How real projects configure their agents

24,879 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
rohitcube/mcp-server-python-msmzwqb8 Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
chensirui2008/schwab-readonly-mcp 0 Codex, OpenCode 1 577 tok
ketankshukla/learn-mcp-5-year-old learn-mcp-5-year-old.vercel.app MCP explained like you are five - a complete, working Model Context Protocol server built 0 Claude Code, Codex, OpenCode 3 159 tok
rbstxt/agent-shader agent-shader.1zworks.com Build, validate, and render-test Panzoid WebGL 1 shader objects with a CLI, MCP server, an 0 Codex 1 —
LiShuo-Duke/riskprobe-agent Privacy-safe local risk intelligence Agent for explainable rules, PSI drift monitoring, in 0 Codex, OpenCode 1 548 tok
LaurensdeGraaff/pinkbee-mcp 0 Claude Code, Codex, OpenCode 3 193 tok
LeeFlannery/slowmcp Blazingly adequate. A framework for building, testing, and shipping MCP servers. Written i 0 Codex, OpenCode 1 2,099 tok
intheuniverseofaiz-eng/MCPDemo 0 Codex 1 —
ynfra/ybrain Ynfra: company knowledge MCP server (prompts, ownership, docs, memory) 0 Claude Code, Codex, OpenCode 2 1,014 tok
zloybest/UnityMCP 0 Codex, OpenCode 1 133 tok
Qalxry/image-viewer-mcp Image recognition MCP server: accepts image paths or URLs, sends them to a vision-language 0 Claude Code, Codex, OpenCode 20 2,123 tok
thenpceo/harvey-design-system-mcp harvey-design-system.vercel.app Unofficial Harvey design-system atlas and reusable MCP blueprint for brand-governed UI, im 0 Codex, OpenCode 1 1,196 tok
Remedy92/boxaide boxaide.tech Free, self-hosted multi-mailbox agentic inbox 0 Claude Code, Codex, OpenCode 3 2,060 tok
bharathadolf/houdini-mcp 0 Claude Code, Codex 1 —
Naveen-warden/arden-ai-mcp 0 Claude Code, Codex, OpenCode 2 692 tok
1msg/1msg-mcp MCP server for the 1msg API (stdio + Streamable HTTP) 0 Codex, OpenCode 1 577 tok
arr-mcps/cleanuparr-mcp Model Context Protocol for Cleanuparr/Cleanuparr 0 Codex, OpenCode 1 1,282 tok
MurmuredVelpro/My-Zotero-MCP A personal Zotero utility for Xianyu, compatible with Windows/WSL 0 Codex, OpenCode 1 758 tok
arr-mcps/tracearr-mcp Model Context Protocol for connorgallopo/Tracearr 0 Codex, OpenCode 1 766 tok
udarshmarthala/hybrid-rag-mcp 0 Codex, OpenCode 1 2,538 tok
arr-mcps/qui-mcp Model Context Protocol for autobrr/qui 0 Codex, OpenCode 1 1,106 tok
Tianshang301/TianshangScribe 0 Codex, OpenCode 1 10,691 tok
ketankshukla/learn-mcp-agent-ledger learn-mcp-agent-ledger.vercel.app Project #5 in a learn-MCP series: sampling, where the server borrows the host model instea 0 Claude Code, Codex, OpenCode 3 159 tok
rkuhn153/flash-mod-bridge Live Flash/Ruffle AVM mod bridge for AI agents (MCP). Get/set/call/SharedObject via forked 0 Codex, OpenCode 1 219 tok
yaralahruthik/build-an-mcp-server Companion repo for Build an MCP Server on Frontend Hire. A privacy-first analytics API wra 0 Codex, OpenCode 1 171 tok
cyberuni/cyber-figma Figma for agents — axi-style CLI, MCP server, and agent plugin 0 Claude Code, Codex, OpenCode 2 4,516 tok
michelgrolet/tars-location-mcp A private location archive with an MCP server: where you were, when, for how long, and who 0 Codex, OpenCode 1 359 tok
formonkey/knowledge-memory-mcp 0 Codex, OpenCode 1 1,240 tok
cedricarlos07/meta-ads-mcp 0 Claude Code, Codex, OpenCode 3 4,558 tok
pakkio/mcp-unity 0 Claude Code, Codex, OpenCode 3 4,806 tok
raphaelmdcoelho/copilot-mcp MCP Playground 0 Codex, OpenCode 1 542 tok
prashantkumar342/code-with-softority Local-first Model Context Protocol (MCP) server for project intelligence, filesystem acces 0 Claude Code, Codex 9 —
LeoPhoenixT/readNdraft-imap-mcp pypi.org Capability-minimized IMAP MCP server for safe email search, reading, flags, attachments, a 0 Codex 1 —
hua-hua3321/shardnest Open-source self-custodial wallet infrastructure: key generation, Shamir SSS 2-of-3 shardi 0 Codex, OpenCode 1 1,819 tok
0xstubbs/code-intel Indexes a codebase into a queryable Kuzu graph of files, functions, routes, tests and depe 0 Claude Code, Codex, OpenCode 2 210 tok
oscarantxo-web/intervals-mcp-server 0 Codex, OpenCode 1 292 tok
guipmilek/bundled-notes-mcp MCP open-source e não oficial para bundles, notas, tarefas, Kanban e arquivos do Bundled N 0 Codex, OpenCode 1 770 tok
teleportxr/teleport-mcp An MCP for the Teleport Metaverse Browser Client 0 Codex, OpenCode 1 523 tok
Radics/context-forge Portable, evidence-backed shared context and structured handoffs for AI agents 0 Codex, OpenCode 1 311 tok
hardened-steel/ForgeMCP ForgeMCP is an MCP server that provides AI assistants with deep, structured integration fo 0 Codex, OpenCode 1 2,542 tok
ImAvgErix/ExoControl Realtime Windows eyes and hands for any AI agent (MCP + CLI + Python). Compact. Leased. Ho 0 Codex, OpenCode 1 1,124 tok
Malkovsky/compiler-explorer-mcp MCP for assembly exploration based on godbolt.org or equivalent server. 0 Codex, OpenCode 1 529 tok
andbmarques/wiki-ultra-mcp 0 Codex, OpenCode 1 4,931 tok
Orlando-Villanueva/ynab-budget-mcp npmjs.com A local MCP server for AI-assisted YNAB budget understanding with guarded assignment previ 0 Codex, OpenCode 1 566 tok
letsagents/aseprite-mcp An MCP server that exposes Aseprite to AI clients — 76 tools for pixel art, animation & sp 0 Claude Code, Codex, OpenCode 2 3,226 tok
arr-mcps/komga-mcp Model Context Protocol for gotson/komga 0 Codex, OpenCode 1 1,221 tok
plugin-federation/units-static High-quality static unit conversion MCP server (good-MCP dogfood for Plugin Federation) 0 Codex, OpenCode 1 298 tok
randyaswin/editor-mcp 0 Claude Code, Codex 1 —
vinihcrosa/gitlab-mcp npmjs.com Servidor MCP para GitLab CE self-hosted — navegue merge requests e faça review inline sem 0 Codex, OpenCode 1 5,411 tok
edk4971/Ratatoskr-mcp A high-performance MCP server capable of retrieving Wikipedia articles from local multi-st 0 Codex, OpenCode 1 1,134 tok