How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
maxencebernardhub/ai-engineering-labs lab08-frontend-maxencebernardhub.s3-website.ca-central-1.amazonaws.com Hands-on AI engineering labs: OpenAI, Anthropic, Google, local models. From a first API ca 2 Claude Code, Codex, Gemini CLI, OpenCode 5 568 tok
wahmoh/claude-react-kit Enforce clean architecture and prevent technical debt in React projects with a drop-in Cla 2 Claude Code 1 575 tok
responsible-genai-hackweek/nicer-nisar exploring agents and nisar data 2 Claude Code, Codex, OpenCode 4 172 tok
forbiddenlink/mcp-token-tracker Track MCP server token usage and costs for AI coding tools 2 Claude Code 2
gqy20/genome-mcp pypi.org 2 Claude Code 1 2,957 tok
JonHHH09/job-engine-spring Local-only MCP server for normalized candidate profiles and jobs, explainable profile-to-j 2 Claude Code, Codex, OpenCode 3 3,770 tok
erhangundogan/videre docs.videre.sh Multimedia file management tool 2 Claude Code, Codex, OpenCode 2 10,181 tok
banatic/Hypercool CoolMessenger message and schedule management + meal schedule/timetable widgets + AI (MCP) 2 Claude Code 1 2,558 tok
JaimeJunr/cursor-mcp-bridge Let any AI agent (Claude Code, Codex, Gemini/Antigravity) delegate to the Cursor CLI agent 2 Claude Code 1 5,978 tok
yanlingLabs/norma A native macOS AI assistant that replaces the ChatGPT/Claude ecosystem: chat, a full codin 2 Claude Code 1 3,420 tok
tofunori/atelier-studio Agentic macOS environment for scientific research — coding agents, papers, figures, LaTeX 2 Claude Code, Codex, OpenCode 4 2,289 tok
andileeb/loxone-datamanager An unofficial app for managing loxone miniserver data 2 Claude Code 1 2,691 tok
manuelpenazuniga/ClawCrate Policy + evidence for everything your AI agent executes. 🦀 Kernel-native sandbox for agen 2 Claude Code, Codex, OpenCode 2 9,152 tok
sravanskumar/mace MACE (MCP-Assisted Content Enforcement) is an MCP server for Adobe Experience Manager (AEM 2 Claude Code 1 1,263 tok
xzycd/recuse xzycd.github.io Polymarket settles by vote, not by fact. Rank contested markets, price any wallet's disput 2 Claude Code 1 5,080 tok
BraedenBDev/pointdev Structured browser context capture for AI coding tools. Talk, draw, click — PointDev compi 2 Claude Code 1 995 tok
mahdisanagostar/chef Project-local runtime for Claude and Codex with graph-first knowledge, MCP wiring, and pac 2 Claude Code, Codex, OpenCode 4 1,304 tok
robzilla1738/vibe-codr vibe-codr.com Vibe Codr — a local-first coding agent for desktop and terminal, with planning, subagent o 2 Claude Code, Codex, OpenCode 2 32,545 tok
Somchandra17/w-bonkers Your AI agent runs your stock plan on rails — agent-installable NSE portfolio autopilot fo 2 Claude Code, Codex, OpenCode 2 747 tok
juglans-ai/jug0 Open AI Runtime Protocol — multi-tenant chat backend with SSE tool call interruption 2 Claude Code 1 1,860 tok
CloudDaddyZA/VisioIntegration AI-powered MCP server for creating Azure architecture diagrams in Visio and Draw.io — with 2 Claude Code, Codex, GitHub Copilot 2 1,690 tok
Escoto/Coach-Claudio AI training coach for any athlete. Weekly planning, session review, recovery tracking. Pow 2 Claude Code 8 1,159 tok
xy200303/spec-coding-mcp spec.xyun.dev Provides Codex, Claude Code, OpenCode, and other coding tools with the same local specific 2 Claude Code, Codex, OpenCode 2 1,640 tok
T0mSIlver/vidtheque vidtheque.dev Builders talk. Your agent listens. vidtheque turns the talks you didn't have time to watch 2 Claude Code, Codex, OpenCode 2 1,111 tok
24X7/riz riz.dev Self-hosted AWS Lambda runtime — HTTP API Gateway v2 + WebSocket, Bun/Node.js/Python/Rust 2 Claude Code 1 1,086 tok
legacy-ai-labs/mcp-server-language-converter hyalen.us Hybrid MCP server exposing 11+ COBOL reverse-engineering tools (AST, ASG, CFG, DFG, copybo 2 Claude Code 1 2,902 tok
