How real projects configure their agents

45,053 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 agents8,576Claude Code6,909Git and workflow3,638Data and AI3,577Backend and APIs3,561Languages3,499Planning3,322Code review2,907Testing2,704DevOps and cloud2,498Writing and docs2,488Memory and context2,373Research2,320Frontend2,317Security2,182Project management1,989

All Claude Code32,564 Codex24,947 OpenCode23,868 GitHub Copilot3,726 Gemini CLI2,040 Cursor1,770 Windsurf203 Kiro117

Project Stars Configures Files Always loaded
tolmachov/mcp-telegram MCP server for Telegram: read, search, send and summarize messages, manage chats and folde 3 Codex, OpenCode 1 1,359 tok
Mcpgate-de/mcpgate mcpgate.de Self-hosted MCP gateway. Connects Claude, ChatGPT, Codex and any MCP agent to 50+ enterpri 3 Claude Code, Gemini CLI 2 1,327 tok
buYoung/mcp 3 Claude Code, Codex, OpenCode 2 868 tok
ATERCATES/bitbucket-mcp Bitbucket MCP - A Model Context Protocol (MCP) server for integrating with Bitbucket Cloud 3 Claude Code 1 1,308 tok
arashbehmand/learners-mcp An MCP server that turns books, PDFs, articles, and videos into a portable, structured stu 3 Claude Code 1 6,436 tok
mokhtarabadi/blowsh-mcp Model Context Protocol (MCP) server for terminal-based, JS-capable web browsing via Browsh 3 Codex, OpenCode 1 3,550 tok
YawLabs/lemonsqueezy-mcp yaw.sh LemonSqueezy MCP server for managing your store from AI assistants 3 Claude Code 1 2,331 tok
vohongtho/code-intel-platform 3 Claude Code, Codex, GitHub Copilot, Kiro, OpenCode, Windsurf 44 9,599 tok
asgard-ai-platform/mcp-tdcc pypi.org MCP Server for TDCC (Taiwan Depository & Clearing Corporation) — 8 AI-callable tools for T 3 Claude Code 1 545 tok
ralforion/orionbelt-semantic-layer-mcp ralforion.com MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore semantic models, comp 3 Claude Code, Codex, OpenCode 2 1,763 tok
culstrup/unanet-mcp-server gsdat.work MCP server connecting Claude Desktop to Unanet GovCon ERP - Manage projects, timesheets, a 3 Claude Code 1 867 tok
henrychong-ai/yggdrasil-mcp henrychong.com Reasoning orchestration MCP server — Tree of Thoughts with deep planning, branching, and r 3 Claude Code 1 8,020 tok
whoamiTM/bi-mcp MCP server for Blue Iris NVR — exposes the Blue Iris JSON API and .reg config to LLM age 3 Claude Code, Codex, OpenCode 4 9,704 tok
u9401066/academic-figures-mcp Academic figure generation MCP server for AI agents — turn papers into publication-ready m 3 Claude Code, Codex, GitHub Copilot, OpenCode 43 2,813 tok
rex/mcp-apple-reminders MCP server for Apple Reminders. Full CRUD via EventKit, no shortcuts hacks. 3 Claude Code, Codex, Gemini CLI, OpenCode 26 3,552 tok
hickeroar/msteams-mcp MCP server for Microsoft Teams — search, message, and manage chats with browser-session au 3 Codex, OpenCode 1 6,925 tok
mumez/smalltalk-interop-mcp-server A local MCP server to communicate local Pharo & Squeak Smalltalk image 3 Claude Code 3 3,114 tok
LVTD-LLC/pgsandbox pgsandbox.dev Agent-facing MCP for disposable Postgres experimentation databases 3 Claude Code, Codex, OpenCode 2 1,576 tok
PRUVALEX-Systems/PruvaGraph An MCP server and IDE extension that cuts Cursor and Claude API costs by 99% using local A 3 Claude Code 1 523 tok
AryanBV/pdf-edit-mcp MCP server for format-preserving PDF text editing — find, replace, and batch-edit text in 3 Claude Code 1 1,156 tok
DeepBlueCoding/mcp-replay-dota2 MCP server for parsing dota2 replay .dem files 3 Claude Code, Codex, OpenCode 7 3,253 tok
FahrenheitResearch/weather-mcp MCP server with 12 weather tools for Claude Code — NWS data, NWP model imagery, NEXRAD rad 3 Claude Code 1 1,486 tok
