How real projects configure their agents

22,224 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
SoulChildTc/ai-bridge Enable terminal AI coding assistants to converse with more powerful AI models through a br 0 Codex, OpenCode 1 1,611 tok
jsardinia/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
timotheeiss/semantic-hints-mcp An MCP server to extract semantic hints from a GUI app 0 Claude Code, Codex, OpenCode 2 124 tok
benoib/roast-mcp-app 0 Claude Code, Codex, OpenCode 2 29 tok
myers-gh1328/tiny-loki-mcp 0 Claude Code, Codex, OpenCode 2 134 tok
ProvisioInsights/LivingAtlas Living Atlas: private-first knowledge graph architecture, contracts, Cloudflare bootstrap, 0 Claude Code, Codex, OpenCode 2 849 tok
Shanqianlvshui/Vivado_CLI 0 Codex, OpenCode 1 286 tok
JerryWhites/research-loop AI-moderated user-research pipeline: voice/text interviews → auto-analysis → semantic sear 0 Claude Code, Codex, OpenCode 2 1,281 tok
elfensky/macos-apps-mcp One consolidated MCP server for native macOS apps (Calendar, Reminders, Mail, …) — Python 0 Claude Code, Codex, OpenCode 2 1,278 tok
dcosodev/market-inspector market-inspector.vercel.app Multi-asset market intelligence agent demo for the Kaggle AI Agents capstone. 0 Codex, OpenCode 9 472 tok
DC925928496/AI-godot-mcp AI-godot-mcp is a standalone Godot MCP service scaffold focused on real game development w 0 Claude Code, Codex, OpenCode 5 251 tok
lahuman/mcp-variable 0 Codex, OpenCode 1 1,748 tok
newxun/cursor-sdk-mcp cursor-sdk-mcp 0 Codex, OpenCode 1 733 tok
dvnc-labs/video-probe-mcp Inspect local video and audio files with ffprobe from any MCP client. 0 Codex, OpenCode 1 746 tok
shermozle/lms-mcp Model Context Protocol server for Lyrion Music Server (LMS) JSONRPC API 0 Codex, OpenCode 1 945 tok
mlnima/browser-use-native-windows Browser use MCP which only use your mouse, keyboard, screenshot, windows accessibility, No 0 Codex, OpenCode 1 234 tok
expandingideas-ai/Mnemo-MCP 0 Claude Code, Codex, OpenCode 2 6,417 tok
albeorla/personal-finance-agent Local MCP server giving an AI agent grounded, evidence-backed personal-finance tools: cash 0 Claude Code, Codex, OpenCode 4 303 tok
Clew-Code/mcp-coco MCP Bridge: OpenClaw ↔ Hermes Agent 0 Codex, OpenCode 1 338 tok
yoloyash/web-basics-mcp 0 Codex, OpenCode 1 763 tok
null-create/shodan-mcp-server An MCP server that provides Shodan query functionality to AI Agents 0 Codex, OpenCode 1 1,189 tok
Krat12/mcp-code-index 0 Codex, OpenCode 1 3,858 tok
wynnset/marketplace-mcp 0 Claude Code, Codex, OpenCode 2 3,860 tok
exabyteso/mailpit_mcp MCP server and HTTP client for Mailpit local email testing 0 Codex, OpenCode 1 178 tok
Ham12-3/tradinview-mcp 0 Claude Code, Codex, OpenCode 3 96 tok
markobullrush/motion-mcp-2 0 Claude Code, Codex, OpenCode 2 1,949 tok
markobullrush/motion-mcp-3 0 Claude Code, Codex, OpenCode 2 1,949 tok
xcodethink/openwaycast Turn a company URL into a vertical brand-film — script, voiceover, city backgrounds, MP4. 0 Claude Code, Codex, OpenCode 2 1,618 tok
vndmea/mcp-code-worker A TypeScript MCP-first runtime for safely coordinating multi-model coding workers, tools, 0 Codex, OpenCode 1 159 tok
myx0423/tech-memory-mcp Chinese technical knowledge memory MCP Server for AI agents, giving Claude Code long-term 0 Codex, OpenCode 1 2,046 tok
sdrpsps/towngas-mcp Hong Kong and China Gas MCP server, with a debugging CLI and TypeScript SDK. 0 Codex, OpenCode 1 1,866 tok
ussdeveloper/memory-star Local semantic memory MCP server for AI coding agents (Cursor, VS Code, OpenCode) 0 Codex, OpenCode 1 1,623 tok
andreparmar/hevy-mcp-remote Remote-ready MCP server for Hevy workout data — full API coverage via chrisdoc/hevy-mcp, w 0 Claude Code, Codex, GitHub Copilot, OpenCode 3 6,177 tok
Mnemoq/MnemoQ Local-first memory engine for AI agents — MCP-native, graph-linked, spaced repetition. Pro 0 Claude Code, Codex, OpenCode 21 641 tok
ashybulakstroy/youtube-unsubscribe-all-mcp mcp server for mass bulk unsubscribe from youtube feeds 0 Codex, OpenCode 1 1,977 tok
NicholasSynovic/scc-mcp A model context protocol that enables LLM interfacing with `boyter/scc` 0 Codex, OpenCode 1 660 tok
dfieser/lcf-strain-life dfieser.github.io AI-agent-native low cycle fatigue strain-life analysis. Python library plus MCP server: re 0 Claude Code, Codex, OpenCode 3 2,570 tok
JulioMCruz/Stellar-mcp 0 Codex, OpenCode 1 996 tok
vvzvlad/research-mcp MCP facade: 3 curated tools (web_search, read_page, read_pages) over a plugin pipeline — S 0 Codex, OpenCode 1 1,292 tok
Howthemeaning/gnmi-mcp-server 0 Codex, OpenCode 1 736 tok
sandovaldavid/kioku kioku.sandovaldavid.com MCP Server for Obsidian. AI agents can read, search and write your vault via the Model Con 0 Claude Code, Codex, OpenCode 6 2,111 tok
bakaroart/blender-chatgpt-mcp 0 Codex, OpenCode 1 528 tok
parkavenue9639/jaeger-mcp 0 Codex, OpenCode 1 54 tok
Langclaw-AI-CROO/langclaw-croo-agent Paid callable research agent for CROO CAP and MCP clients. 0 Codex, OpenCode 1 86 tok
CoReason-AI/coreason-multi-agent-debate Dynamic Multi-agent MCP server 0 Codex, GitHub Copilot, Cursor, OpenCode 3 2,974 tok
foundryside-dev/plainweave plainweave.foundryside.dev Code-grounded intent for the Weft suite — a code-UP traceability graph (SEI → requirement 0 Claude Code, Codex, OpenCode 11 5,546 tok
synthaicode/XRefkit.MCP 0 Codex, OpenCode 1 244 tok
Prajwalprasanna/cf-mcp-server 0 Codex, OpenCode 1 360 tok
Knuckles-Team/aris-mcp Software AG ARIS (EPC process models) — MCP server / API client / A2A agent 0 Claude Code, Codex, OpenCode 2 1,503 tok
codingriver/upilot upilot Unity Editor automation bridge for AI agents and MCP clients 0 Claude Code, Codex, OpenCode 2 880 tok