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
ghchinoy/docstats ghchinoy.github.io Readability assessment API and MCP Server 1 Codex, OpenCode 1 916 tok
plokdalberb-byte/cutible Agent-native montage engine: Timeline-as-Data, verb API, deterministic FFmpeg render, QC l 1 Codex, OpenCode 1 889 tok
TingdeLiu/quant.ai US-equity quant research that lives inside your AI assistant (Claude/Codex via MCP): expla 1 Claude Code, Codex, OpenCode 2 2,529 tok
tomato-ga/codex-gptpro 1 Codex, OpenCode 1 83 tok
nsh1l/print-queue-app Print queue app 1 Codex, OpenCode 1 1,028 tok
spenserhale/atlassian-ai-toolkit AI-first SDK, CLI, and MCP server for Atlassian Jira and Confluence 1 Claude Code, Codex, OpenCode 2 513 tok
Kruceo/process-mcp A local MCP (Model Context Protocol) server for managing background processes. 1 Codex, OpenCode 1 586 tok
lehre-labs/llmsdottxt-mcp Auto-discover llms.txt from your deps. Docs your agent can read. Zero setup. 1 Claude Code, Codex, OpenCode 5 1,435 tok
TrueLineCollective/sentou Self-hostable tool to send a Claude artifact, or any HTML, as a private, gated, trackable 1 Codex, OpenCode 1 679 tok
mahmudcoding/figma-mcp 1 Codex, OpenCode 1 641 tok
thunderkds/easy-ui-mcp Provide the MCP can run on local to test the UI and push out the report. 1 Claude Code, Codex, OpenCode 6 3,977 tok
redcool/SimpleMCPServer mcp server nodejs version 1 Codex, OpenCode 1 1,208 tok
sussdorff/timing-cli CLI and MCP server for Timing.app local activity data 1 Claude Code, Codex, OpenCode 3 2,152 tok
Rajbagus/rabbitorial-capcut-mcp Local MCP server for editing CapCut projects with an AI agent 1 Claude Code, Codex, OpenCode 2 1,540 tok
legetdev/klyk MCP server for autonomous AI app testing — gives Claude Code agents the ability to open, i 1 Codex, OpenCode 1 177 tok
luiz-santos-it/anki-mcp-addon MCP server exposing Anki as tools for Claude/LLM clients — in-process Anki add-on, no Anki 1 Claude Code, Codex, OpenCode 2 2,878 tok
mbe24/zaungast mbe24.github.io zaungast is a read-only, offline MCP server for Teams: search chats, read conversations, s 1 Codex, OpenCode 1 932 tok
TMHSDigital/tailscale-mcp tmhsdigital.github.io MCP server for safe programmatic access to the local Tailscale daemon: tailnet discovery, 1 Codex, Cursor, OpenCode 2 944 tok
yonosoft/freecad-mcp 1 Codex, OpenCode 1 2,786 tok
trgiangv/rvtdocs-mcp use to crawl Revit API from rvtdocs.com 1 Codex, OpenCode 1 975 tok
Mandrilsquad1441/codex-davinci-resolve-mcp mandrilsquad1441.github.io Secure, local-first Codex plugin and MCP control plane for DaVinci Resolve studio workflow 1 Codex, OpenCode 1 432 tok
yyu0310/nccu-course-mcp MCP server for querying NCCU course listings (qrysub.nccu.edu.tw) — search courses and rea 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,187 tok
erpipe-org/erpipe erpipe.com ERPipe — open-core TypeScript MCP for Odoo. Hosted product: https://erpipe.com — MCP: http 1 Codex, Cursor, OpenCode 2 210 tok
cubicecho/mcp-actual An MCP server for Actual Budget — expose your budget's accounts and balances to agents ove 1 Claude Code, Codex, OpenCode 2 1,795 tok
WLAN-Pi/wlanpi-mcp On-device MCP server for the WLAN Pi 1 Claude Code, Codex, OpenCode 2 3,569 tok
