How real projects configure their agents

23,799 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
DemandSphereDev/demandsphere-mcp MCP server for the DemandSphere platform 1 Claude Code, Codex, OpenCode 2 1,087 tok
datagen24/World-Anvil-MCP MCP service using the Boramir world Anvil API 1 Claude Code, Codex, OpenCode 2 4,886 tok
serenichron/mcp-cloudron MCP server for Cloudron instance management 1 Codex, OpenCode 1 2,644 tok
bcharleson/zoom-agent-cli npmjs.com CLI and MCP server for the Zoom API — built for humans and AI agents 1 Claude Code, Codex, OpenCode 2 3,418 tok
wirnat/gibrun MCP for End to End golang testing with DAP debugger, CURL, and PGSQL 1 Codex, OpenCode 1 795 tok
FrontMage/screenshot_mcp macOS screenshot/recording MCP server with a Swift capture CLI and Node MCP wrapper 1 Codex, OpenCode 1 346 tok
OmelchMichael/mcp_agent_mail 1 Codex, OpenCode 1 6,596 tok
FactrueSolin/image-edit-rmcp Align with the image editing function of OpenAI Web: Provide an MCP (Model Context Protoco 1 Codex, OpenCode 1 29 tok
kunobi-ninja/mcp MCP server for Kunobi — Kubernetes management from AI assistants 1 Claude Code, Codex, OpenCode 2 137 tok
coreline-ai/antigravity_glm_mcp Gemini/Antigravity ↔ GLM-4.5 bridge MCP server and coding automation tools | MCP bridge an 1 Codex, OpenCode 1 926 tok
pexcard/mcp npmjs.com Official MCP server for PEX 1 Codex, OpenCode 1 1,629 tok
Stonewater-Digital/snowdrop-mcp Snowdrop public MCP server — 1,500+ skills for the community 1 Codex, OpenCode 1 1,010 tok
Marcus-Rug-Intel/rug-munch-mcp MCP server for Marcus Rug Intel — 19 tools for crypto token risk analysis, rug pull detect 1 Claude Code, Codex, OpenCode 8 2,244 tok
ruifung/mcp-cm-bridge CodeMode MCP Bridge - Bridge your MCP servers using Code Mode! 1 Codex, OpenCode 1 98 tok
frstlvl/obsidian-mcp-server 1 Codex, GitHub Copilot, OpenCode 2 9,464 tok
mhoshdev/prompt-store-mcp Simple local prompt store MCP for LLM enabled applications. 1 Codex, OpenCode 1 197 tok
nazroll/wzrdbrain-mcp MCP server for generating inline skating wizard style combos. 1 Codex, OpenCode 1 465 tok
adibirzu/mcp_oci_opsi 1 Codex, OpenCode 1 788 tok
Lucineer/LOG-mcp LOG Model Context Protocol — MCP server for the LOG.ai platform 1 Codex, OpenCode 1 749 tok
jeanbispo/tududi-mcp tududi.com MCP server for Tududi. 1 Claude Code, Codex, OpenCode 2 777 tok
molicherry/kimicode-search kimisearch MCP 1 Codex, OpenCode 1 1,376 tok
varunajaytawde28-design/smm-sync Persistent decision memory and contradiction prevention for AI coding agents. MCP server + 1 Claude Code, Codex, Cursor, OpenCode 6 1,329 tok
wave-av/mcp-server docs.wave.online WAVE MCP Server — 18 tools exposing the WAVE streaming APIs to Claude Code, Cursor and Win 1 Codex, OpenCode 1 521 tok
andrewkorot/mcp-server-unreal-engine A comprehensive MCP server that enables AI assistants to control Unreal Engine through the 1 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 3,121 tok
jeandelest/screen-mcp A FastMCP server that runs on the client machine and exposes screenshot tools to a host MC 1 Codex, OpenCode 1 741 tok
farrasfadhils/Godot-MCP 1 Codex, OpenCode 1 3,468 tok
