How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
honzapav/portuni portuni.com Portuni is a shared map of how your organization works – its processes, projects, areas, a 2 Claude Code, Codex, OpenCode 2 34,789 tok
tillkolter/guck-mcp 2 Codex, OpenCode 1 66 tok
Wulnut/lark_agent feishu project api mcp and agent. 2 Claude Code, Codex, OpenCode 12 3,387 tok
chokukil/timesfm-mcp MCP server for local GPU TimesFM forecasting 2 Codex, OpenCode 1 150 tok
ilyautov/moysklad-mcp-ru moysklad-mcp-ru.aifrontier.tech MCP server for MoySklad (JSON API 1.2): inventory, products, orders, documents, reports, a 2 Codex, Gemini CLI, OpenCode 2 1,231 tok
suapapa/openscad-wasm-mcp suapapa.github.io An OpenSCAD MCP server that runs with OpenSCAD-WASM 2 Codex, OpenCode 1 1,428 tok
LaurentHuzard/beat-twin Beat Twin - Bitwig MCP bridge and agentic music production lab 2 Codex, OpenCode 1 403 tok
abdul-hamid-achik/codemap codemap.tools Local-first code intelligence: a code graph + semantic search for agents and people (CLI + 2 Codex, OpenCode 1 11,776 tok
EnragedAntelope/comfy-draftsman Local-first MCP server that drafts ComfyUI workflows a human can actually read - organized 2 Claude Code, Codex, OpenCode 2 2,155 tok
asim-altayb/trello-mcp MCP server for Trello with per-project board profiles 2 Codex, OpenCode 1 470 tok
qd313/decky-plugin-studio VS Code / Cursor extension for Decky plugin development — live QAM preview, MCP tools for 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,212 tok
velias/mcp-client-credentials-auth A local stdio MCP server that authenticates to remote OAuth-protected MCP servers using th 2 Codex, OpenCode 1 5,079 tok
EdmendZ/Modular-Rag-Mcp-Server 2 Claude Code, Codex 9
konseki-official/konseki-mcp konseki.io Official MCP server for Konseki, providing AI agents and tools with direct access to the K 2 Codex, OpenCode 1 573 tok
workspace-json/codex-mcp workspacejson.dev Publication authority for @workspacejson/codex-mcp and the preserved OpenAI Build Week sub 2 Codex, OpenCode 1 304 tok
eric134422/db-fahrplan-mcp 2 Codex, OpenCode 1 456 tok
heyderekj/revisemy revisemy.com Mark feedback for your agent — human-in-the-loop design review over Laravel MCP 2 Claude Code, Codex 5
john-ops-lab/EasySourceFlow Local-first content understanding and summarization service for AI agents, with MCP, Web U 2 Codex, OpenCode 1 827 tok
simon-ami/zen-devtools-mcp Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and cont 2 Claude Code, Codex, OpenCode 2 294 tok
SarutobiSasuke8/obsidian-github-mcp Permissioned MCP gateway for AI agent proposals to Obsidian vaults stored on GitHub 2 Codex, OpenCode 1 160 tok
densuke/fuga-memory Long-term memory MCP server for Claude Code and other LLMs 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,720 tok
TheFractalyst/LightWeightChartsMCP fractalyst.dev TradingView Lightweight Charts MCP server - 6 tools for docs lookup, JS/TS code validation 2 Codex, OpenCode 1 642 tok
I-No-oNe/baileys-agent-kit LLM-first WhatsApp automation with Baileys, MCP, CLI, GitHub Actions, and secure QR pairin 2 Claude Code, Codex, OpenCode 2 374 tok
TrueConf/trueconf-server-mcp Manage TrueConf Server conferences, recordings, and invitations from any MCP client 2 Codex, OpenCode 1 7,276 tok
