How real projects configure their agents

22,109 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
mapbox/mcp-devkit-server Developer-focused Mapbox MCP Server 60 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,920 tok
jkoelker/schwab-mcp Chat with your portfolio. 60 Codex, OpenCode 1 1,949 tok
Oaklight/ToolRegistry toolregistry.readthedocs.io ToolRegistry: A Protocol-Agnostic Tool Management Library for Function-Calling LLMs (OpenA 60 Claude Code, Codex, OpenCode 2 2,150 tok
1c-neurofish/onec-client-mcp-devkit An MCP server implementation that runs in the 1C:Enterprise client 60 Claude Code, Codex, OpenCode 3 483 tok
detaildotdesign/skill detail.design Skills that craft your projects with details. Micro interactions, extra considerations, wo 60 Codex, OpenCode 1 595 tok
sandraschi/inkscape-mcp Headless Inkscape SVG automation via FastMCP — 60+ ops: create, boolean, LPE, export, text 60 Claude Code, Codex, Cursor, OpenCode 6 718 tok
zjy1346/OpenThesis openthesis.cc.cd Open-source, model-agnostic AI company research for long-term investors. · An open-source, 60 Codex, OpenCode 1 1,186 tok
Echo1LZJY/echo-kaoyan-english-skill Echo_Graduate Entrance Exam English SKILL: detailed analysis of past exam questions, trans 60 Claude Code, Codex, OpenCode 3 1,380 tok
ilmenit/AltirraSDL Portable version of Altirra - 8bit Atari emulator by Avery Lee 60 Claude Code, Codex, OpenCode 3 10,410 tok
AiToByte/SafeMask Enabling every line of data to safely embrace AI. After your content is processed by SafeM 59 Claude Code, Codex, OpenCode 2 6,443 tok
VibeDrift/VibeDrift vibedrift.ai Ship agentic. Stay coherent. Self-checking code integrity for AI coding agents, via MCP. 59 Codex, OpenCode 1 1,307 tok
guapimm/LLM-App-Mentor (LLM-App-Mentor)Turn your AI coding assistant into a cautious 10-year full-stack mentor — 59 Codex, OpenCode 1 200 tok
corezoid/simulator-ai-plugin simulator.company Claude Code & Codex plugin for Simulator.Company — a Go MCP server exposing the platform R 59 Claude Code, Codex, OpenCode 2 3,977 tok
FavioVazquez/learnship faviovazquez.github.io Learn as you build. Build with intent. Ship real products. Agentic engineering done right. 59 Claude Code, Codex, OpenCode, Windsurf 41 4,697 tok
bnomei/kirby-mcp forum.getkirby.com CLI-first MCP server for composer-based Kirby CMS projects — inspect blueprints/templates/ 59 Codex, OpenCode 1 860 tok
dosu-ai/decant dosu.dev Local-first analysis of Claude Code and Codex sessions: token spend, context windows, file 59 Claude Code, Codex, OpenCode 2 1,515 tok
agentteamhq/agentteam-email agentteam.email Open-source email infrastructure for AI agents. 59 Claude Code, Codex, OpenCode 2 2,172 tok
udecode/plate-template template.platejs.org Minimal Plate template with React 19, Next 16, Tailwind 4, MCP. 59 Claude Code, Codex, OpenCode 5 1,397 tok
api7/aisix-archived api7.ai An open source, Native AI Gateway and LLM proxy built in Rust 59 Codex, OpenCode 1 3,729 tok
color4-alt/CiteCheck Agent Skill: Check academic paper citations for format, queryability, thematic relevance, 59 Claude Code, Codex, Gemini CLI, OpenCode 3 1,320 tok
Tools2U/AI-Website-Audit-CLI Open-source AI-powered website audit CLI using the OpenAI API for SEO, UX, accessibility, 59 Codex, OpenCode 1 298 tok
TatsukiMeng/ai-native-engineering ai.mengchen.icu 59 Claude Code, Codex, OpenCode 2 7,705 tok
moztw/www.moztw.org moztw.org Repository of moztw.org 59 Codex, OpenCode 1 356 tok