vidal-renao/vidal-helpdesk-mcp vidal-helpdesk-mcp.vercel.app vidal-helpdesk-mcp 1 Codex, OpenCode 1 1,360 tok
coilyco-flight-deck/eco-mcp-app eco-mcp.coilysiren.me Inline Claude Desktop widget for any public Eco game server — live player counts, meteor c 1 Claude Code, Codex, OpenCode 5 1,140 tok
gabrielmahia/civic-agent-kit pypi.org Unified SDK for Kenya civic AI agents — NHIF, KRA, NTSA integrations, Swahili locale, MCP- 1 Codex, GitHub Copilot, OpenCode 2 571 tok
sdntechforum/mcp-secure-access-community Cisco Secure Access MCP Server 1 Codex, OpenCode 1 3,037 tok
paulieb89/uk-business-mcp 1 Claude Code, Codex, OpenCode 2 823 tok
cvandesande/project-code-intelligence Generic code intelligence indexer and stdio MCP server backed by Postgres/pgvector 1 Claude Code, Codex, OpenCode 2 1,424 tok
paulieb89/property-descriptions-mcp 1 Claude Code, Codex, OpenCode 2 797 tok
coveyjorjet/mcp-gerrit-code-review MCP Server for Gerrit Code Review 1 Codex, OpenCode 1 743 tok
ncsound919/VibeServe ncsound919.github.io **VibeServe** is the first full-stack, fully-integrated AI development platform. It unifie 1 Claude Code, OpenCode 6 —
JustinGuese/AgentBureau-402-embodiment-as-a-service agentbureau.de AgentBureau provides the legal and physical infrastructure for AI agents to operate within 1 Codex, OpenCode 1 1,864 tok
jaykim429/report-mcp MCP that creates reports 1 Claude Code, Codex, OpenCode 2 1,170 tok
GeekMai90/ticktick-mcp-cli Agent-friendly CLI and MCP server for TickTick and Dida365 1 Codex, OpenCode 1 242 tok
ParkviewLab/ebony-enriching an mcp lab notebook 1 Claude Code, Codex, OpenCode 2 1,148 tok
kip-d/omnifocus-mcp OmniFocus automation via Model Context Protocol (MCP) 1 Claude Code, Codex, OpenCode 8 5,271 tok
CrackenReleased/boarderless.app_MCP Agentic connection and control for boarderless.app 1 Claude Code, Codex, OpenCode 2 1,074 tok
Mumega-com/inkwell inkwell.dev Agent-first content publishing engine. Config-driven, MCP-native, forkable. 1 Codex, OpenCode 1 422 tok
pxsloot/gitea-mcp-server Gitea MCP Server – A Model Context Protocol implementation for Gitea. Provides tools and r 1 Codex, OpenCode 1 319 tok
alpacax/alpacon-mcp docs.alpacax.com Developer toolkit for enabling VibeOps—extending Alpacon for programmable infrastructure a 1 Claude Code, Codex, OpenCode 2 3,765 tok
that-lucas/tts-mcp Give voice — for free — to Claude Code, OpenCode, Codex, and any other MPC tool 1 Codex, OpenCode 1 1,109 tok
Rentalot-ai/rentalot-mcp rentalot.ai MCP server exposing the Rentalot REST API (65 tools) for AI assistants — property manageme 1 Claude Code, Codex, OpenCode 2 1,654 tok
nami2111/junobuild-mcp MCP server for Juno (junobuild) - manage satellites, hosting, functions, snapshots and mor 1 Codex, OpenCode 1 2,046 tok
wongo/my-minimax-mcp MCP server wrapping MiniMax AI as autonomous code executor for Claude Code 1 Codex, OpenCode 1 551 tok
lesleslie/neo4j-mcp MCP server for neo4j-mcp 1 Claude Code, Codex, OpenCode 2 1,612 tok
VovaVindar/telegram-mcp Telegram MCP server for AI agents. Auto-categorize channels into folders, clean up inactiv 1 Claude Code, Codex, OpenCode 2 1,578 tok