How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
recallnet/codecontext Force agents to read critical context left by other agents, enforced by linting and freshn 5 Claude Code, Codex, OpenCode 5 2,003 tok
hookdeck/agent-skills hookdeck.com Agent Skills for working with Hookdeck products — Event Gateway (webhooks/events) and Outp 5 Claude Code, Codex, OpenCode 2 5,544 tok
markdavidgan/apple-dev-skills Apple platform development skills for Claude Code, Cursor, Kimi Code, Antigravity, Codex C 5 Claude Code, Codex, Gemini CLI, OpenCode 3 7,239 tok
hardiktiwari/PM-operating-OS An operating system for product managers — persistent product context, an on-demand skills 5 Codex, OpenCode 1 442 tok
clix-so/skills docs.clix.so An open collection of agent skills for Clix. 5 Claude Code, Codex, OpenCode 2 437 tok
netresearch/matrix-skill Three Agentic Skills for Matrix: encrypted chat with a daemon that follows rooms live, Syn 5 Claude Code, Codex, Gemini CLI, OpenCode 3 3,080 tok
Noshkoto/Noshy Your agent has amnesia. Noshy fixes that. Persistent memory for AI agents — LLM extraction 5 Codex, OpenCode 1 771 tok
puristajs/harness purista.dev AI Harness build on top of typescript 5 Claude Code, Codex, OpenCode 2 694 tok
nob-git-dev/agent-skills Portable Agent Skills for disciplined software delivery, learning, editing, and LLM evalua 5 Codex, OpenCode 1 591 tok
devoncarew/flutter-slipstream Live Flutter app introspection for coding agents. 5 Claude Code, Codex, OpenCode 3 434 tok
punt-labs/z-spec Creates, validates, and animates Z (and B) specifications from source and generates code f 5 Claude Code, Codex, OpenCode 3 4,786 tok
ryne2010/harness-engineering-audit Codex skill for evidence-linked repository harness audits, scored assessments, and priorit 5 Codex, OpenCode 1 288 tok
talesofai/okp cohub.live The context layer for AI agents — open, structured, searchable knowledge protocol (Domain 5 Codex, OpenCode 1 1,441 tok
nobrainer-tech/nobrainer-tech-skills nobrainer.tech Portable agentic workflows for guarded autonomy, visible sessions, SDD, decisions, RCA, ev 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,743 tok
EthanM2025/game-design-lenses 100 game design lenses applied to your design artifacts via Claude Code or Codex. Auto-pic 5 Codex, OpenCode 1 1,103 tok
dcc-mcp/dcc-mcp-maya-mgear dcc-mcp.github.io DCC-MCP agent skills for Autodesk Maya and mGear Shifter: inspect rigging components, crea 5 Codex, OpenCode 1 1,340 tok
TGPSKI/catnip pate.sh Capture, analyze, visualize, and retain GitHub repo metrics locally with stdlib-only Pytho 5 Codex, OpenCode 1 2,342 tok
ZuiTiti/Zuiti-Desktop Rather than being the smartest assistant, it aims to be the one that best understands emot 5 Codex, OpenCode 1 2,083 tok
Miguell-J/mcp-one MCP-one is a central server that connects multiple independent MCP servers and exposes a u 5 Codex, OpenCode 1 193 tok
dongsheng123132/2origin 2origin.org Benxiang Protocol · One source, myriad projections: preserve the original form and project 5 Claude Code, Codex 4 —
hexxla/mosaic MCP server for agent memory over HexxlaDB—ring retrieval, embeddings + lexical search, sea 5 Codex, OpenCode 1 427 tok
sandraschi/ai-games-collection Web-based games collection with 100+ games and AI opponents 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 2,134 tok
bit2me-devs/bit2me-mcp mcp.bit2me.com Official MCP local server for Bit2Me digital assets platform 5 Codex, OpenCode 1 5,152 tok
bookedsolidtech/helixir npmjs.com MCP server that gives AI coding agents deep knowledge of any web component library — prope 5 Claude Code, Codex, OpenCode 35 1,572 tok
Bortlesboat/bitcoin-api Self-hostable Bitcoin fee intelligence API with optional MCP and x402 integrations. Former 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,843 tok