Alexander-M-Dickerson/ai-asset-pricing Empirical Asset Pricing Tools 59 Claude Code, Codex, Gemini CLI, OpenCode 56 3,707 tok
axiomhq/cli axiom.co The power of Axiom on the command line. 59 Claude Code, Codex, OpenCode 2 1,025 tok
elroy-bot/elroy An AI assistant that remembers and sets goals 59 Claude Code, Codex, OpenCode 2 535 tok
koriym/xdebug-mcp packagist.org Enable AI to debug PHP with Xdebug 59 Claude Code, Codex, OpenCode 2 9,733 tok
duolongworld/AI_Renaissance AI Renaissance — Trend as Leverage, Signal as Pulse, Cognition as Wealth. 59 Codex, OpenCode 1 923 tok
algoderiv/agent-skills Claude Code skills for China quant trading 59 Claude Code, Codex, OpenCode 2 804 tok
sahadev/GitMemo gitmemo.kakacut.cn Auto-sync your AI conversations and notes to Git 59 Codex, OpenCode 1 1,011 tok
hitosea/happy-next happy-next.com A multi-model AI workspace for Claude Code & Codex, featuring orchestration, realtime voic 59 Claude Code, Codex, OpenCode 4 287 tok
aleyan/dela A task runner that delegates the work to other tools 59 Codex, Cursor, OpenCode 2 150 tok
jozef-barton/the-kitchen 59 Claude Code, Codex, OpenCode 2 4,284 tok
mybuddymichael/youtube-transcript-mcp An MCP server for fetching transcripts of YouTube videos. 59 Codex, OpenCode 1 333 tok
thrashr888/agentkernel thrashr888.github.io Run AI coding agents in secure, isolated microVMs. Sub-125ms boot times, real hardware iso 59 Claude Code, Codex, OpenCode 3 2,859 tok
subicura/purplemux A web-native terminal multiplexer for Claude Code & Codex — monitor and manage multiple se 59 Claude Code, Codex, OpenCode 9 3,456 tok
matteing/opal 🔮 A smol coding agent in Elixir 59 Claude Code, Codex, OpenCode 12 206 tok
zkbys/whiteboard 59 Claude Code, Codex, OpenCode 2 1,537 tok
bborn/taskyou taskyou.dev Personal task queue 59 Claude Code, Codex, OpenCode 1 3,949 tok
emson/elfmem sELF improving agent memory system 59 Claude Code, Codex, OpenCode 2 4,333 tok
bug-ops/zeph bug-ops.github.io A memory-first AI agent that remembers why decisions were made — not just the last message 59 Codex, GitHub Copilot, OpenCode 5 3,664 tok
SummerEngine/summer-engine-agent summerengine.com The game engine for AI agents. Give your AI superpowers for game dev + A skills framework 59 Claude Code, Codex, Gemini CLI, OpenCode 3 2,477 tok
mitodl/ol-infrastructure Infrastructure automation code for use by MIT Open Learning 59 Codex, OpenCode 1 2,163 tok
N0819/Sonder_Engine An engine for creating coherent fiction with LLMs through a persistent worldstate with det 59 Claude Code, Codex, OpenCode 3 35,245 tok
btspoony/mstar-harness An omni-plugin for harness engineering workflows with multi-agents, programmatic gates and 59 Claude Code, Codex, OpenCode 2 1,582 tok
wraps-team/wraps wraps.dev AWS Email, SMS, & CDN, simple. 59 Claude Code, Codex, OpenCode 3 7,666 tok
typefully/agent-skills AI agent skills for drafting and scheduling social media posts via Typefully 59 Claude Code, Codex, OpenCode 2 1,036 tok
Chip-G0202/PaperEcho Hear echoes from the literature and find research leads worth pursuing. A Codex-based mult 59 Codex, OpenCode 1 13,794 tok
hermes-labs-ai/zer0dex hermes-labs.ai A local dual-layer memory pattern for AI agents: a compact, human-readable markdown index 59 Codex, OpenCode 1 308 tok
raphaeltm/simple-agent-manager simple-agent-manager.org Run multiple coding agents in parallel on your own cloud VMs. 59 Claude Code, Codex, OpenCode 33 8,677 tok