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
sontakmtp-cell/autocad-mcp AutoCAD MCP server with Streamable HTTP transport 0 Codex, OpenCode 1 522 tok
Harikrishnanspillai/nexusops NexusOps is an AI-powered autonomous incident triage platform that uses MCP to diagnose pr 0 Claude Code, Codex 5 —
resace3/mcp-local-study-app 0 Codex, OpenCode 1 33 tok
sreyak-s/CineOS An MCP-Powered AI Production Manager for Filmmakers. 0 Claude Code, Codex 5 —
ownasquare/context-loom Local-first, fidelity-audited context compilation for AI chat harnesses 0 Codex, OpenCode 1 566 tok
kalcifield/ovf-data-mcp kalcifield.github.io Unofficial OVF API client, CLI, and MCP server for public Hungarian water-management data. 0 Claude Code, Codex, OpenCode 2 617 tok
Nitrostack-HAK/Fraud-Alert-MCP-HAK fraud-alert-mcp-ha-hak-team-amrita-university-amritapuri-campus.app.nitrocloud.ai A fraud alert mcp server which analyzes user transactions by assigning unique transaction 0 Claude Code, Codex 5 —
srihannarendula/ComplianceFabricMcp AI-powered RBI KYC Compliance Assistant built with NitroStack MCP 0 Claude Code, Codex 5 —
Handigraphs/handigraphs-stats-api-mcp handigraphs.com Public stdio MCP server for the Handigraphs Stats API v1 0 Claude Code, Codex, OpenCode 2 1,935 tok
ErneG/svgo-jsx-mcp 0 Codex, OpenCode 1 781 tok
Caezarr/Bond-OpenAI Local provider-neutral MCP phone actions for Bond, Codex and compatible agents 0 Codex, OpenCode 1 299 tok
pooyanmajd/pmtechdev-mcp-plugins Local-first, safety-focused MCP servers, shared tooling, and a public Codex plugin marketp 0 Codex, OpenCode 1 326 tok
VRDhwaraganath/LogGuardian-AI LogGuardian AI is an AI-powered enterprise log analysis platform built with NitroStack MCP 0 Claude Code, Codex 5 —
hrideshmg/pulse Nitrostack hackathon project, MCP for the human body 0 Claude Code, Codex 1 —
joenukem/open-automation-platform-mcp MCP server exposing open automation platform tools to agents, gated by gateway auth, RBAC, 0 Codex, OpenCode 1 402 tok
shivankj11/gdrive-mcp A read/write MCP for Google Drive, Docs & Sheets, built for agents: bounded/paged reads, s 0 Codex, OpenCode 1 195 tok
rhll07/wealvest-ai MCP-Powered Wealth Intelligence Platform 0 Claude Code, Codex 5 —
Ragasri05/crisisnet-mcp 0 Claude Code, Codex 5 —
Asyncbot31/mcp 0 Claude Code, Codex 5 —
AnanthanarayanKV/SentinalMCP 0 Claude Code, Codex 5 —
jyswee/emailinabox Email hosting for coding agents — deploy domains, mailboxes, tracked send. 13 MCP tools, s 0 Codex, OpenCode 1 801 tok
rendyuwu/arknights-mcp 0 Claude Code, Codex, OpenCode 2 1,832 tok
AgRenting/agrenting-codex-plugin Hire remote Agrenting marketplace agents from OpenAI Codex through MCP 0 Codex, OpenCode 1 61 tok
gautham-sai05/omni-mcp 0 Claude Code, Codex 5 —
nekhss/viyan-mcp 0 Claude Code, Codex 5 —
colbyw5/phenoforge Semantic value set assembly for clinical cohort definitions, over MCP 0 Claude Code, Codex, OpenCode 2 898 tok
KowL/luoome luoome — a local-first personal investment management advisor agent (MCP / TUI / Web; Luo 0 Codex, OpenCode 1 1,603 tok
Knuckles-Team/hdhomerun-mcp HDHomeRun HTTP/DVR/Discovery API + hdhomerun_config protocol client + MCP Server + A2A Ser 0 Claude Code, Codex, OpenCode 2 3,522 tok
amirtaherkhani/dev-io-mcp MCP server for turning AI conversations into dev.io Markdown posts 0 Claude Code, Codex, OpenCode 4 1,531 tok
TuTouPower/kimi-acp-mcp MCP bridge from Claude Code to local Kimi Code via Moonshot official ACP (kimi acp). No re 0 Claude Code, Codex, OpenCode 2 3,466 tok
B-A-M-N/TopHatMCP bridges ChatGPT with local coding agents through a leased job queue. It delivers queued pr 0 Codex, OpenCode 1 3,632 tok
rehanhaider/mcpsuite 0 Codex, OpenCode 1 1,090 tok
reallygood83/sbinfo sbinfo — School Alert budget, unit projects, and distinctive educational operations intell 0 Claude Code, Codex 2 —
RookieCol/caudal Ask, don't guess. Chat-first finance OS for my SaaS — FastAPI, MCP, and a deterministic pr 0 Claude Code, Codex 22 —
msmirnyagin/wed-search-cloudflare Remote MCP server on Cloudflare Workers — smart web-search router across HTTP APIs, extern 0 Codex, OpenCode 1 1,368 tok
kalcifield/eea-climate-data-mcp Agent-friendly, schema-aware access to European climate data from EEA Discodata 0 Codex, OpenCode 1 783 tok
craftpip/kitchen-mcp 0 Codex, OpenCode 1 2,221 tok
coderclub-team/firstMCP 0 Codex, OpenCode 1 875 tok
hwalde/vision-mcp MCP-Server für lokale Bild-Analyse: YOLOv8-Objekterkennung und EasyOCR, mit LLM-optimierte 0 Claude Code, Codex, OpenCode 2 2,821 tok
johnnyclem/hypervault-mcp hypervault-mcp.vercel.app 0 Claude Code, Codex 2 —
powersurge01/shoot-email shoot-email-backend.powersurge.workers.dev Gives ChatGPT a real email inbox to send and receive messages, preserve conversation histo 0 Codex, OpenCode 1 3,723 tok
BamButz/nextcloud-collectives-mcp Ein MCP-Server für den Zugriff auf die Nextcloud Collectives App 0 Codex, OpenCode 1 1,433 tok
DP065U/STAAD-MCP 0 Codex, OpenCode 1 880 tok
TMHSDigital/godot-correctness-mcp tmhsdigital.github.io Offline static correctness MCP server for Godot 4.x GDScript projects 0 Claude Code, Codex, Cursor, OpenCode 3 2,273 tok
himanshugoel2797/LLMarr MCP server exposing *Arr stack style functionality to LLMs 0 Codex, OpenCode 1 3,838 tok
inupaUdara/MCP-Todo 0 Codex, OpenCode 1 360 tok
RetireGolden/RetireGolden-MCP 0 Claude Code, Codex, OpenCode 2 2,905 tok
zaalipro/llmotions-agentfarm-claude-plugins farm.llmotions.com Claude Code marketplace for five paid LLMotions AgentFarm coding agents 0 Codex, OpenCode 1 63 tok
nethra-vp/project-planner-mcp 0 Codex, OpenCode 1 293 tok
DevNarayanU/MCP-Nitro 0 Claude Code, Codex 5 —