u9401066/HyperHierarchicalRAG HyperHierarchicalRAG: Combining Hypergraph Memory (HGMem) with Hierarchical Retrieval (Lig 2 Claude Code, GitHub Copilot 15 1,997 tok
ns408/agentic-lab A lab exploring agentic AI for Cloud and DevOps, built as small, runnable demos. Work in p 2 Claude Code 2
leostacowskicompasso/workshop-27-08-26 Exemplo de servidor MCP para o workshop do bootcamp 'AWS AI FDE for Commerce' de 27/08/202 2 Claude Code, OpenCode 2
sandraschi/google-ai-mcp FastMCP 3.2 gateway for Google AI: Gemini chat, Nano Banana images, Veo video, Gemini Omni 2 Claude Code, Codex, OpenCode 2 990 tok
reachjalil/mcpexplained reachjalil.github.io Interactive, replayable explainers for the Model Context Protocol 2 Claude Code, Codex, OpenCode 2 159 tok
rushengzhou/sid-code sid-code.cc A terminal coding agent engineered around four goals: speed, cost, safety, and deep enterp 2 Claude Code 2 9,710 tok
a2z2k26/semantic-memory-mcp SQLite-backed semantic memory and coordination MCP server for multi-agent systems. 2 Claude Code 1
gordcurrie/unifi-mcp MCP server written in Go that exposes UniFi home-network operations as tools 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,346 tok
jakkapat-kingthong/Deep-research-agent huggingface.co Production-grade agentic research system with schema-enforced verifiable citations to elim 2 Claude Code 1 15 tok
kawin35k/ree-mcp ⚡ Connect to Spain's electricity grid using Claude, asking about demand, generation, price 2 Claude Code 1 4,581 tok
wesleysimplicio/simplicio-loop simpleti.com.br 🔁 Finishes your entire backlog while you sleep. The AI orchestrator that DOES the work en 2 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode 17 8,789 tok
SolarLLM/human-proofreader-mcp human-proofreader-mcp.vercel.app An MCP server that proofreads Korean manuscripts as if edited by a human editor — Upstage 2 Claude Code, Codex, OpenCode 2 159 tok
vinicq/falsegreen-skill vinicq.github.io LLM skill that finds false-green tests across Python/TS/JS/Robot using the J1-J6 protocol 2 Claude Code, Codex, Gemini CLI, OpenCode 3 11,735 tok
Ali-Rashidi-80/Rynix AI-native systems language: canonical syntax, Zero-GC escape path, colorless fibers, MCP/L 2 Claude Code, Codex, OpenCode 2 1,555 tok
buttjer/n8n-decanter buttjer.github.io The toolkit for building code-heavy n8n workflows — agent-first, MCP-native. 2 Claude Code, Codex, OpenCode 3 14,982 tok
the-events-calendar/mcp-server MCP Server for The Events Calendar 2 Claude Code 1 1,232 tok
lidonation/Cardano-mcp Cardano's missing MCP server. Query UTxOs, decode datums, scaffold Aiken validators, watch 2 Claude Code, Gemini CLI 2 6,766 tok
yusufkucukates/mcp-prompt-optimizer The MCP server that turns vague AI prompts into production-ready instructions — works offl 2 Claude Code 1 1,595 tok
ajstars1/agent-os Open-source AI agent that learns from every conversation. 82% fewer tokens than LangChain. 2 Claude Code 1 336 tok
Alan-512/ExperienceEngine Governance layer for coding agents that reuses real execution experience across OpenClaw, 2 Claude Code, Codex 4
czechbol/hass-mcp HACS custom integration that mounts an MCP server inside Home Assistant with generic meta- 2 Claude Code 1 1,322 tok
subkoks/BEST-Self-Enhancement-Learning-AI BSELA — local control plane that learns from your coding AI sessions: captures, detects er 2 Claude Code, Codex, OpenCode 8 8,369 tok
yurymkomarov/opencode-agent-orchestration OpenCode-based multi-agent orchestration setup using ai-cli-mcp with Codex CLI, Claude Cod 2 Claude Code, Codex, Gemini CLI, OpenCode 3 628 tok
jonasneves/ros-mcp jonasneves.com ROS MCP Server — connect AI agents to ROS 2 robots 2 Claude Code, Codex, OpenCode 4 1,055 tok