aetherwing-io/mish ohitsmish.com The LLM-native shell — five MCP tools for structured output, error diagnostics, and proces 5 Claude Code, Codex, OpenCode 2 1,715 tok
ANFAIA/ClimaSafe Early warning system for heat and cold risk. Predicts personalized thermal mortality risk 5 Claude Code, Codex, OpenCode 2 3,155 tok
arcadeai-labs/omnimcp arcade.dev Use Arcade with Claude, Cowork, Cursor, OpenCode, and other agents. 5 Codex, OpenCode 1 461 tok
okforge/okforge-webui okforge.github.io LAN web UI + job runner for okforge knowledge bases: scanned PDF -> VLM OCR -> translated, 5 Codex, OpenCode 1 554 tok
tidyinfo/qmd A high-performance, private Markdown search engine with Hybrid Search (BM25 + Vector) and 5 Codex, OpenCode 1 1,522 tok
pblagoje/mcp-ollama-python pblagoje.github.io Ollama MCP Server, let's you chat with your local LLM running on your local OLLAMA server. 5 Claude Code, Codex, OpenCode 8 1,857 tok
perhapsspy/project-legibility Keep long-running repository work coherent and easy to resume. 5 Codex, OpenCode 1 449 tok
colinwilliams91/gaitor-orchestrator-cli npmjs.com CLI for AIDDLC -- Scaffolded, parallelized, context aware agent runtime in seconds. 5 Codex, GitHub Copilot, OpenCode 6 4,548 tok
jcast90/relay Orchestrate coding agents across repos. Local-first, self-hosted, runs inside your existin 5 Claude Code, Codex, OpenCode 2 3,098 tok
gapra/gp-nuxt-migration-mcp MCP (Model Context Protocol) Server for Nuxt 2/3 to Nuxt 3/4 migration analysis and automa 5 Claude Code, Codex 9 —
johnmikel/zeno-mobile-runner npmjs.com Deterministic mobile UI checks for AI coding agents. One Zig binary drives real iOS/Androi 5 Codex, OpenCode 1 1,068 tok
jmerelnyc/paygate-402 Turn any API or MCP server into a paid service 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 657 tok
alefcarlos/mcpserver-auth-demo Protected MCP Server Sample using .NET Aspire and Keycloak 5 Claude Code, Codex, OpenCode 4 692 tok
priyansh-narang2308/TheBlacklisted-NitroStack protocol-0-6a65348-the-blacklisted-amrita-university-coimbatore.app.nitrocloud.ai Protocol-0 is an MCP (Model Context Protocol) server that gives AI assistants, Claude, Cur 5 Claude Code, Codex 6 836 tok
klodr/faxdrop-mcp Send real faxes from any MCP-enabled AI assistant. Wraps the FaxDrop API (PDF/DOCX/JPG/PNG 5 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,435 tok
guodaxia103/tabrix MCP-native Chrome automation layer for AI assistants. Open source, community-driven, and p 5 Codex, OpenCode 1 1,926 tok
fullstack-ai-infra/mem A portable, self-hosted memory plane for AI agents — one core across API, MCP, CLI, and UI 5 Codex, OpenCode 1 426 tok
tta-lab/organon Structure-aware tools for AI agents. Tree-sitter code editing, web page navigation, search 5 Codex, OpenCode 1 2,241 tok
sunnydev07/test-remote-mcp-server marvellous-mcp.fastmcp.app A test mcp server , you can connect this mcp to claude-desktop using this link below: 5 Codex, OpenCode 1 885 tok
HanZephyr/AI-Data-Access-Gateway An open-source secure data access gateway for AI agents. It provides database safety acces 5 Codex, OpenCode 1 372 tok
alvcarmona/library-mcp MCP server that automates library music-room booking — Clean Architecture, Selenium scrapi 5 Codex, OpenCode 1 412 tok
BjoernRave/i18n-magic CLI to help you manage your locales JSON with translations, replacements, MCP server using 5 Claude Code, Codex 1 —
ApexIQ/skillsmith pypi.org One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instructio 5 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode 5 3,432 tok
spyrosze/mcp-openfoodtox phoebeai.com MCP server providing tools to access EFSA's comprehensive OpenFoodTox Chemical Hazards in 5 Codex, OpenCode 1 6,574 tok
24373054/TLAH-Studio download.matrixlabs.cn Native Windows AI agent workspace with observable runs, controlled tools, MCP, and provide 5 Claude Code, Codex, OpenCode 2 2,252 tok