How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
sflinter/banktivity-swift-mcp MCP server for Banktivity personal finance files — Swift/Core Data rewrite for CloudKit-sa 19 Claude Code 1 2,077 tok
Godzilla675/agentic-ai-tool-suite A suite of Model Context Protocol (MCP) servers designed to enhance AI agent capabilities. 19 GitHub Copilot 1 2,311 tok
CoralGame/Claude-Code-Game-Studios Turn Claude Code into a full game dev studio — 48 AI agents, 36 workflow skills, and a com 19 Claude Code 8 381 tok
satasuk03/thai-personal-finance-planner An Agent skill that turns AI into a personal financial planner for Thailand — Thai tax (ภง 19 Claude Code, Codex, OpenCode 2 4,732 tok
emmahyde/thinking-patterns A comprehensive MCP server that combines systematic thinking, mental models, debugging app 19 Claude Code 1 970 tok
mustel-py/mustel mustel.vercel.app Non-AI static analysis layer for AI coding agents - Ruff, Bandit & pip-audit unified into 19 Cursor 1 79 tok
Sevii/agent-marketplace Plugin Marketplace for Claude Code 19 Claude Code 1
Ebbe-Method/airtable-skills Claude Code plugin for Airtable - comprehensive assistant for schema design, API, scriptin 19 Claude Code, Codex, OpenCode 2 2,550 tok
Magical-Bear/langchain-mcp-deepeval-trajectory-eval A demo of multi mcp server tool use trajectory evaluation Frame work. 19 Claude Code 1 2,833 tok
dpmadsen/multimodels-mcp MCP server that lets Claude Code delegate tasks to GPT-5.6 (Codex CLI), DeepSeek, GLM, Ope 19 Claude Code, Codex, OpenCode 2 2,571 tok
pedramamini/RewindMCP Pythonic library of Rewind.ai SQLite Database. Includes CLI and MCP interfaces. 19 Claude Code 1 1,042 tok
AgiFlow/openskill A secured environment to run Skills (instroduced by Anthopic). Support Codex, Gemini, Copi 19 Claude Code, Codex, OpenCode 6 330 tok
ObscuritySRL/bun-win32 Zero-dependency, zero-overhead Win32 FFI bindings for Bun on Windows. 19 Claude Code, Codex, OpenCode 2 6,042 tok
ai-native-camp/camp-2 AI Native Camp, 2nd cohort - An intensive 7-day Claude Code camp for non-developers 19 Claude Code 12
benbjurstrom/ezrag Turns your Obsidian vault into a Gemini-powered RAG index with semantic search, in-app cha 19 Codex, OpenCode 1 6,960 tok
RobSpectre/mvf1 A Python package and command line interface to control video players for MultiViewer For F 19 Claude Code, Codex, OpenCode 2 1,214 tok
jxnl/apple-mcp x.com Collection of apple-native tools for the model context protocol. 19 Claude Code 1 271 tok
devdacian/touchstone A lightweight, automated multi-model process for rapid agent-skill improvement with advers 19 Claude Code, Codex, OpenCode 3 500 tok
walidboulanouar/n8n-claude-code-template ayn8n.com Claude Code template for building n8n workflows — onboarding agent, expert build agent, 7 19 Claude Code 2 1,150 tok
sanskrit-lexicon/COLOGNE Development of http://www.sanskrit-lexicon.uni-koeln.de/ 19 Claude Code 1 477 tok
AtmaticAI/agent-tools agent-tools is an agent-driven data utility platform that provides deterministic tools for 19 Codex, OpenCode 1 2,518 tok
zh-efimenko/tech-tutorials Practical backend engineering courses (Java/Spring and related topics) and notes on AI dev 19 Claude Code 4 1,827 tok
pandosme/make_acap A collection of demo ACAP that utilize various services in Axis Cameras. These can be use 19 GitHub Copilot 1 904 tok
DangQuangSE/team-development-skills 19 Claude Code, Codex, Cursor 75
wilgon456/Paseobility 19 Claude Code, Codex, OpenCode 2 2,241 tok
jahands/prompts My AI prompts 19 Claude Code 5 171 tok
gpauloski/python-template gregpauloski.com Python package template 19 Claude Code, Codex, OpenCode 2 772 tok
anxiong2025/harness-cowork 19 Claude Code 5 438 tok
opsb/cv-elm 19 Claude Code 1 1,276 tok
hunterLee666/deerflow2.0-project 19 Claude Code 1 2,589 tok
CheswickDEV/claude-opus-4.6-prompt-optimizer A meta-prompting system that transforms raw prompts into production-ready, XML-structured 19 Claude Code 1 3,000 tok
PulkitXChadha/awesome-databricks-mcp 19 Claude Code 9 4,614 tok
phil65/LLMling Easy MCP (Model Context Protocol) servers and AI agents, defined as YAML. 19 GitHub Copilot 1 140 tok
AshwinSundar/congress_gov_mcp 19 Claude Code 1 20 tok
hazelcast/hive Design system built with A11Y in mind 19 Claude Code 3 273 tok
paulyuk/snap-squad Warm-start addon for bradygaster/squad — pre-baked agent squads for hire for instant deplo 19 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,506 tok
graykode/starquake graykode.github.io Near-real-time GitHub stargazing dashboard. Stars fall on a three.js globe; a live bar rac 19 Claude Code 1 5,150 tok
yourbuddyconner/valet Self-hosted background coding agents with full dev environments. 19 Claude Code, Codex, OpenCode 2 7,797 tok
shravan-swagwalapm/shipstack Knowledge OS for AI-assisted development. Memory, past mistakes, decision records, session 19 Claude Code 1 1,080 tok
oeftimie/vv-claude-harness This is my Claude Code harness, a combination between Anthropic's guidelines for long runn 19 Claude Code, Codex, OpenCode 6 1,768 tok
SpillwaveSolutions/architect-agent architect-agent 19 Claude Code, Codex, OpenCode 2 2,927 tok
eins78/audioplotter audioplotter.ars.is generate vectorgraphics for pen plotting from audio files 19 Claude Code 1 4,959 tok
stelee410/agent-mailer amp.linkyun.co AMP (Agent Mailer Protocol) is an async mailbox system for AI agents. Instead of chaining 19 Claude Code, Codex, OpenCode 10 627 tok
wearelamplit/lamp-os LampOS 19 Claude Code 1 4,265 tok
duyet/charts duyet.github.io Collection of useful Helm Charts. Well test with KinD and Kubeconform 19 Claude Code 1 3,153 tok
amirilovic/ai-crew AI Agent Crew - Multi-agent development team automation 19 Claude Code 6
stevenflyai/llm-wiki-web Implementation inspired by Andrej Karpathy's LLM Knowledge Base pattern. 19 Claude Code 3 1,681 tok
BCSDLab/KOIN_WEB_RECODE koreatech.in Web Service of KOIN service for KOREATECH Students. 19 Claude Code 14
ojanlubis/pdflokal pdflokal.id Edit PDF Gratis. LOKAL!!! 19 Claude Code 1 4,271 tok
Leehyunbin0131/claude-ros2-skills Claude Code skills for ROS 2 Jazzy — establish the unknowns first, verify against the inst 19 Claude Code 1 643 tok