Celmis-labs/Celmis celmis-labs.github.io Self-hosted. Understand, review, secure and fix your code in one place: questions across r 3 Claude Code 1 —
dynmie/foolfuuka-mcp-server MCP server for querying 4chan archives via the FoolFuuka API 3 Claude Code, OpenCode 10 —
v3velev/memorythreads MemoryThreads - MCP-based persistent conversation memory shared across Claude Code and Cod 3 Claude Code 1 614 tok
robotto-xyz/ai-drone-toolkit robotto.xyz AI Drone Toolkit - MCP servers and tools for intelligent drone development (PX4 and beyond 3 Codex, OpenCode 1 3,816 tok
Peter-N91/hve-squad-mcp Deployable MCP server that publishes the hve-squad as model-invocable tools over Streamabl 3 GitHub Copilot 1 709 tok
mbe24/zaungast mbe24.github.io zaungast is a read-only, offline MCP server for Teams: search chats, read conversations, s 3 Codex, OpenCode 1 932 tok
CleanCod3Systems/creator-research-mcp 3 Claude Code, Codex, OpenCode 3 1,782 tok
ShreddyKrueger75/claude-orcaslicer-mcp MCP server for OrcaSlicer: headless slicing, preset management, G-code analysis, and Elego 3 Claude Code 1 31 tok
stevemurr/windex Self-hosted web index for search agents: news, GitHub projects, Wikipedia, arXiv, small-we 3 Claude Code 1 811 tok
bintangtimurlangit/threads-mcp npmjs.com MCP server for Meta's Threads via a logged-in browser session — read, post, reply, like, r 3 Claude Code 4 172 tok
diblaze/bokio-mcp npmjs.com Model Context Protocol server for the Bokio accounting API (private Bearer auth, read-only 3 Codex, OpenCode 1 3,101 tok
semantic-rails/semantic-rails semantic-rails.com The agentic semantic layer: governed Query IR, explainable plans, and MCP for analytics ag 3 Codex, OpenCode 1 73 tok
1942293420/Evolvmem_MCP A memory management MCP with a vector database 3 Codex, OpenCode 1 1,282 tok
lakpriya1s/agent-rack npmjs.com MCP server that runs CLI AI coding agents (Claude Code, Codex, opencode, Antigravity) as s 3 Claude Code 3 6,117 tok
brandon-fryslie/room-eq-wizard-mcp MCP server for Room EQ Wizard — AI-driven room measurement and EQ workflows 3 Claude Code, Codex, OpenCode 3 200 tok
hetiankong/wechat-local-agent-mcp Local-first read-only MCP for querying and summarizing your own WeChat history 3 Codex, OpenCode 1 1,870 tok
utrawal9185-cmd/darknet-mcp-server 3 Claude Code 1 336 tok
jacklenzotti/clausewitz-mcp MCP server for Paradox Clausewitz/Jomini modding (EU5, EU4, Victoria 3, HOI4, CK3, Stellar 3 Claude Code 1 621 tok
elemarin/renderoni elemarin.github.io Three.js renders. Rapier simulates. Renderoni makes it a game: an open-source 3D web game 3 Claude Code, Codex, OpenCode 3 1,082 tok
bellx2/upnote-mcp npmjs.com unoffical UpNote MCP 3 Claude Code 1 1,664 tok
axelfreeman/tapac-mcp tapacapi.com MCP server that finds and verifies B2B contacts in real time (websites, Discord, Telegram) 3 Codex, OpenCode 1 407 tok
yongkyu4803/GQAI-GovtPress-mcp 3 Claude Code, Codex, OpenCode 2 159 tok
nohosa001-pixel/security-gate-x402 npmjs.com The Zero-Trust Safety & Settlement Rail for Autonomous AI Agents. Sub-10ms deterministic g 3 Codex, OpenCode 1 4,339 tok
ZiChenWang114514/cdxml-toolkit-community Moved: now maintained in ZiChenWang114514/chemdraw-skill (toolkit/) 3 Claude Code, Codex, OpenCode 2 4,180 tok
getsimba-ai/simba-mcp getsimba.ai MCP server for SIMBA — connect AI assistants (Claude, Cursor) to Bayesian Marketing Mix Mo 3 Codex, OpenCode 1 160 tok
claimidx/claimidx claimidx.com Prior art for AI agents. Public signed claim index of failures other agents have already p 3 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,437 tok
TLS-Radar/tlsradar-claude-plugin tlsradar.com SSL/TLS scanning, free cert issuance, and cert monitoring inside Claude Code. 3 Claude Code 1 9,562 tok
dachhack/stathead Fantasy Football Data Suite 3 Claude Code 2 314 tok