aranlucas/ai-shopping-mcp Kroger MCP server 1 Claude Code, Codex, OpenCode 3 5 tok
Ador-able/tripo-studio-mcp 1 Codex, OpenCode 1 695 tok
Getopir/AgentCAD Independent agent-oriented parametric CAD platform based on FreeCAD, with a typed MCP gate 1 Codex, OpenCode 1 2,245 tok
nikosavola/k-ruoka-mcp nikosavola.github.io MCP server for managing K-Plussa account's K-Ruoka (Finnish grocery) shopping cart from an 1 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,937 tok
gjermundgaraba/terminus-mcp MCP server for creating and publishing content to Terminus (TRMNL) 1 Codex, OpenCode 1 363 tok
YoshitakaArakawa/tableau-mcp-apps-lab Experimental fork of tableau/tableau-mcp strengthening MCP Apps: EAS (OAuth 2.0 Trust) aut 1 Claude Code, Codex, OpenCode 3 4,582 tok
HitamLegit6777/blender-mcp-ultra MCP server lengkap untuk Blender — 138+ tool, demo LLM end-to-end, teruji di Blender 4.2 L 1 Codex, OpenCode 1 356 tok
aoalejo/opencode_mcp A MCP for claude code to use opencode as sub-agent, with tier ranking 1 Codex, OpenCode 1 1,818 tok
aikadimsoy/kasa-mcp KASA MCP — a permission-brokered MCP server for agent memory. Local-first, encrypted at th 1 Claude Code, Codex, OpenCode 3 1,870 tok
grizlizora/holy-bible-mcp Universal Multilingual Bible MCP Server (800+ languages, 11.9M verses, 100% offline, zero- 1 Codex, Cursor, OpenCode 2 590 tok
scenaristeur/ableton-holland-mcp 1 Codex, OpenCode 1 3,876 tok
hetiankong/wechat-local-agent-mcp Local-first read-only MCP for querying and summarizing your own WeChat history 1 Codex, OpenCode 1 1,870 tok
NitrogenT7/jadx-mcp-multisession Improved JADX-MCP: multi-session management (AI autonomously starts, switches, and closes 1 Codex, OpenCode 1 2,209 tok
mgummich/mcp-mealie Curated, token-efficient MCP server for Mealie recipes, meal plans, and cookbooks 1 Codex, OpenCode 1 1,891 tok
jdsalasca/mcp-opencode MCP bridge for coordinating OpenCode agents from Codex/ChatGPT 1 Codex, OpenCode 1 351 tok
sandraschi/invokeai-mcp invoke.ai InvokeAI creative engine bridge - generate (txt2img/img2img/inpaint/upscale), queue, model 1 Claude Code, Codex, Cursor, OpenCode 3 1,335 tok
hachiflow/buzz-mcp-bridge 1 Claude Code, Codex, OpenCode 2 3,039 tok
real-limitless/mcp-flow real-limitless.github.io MCP registry gallery + controlled session plane. Dual-tracked with OpenFlow MCP node galle 1 Codex, OpenCode 1 2,526 tok
zero-times/wechat-official-studio-mcp A local MCP Server and accompanying Skill for operating WeChat Official Accounts. It uses 1 Codex, OpenCode 1 213 tok
icemage001/local_sharepoint_mcp 1 Codex, OpenCode 1 471 tok
samarpassey/maple-procure maple-procure.onrender.com An MCP server over Canada's public tender and award data (CanadaBuys). Scoped auth, proven 1 Claude Code, Codex, OpenCode 2 1,350 tok
AgentNex/zerocrawl-mcp 100% Free & Open-Source Web Crawling MCP Server. Zero-budget, no-API-key web scraping and 1 Claude Code, Codex, OpenCode 2 79 tok
kirakiray/web-bridge-mcp MCP tools for AI to debug pages 1 Claude Code, Codex, OpenCode 2 179 tok
Renzo-Tognella/DecisionsSearch Persistent memory for AI agents — MCP server with hybrid graph+vector search, agent skills 1 Codex, OpenCode 1 595 tok
patrikmichi/crawlee-mcp 1 Claude Code, Codex, OpenCode 2 693 tok