegouw/context-driven-documentation 5 Claude Code 6 3,378 tok
tony-stark-eth/template-symfony-sveltekit Opinionated full-stack template: PHP 8.4 + Symfony 8 + SvelteKit 2 + FrankenPHP + Docker + 5 Claude Code 1 267 tok
lcvbeek/patina patinamd.vercel.app A powerful layer of patina for your agents' harnesses 5 Claude Code 1 270 tok
ipea/geobr_prep_data Repo that prepares the data shared through geobr 5 Claude Code 2 2,066 tok
DPBG/Engram.AI 5 Claude Code 1 2,346 tok
tvergho/agentdex agentdex.sh Local search engine for your AI coding conversations. 5 Claude Code, Codex, OpenCode 3 3,958 tok
gacabartosz/linkedin-mcp-server The most complete LinkedIn MCP server — 24 tools: posting, scheduling, AI image generation 5 Claude Code 1 1,776 tok
alisheryeginbay/xpresso Xcode MCP server - build, test, run, and manage simulators from Claude Code 5 Claude Code, Codex, OpenCode 2 588 tok
rocari/clickup-mcp-server A Model Context Protocol (MCP) server that provides tools for interacting with the ClickUp 5 GitHub Copilot 1 1,061 tok
julesbonnard/afpnews-mcp-server MCP server exposing AFP news tools for AI assistants 5 Claude Code 1 1,811 tok
guiguito/AppStoresMCP An mcp server scraping mobile apps store live. 5 Claude Code 1 934 tok
panghy/whatsapp-mcp-server WhatsApp MCP Server - Electron app exposing WhatsApp messaging via Model Context Protocol 5 Codex, OpenCode 1 1,739 tok
LYFTIUM-INC/wireshark-mcp 🦈 Wireshark MCP Server - Enhanced Edition v2.0 5 Claude Code 63 3,526 tok
dsgarage/UniMCP4CC Unity MCP Server for Claude Code - DLL Distribution 5 Claude Code 2 438 tok
commitshow/production-audit legit.show Claude Code skill that audits a shipped repo for the production-readiness gaps ~70% of AI- 5 Claude Code 1
cipher-rc5/firecrawl-mcp-effect Firecrawl MCP server — self-hostable, Vercel-compatible, Effect-TS 5 Codex, OpenCode 1 218 tok
HsiangNianian/wechat-publisher-mcp Authenticated remote MCP server for publishing WeChat Official Account articles from Agent 5 Codex, OpenCode 1 135 tok
Intellecy-Inc/dt-mcp MCP server for DEVONthink - enables AI assistants to interact with your databases 5 Claude Code 4
Mocha-s/dify-knowledge-mcp-server This project is a modern **Model Context Protocol (MCP) server** using a Python service-or 5 Claude Code 1 1,030 tok
uopsdod/claude_code_custom_mcp_server 5 Claude Code 1
wink-/pzmcp Project Zomboid MCP Server 5 Claude Code 1 799 tok
broadinstitute/fiss-mcp MCP server for Terra 5 Claude Code 1 5,470 tok
oddergaard/unofficial-dinero-mcp-server En MCP server til det danske regnskabsprogram Dinero, som tillader dine AI agents at håndt 5 Claude Code 1 1,052 tok
derekvery666/dsmctl CLI and MCP server for managing Synology DSM devices 5 Claude Code, Codex, OpenCode 5 295 tok
dashed/mcp-personal Model Context Protocol (MCP) servers that I personally use. 5 Claude Code 3 246 tok
copyninja/debsecan-mcp Debian Security Scanner MCP Server - inspired from debsecan tool 5 Codex, OpenCode 1 428 tok
dsociative/kaiten-cli CLI and MCP server for the Kaiten project tracker 5 Claude Code, Codex, OpenCode 2 2,307 tok
yet-market/yet-sparql-mcp-server 5 Claude Code 1 588 tok
Kunde21/forgejo-mcp MCP server for developer connection to Forgejo/Gitea repositories 5 Codex, OpenCode 1 304 tok
roaming-panda-llc/sequence-mcp MCP server for the Sequence Banking API 5 Claude Code, GitHub Copilot 2 740 tok
tyler-technologies-oss/forge-mcp An MCP server to expose Tyler Forge™ design system and component API documentation to LLMs 5 Claude Code 1 524 tok
aws-samples/sample-mcp-server-on-ecs 5 Codex, OpenCode 1 1,030 tok
mcp-plugins/mcp-proxy-wrapper mcp-plugins.github.io A powerful proxy wrapper for Model Context Protocol (MCP) servers with hooks and plugin sy 5 Claude Code 1 749 tok
ymm-oss/try-and-learn-figma-mcp-server-book book.mynavi.jp A repository containing the sample code and design files for the book “Learn by Doing: Fig 5 GitHub Copilot 1 3,761 tok
oleiade/k6-mcp Experimental MCP server for k6 5 Claude Code 1 2,160 tok
lawwu/mcp-lightcast MCP Server for Lightcast API 5 Claude Code 1 1,635 tok
drewster99/drews-xcode-mcp MCP Server for interacting with Xcode 5 Claude Code 1 4,983 tok
haokejie/zentao-bugfix-mcp ZenTao bug-fix workflow MCP server 5 Codex, OpenCode 1 1,127 tok
BoundaryML/baml-skills-demo How to integrate SKILLS.md into a BAML agent 5 Claude Code, Codex 2
Branding5/social-media-image-sizes Free AI agent skills from Branding5 — social media image sizes, check & resize 5 Codex, OpenCode 1 4,369 tok
kulesh/recurgent Recursive agents as skills for model harnesses 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 11,384 tok
microsoft/Build26-DEM351-ai-skills-navigator-accelerate-tech-skills-with-personalized-learning build.microsoft.com Demo resources for AI Skills Navigator — personalized, role-aligned learning paths combini 5 Codex, GitHub Copilot, OpenCode 2 1,032 tok
shanepadgett/crumbs Extensions, tools, prompts, and skills for Pi coding agent 5 Claude Code, Codex, OpenCode 2 461 tok
coderzzy/agent-fund-analysis-skill Agent Skill for fund analysis. 5 Codex, OpenCode 1 87 tok
kasperjunge/skills My agent skill library 5 Claude Code, Codex, OpenCode 2 3 tok
microsoft/agentic-journeys Plan → Prototype → Reality: Agentic journeys to help you build and deploy applications to 5 Claude Code, Codex, OpenCode 10 2,944 tok