How real projects configure their agents

23,196 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
Amatofrancesco99/thoughtweave The SDD (+TDD) workflow for coding agents that adapts to your level - teaching when new, c 5 Claude Code, Codex, OpenCode 2 899 tok
YuriyEnshin/ConfluenceImportExport CLI and MCP server for two-way syncing Confluence Server / Data Center / Cloud pages with 5 Claude Code, Codex, OpenCode 4 1,065 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
YugantM/hvtracker hvtracker.net AI agent & MCP trust registry — independent, evidence-based trust scores for 1.3K+ open-so 5 Claude Code, Codex, OpenCode 2 16,698 tok
jiezeng2004-design/PatchWarden patchwarden-showcase-redesign.yistart.chatgpt.site Turn your ChatGPT conversations into safe, auditable local execution. PatchWarden lets you 5 Codex, OpenCode 1 539 tok
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
rodionlim/portfolio-manager-go Your own personal AI portfolio manager. Any OS. Any Platform. The penguin way. 🐧 5 Codex, GitHub Copilot, OpenCode 2 1,204 tok
sachinshelke/ToolsConnector toolsconnector.github.io Open-source Python library for 73 API connectors — Gmail, Slack, GitHub, Stripe, OpenAI, A 5 Claude Code, Codex, Cursor, OpenCode 11 1,364 tok
erraggy/oastools erraggy.github.io OpenAPI Specification (OAS) tools for validating, parsing, fixing, converting, diffing, jo 5 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 20 11,190 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 2,359 tok
guodaxia103/tabrix MCP-native Chrome automation layer for AI assistants. Open source, community-driven, and p 5 Codex, OpenCode 1 5,263 tok
Knuckles-Team/container-manager-mcp Manage containers on docker, podman, compose, and docker swarm through an MCP Server for A 5 Claude Code, Codex, OpenCode 2 4,074 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 1,892 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
SS-360/materialpilot Native, local-first MCP bridge for safe, editable procedural materials in Material Maker 1 5 Codex, OpenCode 1 340 tok
hrubymar10/aimebu IRC for you and your AI agents — shared rooms across Docker, harnesses, and machines. Sing 5 Claude Code, Codex, OpenCode 2 7,685 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
davo20019/aidaemon Personal AI daemon — Telegram interface, agentic tool use, MCP integration, email triggers 5 Claude Code, Codex, OpenCode 2 3,764 tok
VMAFx/vmafx vmafx.github.io VMAFX — perceptual video quality assessment. Modernized fork-evolved with SYCL/CUDA/HIP/Me 5 Claude Code, Codex, OpenCode 45 13,417 tok
nvdigitalsolutions/mcp-ai-wpoos nvdigitalsolutions.com NV Digital Open Operator System (NV oOS) is an Object-Oriented AI Framework/Harness for Wo 5 Claude Code, Codex, GitHub Copilot, OpenCode 73 36,914 tok
pdugan20/rewind docs.rewind.rest Personal data aggregation service. Syncs data from Strava, Last.fm, Discogs, Plex, Trakt, 5 Claude Code, Codex, OpenCode 5 2,285 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
raunakkathuria/operance operance.dev Local-first AI desktop action layer for controlling your computer with natural language. 5 Codex, OpenCode 1 2,353 tok
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
zessu/samson-ai Your personal fitness trainer. Get fitness recommendations daily through email/SMS 5 Codex, OpenCode 1 1,449 tok
epicsagas/Episteme crates.io A production-ready knowledge graph system for software engineering that connects design pa 5 Claude Code, Codex, Gemini CLI, OpenCode 2 3,022 tok
bobaba76/Engram Local-first code intelligence and MCP-native review engine for Python and TypeScript repos 5 Codex, OpenCode 1 736 tok
opencue/cuecards cuecards.cc Agent profile manager for Claude Code & Codex. Per-directory profiles select which skills, 5 Claude Code, Codex, OpenCode 3 1,445 tok
piklen/manmankan piklen.github.io Local A-share data screener: watchlist/industry/theme/full market → CLI + AI-readable JSON 5 Codex, OpenCode 1 1,506 tok
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 5 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
cmudco/dare-backend dare.cmu.edu Open-source Django REST backend for the DARE Platform, with multi-LLM chat, RAG, MCP tools 5 Claude Code, Codex, OpenCode 5 2,028 tok
alexmx/peek See and drive any Mac app from your terminal or your AI agent. 5 Claude Code, Codex, OpenCode 2 2,193 tok
shuchitajain/awesome-ai-setup npmjs.com Practical agents for AI-native repository workflows 5 Codex, OpenCode 1 2,265 tok
alxgmpr/serial-mcp Let agents talk to serial devices like UART adapters 5 Claude Code, Codex, OpenCode 2 1,399 tok
mudrii/golink Production-grade LinkedIn CLI for humans and LLM agents 5 Claude Code, Codex 3 2,874 tok
tylerjrbuell/reactive-agents A custom reactive AI Agent framework that allows for creating flexible reactive agents to 5 Codex, OpenCode 1 6,277 tok
yupeng0512/ai-auto-publisher yupeng0512.github.io Multi-platform publishing middleware with REST/MCP interfaces, task state, deduplication, 5 Claude Code, Codex 1
quangdang46/livekit_agent_simulator Black-box LiveKit voice agent testing: real WebRTC/SIP calls with an AI caller. Catch barg 5 Codex, OpenCode 1 2,396 tok
dinpd/AgentAction agentaction.dev Trust infrastructure for autonomous AI agents: decision assurance, action authorization, r 5 Codex, OpenCode 1 310 tok
stoa-platform/stoa gostoa.dev 🏛️ The European Agent Gateway — Open-source MCP Gateway for Enterprise AI | gostoa.dev 5 Claude Code, Codex, OpenCode 40 4,126 tok
Nikita3005/taintgate Provenance-aware runtime security for AI agents with deterministic ALLOW / REVIEW / BLOCK 5 Codex, OpenCode 1 259 tok
mmornati/leanproxy-mcp mmornati.github.io A "Token Firewall" for MCP - reduce AI token costs by 50-80% while securing your code from 5 Codex, OpenCode 1 245 tok