0xEkho/Ruckus-vSZ-MCP RUCKUS vSZ MCP 2 Claude Code, Codex, GitHub Copilot, OpenCode 6 2,782 tok
comicchang/iitc-mcp IITC MCP Bridge — bridge between Ingress Intel (IITC) and Model Context Protocol agents 2 Claude Code, Codex, Gemini CLI, OpenCode 3 674 tok
malon-mcp/Malon_mcp 2 Codex, OpenCode 1 33,970 tok
stuffbucket/figmma stuffbucket.github.io An MCP implementation for Figma that is built for educational purposes to expose how MCPs 2 Claude Code, Codex 1
1mestre/desktop-ssas-mcp 2 Claude Code, Codex 9
massimoalbarello/context-use-old A self-hosted brain for you. A public billboard for everyone else. 2 Claude Code, Codex, OpenCode 4 979 tok
simba87/iiko-server-mcp MCP server exposing iikoServer REST API as 42+ LLM-callable tools over stdio 2 Codex, OpenCode 1 1,178 tok
rjenks/pf2e-mcp An MCP server for building Pathfinder 2nd Edition Remastered characters together with an A 2 Claude Code, Codex, OpenCode 3 2,352 tok
mikesplore/vela-mcp A multi-tenant MCP server bridging AI models (like Claude) to Vela for cross-platform remo 2 Codex, OpenCode 1 584 tok
Yuhang-uestc/deepvision-local-mcp A local image-recognition MCP that gives pure-text models such as DeepSeek visual capabili 2 Codex, OpenCode 1 674 tok
ygq-future/openai-vision-mcp-server An Model Context Protocol (MCP) stdio server for bounded, high-precision image analysis us 2 Codex, OpenCode 1 850 tok
human-turn/bcs-mcp 2 Claude Code, Codex, OpenCode 2 3,576 tok
jrb00013/mailnotmilk Shared agent mailbox MCP — Cursor, Claude Code, and friends post/read/reply across session 2 Claude Code, Codex, Gemini CLI, OpenCode 5 342 tok
OpenChatGit/Destiny---Codex Destiny Codex turns the Destiny 2 Manifest (gibberish hash-reference JSON) into clean, AI- 2 Codex, OpenCode 1 1,931 tok
naplesblue/grokbridge Local MCP bridge for Codex and Claude Code: delegate code, reviews, web/X research, Grok 4 2 Codex, OpenCode 1 532 tok
shekarsiri/moo-tasks Local-first MCP task manager & real-time Web UI for AI coding agents (Claude Code, Cursor, 2 Claude Code, Codex, Cursor, OpenCode 3 2,629 tok
nvk/llm-wiki-chrome Bounded Chrome collaboration extension and local connector for LLM Wiki. 2 Codex, OpenCode 1 250 tok
duncanmcclean/freeagent-mcp Local, read-only MCP server for FreeAgent. Built on Laravel. 2 Claude Code, Codex, OpenCode 7 4,092 tok
norton77930/corpus-ingest-core Deterministic, provenance-tracked pipeline that turns spoken content into verified, search 2 Claude Code, Codex, OpenCode 18 729 tok
brajendrak00068/agentic-ai-video-production 2 Codex, OpenCode 1 1,826 tok
Lolaplex/agents-docs pypi.org Ultra-fast, zero-bloat local markdown documentation RAG for AI coding agents (MCP + BM25). 2 Claude Code, Codex, OpenCode 2 208 tok
MarvelCollin/overleaf-claude-mcp modelcontextprotocol.io MCP server that connects Claude to Overleaf. Read, edit, compile and restore LaTeX project 2 Claude Code, Codex, OpenCode 2 1,393 tok
Koniverse/Senti-MCP 2 Claude Code, Codex, OpenCode 3 9,001 tok
fish827-08/rag-kb Local-first, offline-capable Agent memory & knowledge service. REST + MCP dual-protocol, h 2 Codex, OpenCode 1 4,013 tok
GoogleCloudPlatform/mcp-grpc-transport-py 2 Codex, OpenCode 1 369 tok
universal-mcp/applications 2 Claude Code, Codex, Gemini CLI, OpenCode 3 9,414 tok