How real projects configure their agents

43,853 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 agents7,784Claude Code6,676Data and AI3,658Backend and APIs3,500Languages3,392Git and workflow3,252Planning3,233Code review2,768Testing2,420Memory and context2,364Writing and docs2,341DevOps and cloud2,330Research2,286Frontend2,271Security2,055Project management1,754

All Claude Code32,000 Codex23,558 OpenCode22,502 GitHub Copilot3,568 Gemini CLI1,915 Cursor1,737 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
agroznykh/telegram-mcp-ag An MCP server for reading Telegram with voice message transcription (a wrapper around chig 0 Claude Code 2 1,317 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 —
albertorsesc/job-seeker Profile-driven job search engine that ranks openings by fit and eligibility, over MCP and 0 Claude Code 1 2,411 tok
aytacmehmet/sap-cloud-erp-mcp MCP server for SAP S/4HANA Cloud Public Edition - Material, BOM, Purchasing, Sales, Manufa 0 Claude Code 1 1,821 tok
dotneteeer/SimpleTgChatMcp simple-tg-chat-mcp.onrender.com Remote MCP server for sending Telegram messages/files via Bot API, deployed on Vercel 0 Claude Code 1 1,969 tok
colbyw5/phenoforge Semantic value set assembly for clinical cohort definitions, over MCP 0 Claude Code, Codex, OpenCode 2 898 tok
psluja/change-detection-store-mcp A small MCP server that remembers JSON values and tells you when they actually change. 0 Claude Code 1 2,661 tok
srigi/mcp-webpage-screenshot npmjs.com MCP server for creating screenshots of HTML pages 0 Claude Code 1 3 tok
HongJungWan/mcp-router 0 Claude Code 1 960 tok
KowL/luoome luoome — a local-first personal investment management advisor agent (MCP / TUI / Web; Luo 0 Claude Code, Codex, OpenCode 2 1,621 tok
chris-page-gov/okf-ons chris-page-gov.github.io Open Knowledge Format bundle for discovering and selecting Office for National Statistics 0 Codex, OpenCode 1 1,977 tok
Knuckles-Team/hdhomerun-mcp HDHomeRun HTTP/DVR/Discovery API + hdhomerun_config protocol client + MCP Server + A2A Ser 0 Claude Code, Codex, OpenCode 2 3,084 tok
dasanjaneyuludarla/servicenowdoc-mcp 0 Claude Code 1 595 tok
sebaldar/MCP-OCR Server MCP remoto (Streamable HTTP) per l'estrazione di dati strutturati da anagrafiche e 0 Claude Code 2 1,050 tok
firyomaefx/tradingview-chrome-mcp Local MCP server that lets Codex/Claude Code safely control Chrome for TradingView 0 Codex, OpenCode 1 1,194 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
Amaldeep98/Claude-realtime-voice-mcp 0 Claude Code 6 —
rehanhaider/mcpsuite 0 Codex, OpenCode 1 1,090 tok
alice-jin-dev/bodybridge Connect embodied devices to cloud AI via MCP — zero API cost, zero PC dependency, fully se 0 Claude Code 1 932 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 1,859 tok
kezhu-ai/uba UBA - Universal Browser Brain: the open-source MCP-first browser agent for AI agents (Clau 0 Claude Code 1 2,887 tok
coderclub-team/firstMCP 0 Codex, OpenCode 1 875 tok
thenguyenyf/hum-mcp 0 Claude Code 1 831 tok
jsaedtler/cookidoo-mcp-docker MCP server that uploads recipes from Claude or Gemini sessions to Cookidoo (Thermomix), pa 0 Claude Code 1 1,311 tok
hwalde/vision-mcp MCP-Server für lokale Bild-Analyse: YOLOv8-Objekterkennung und EasyOCR, mit LLM-optimierte 0 Claude Code, Codex, OpenCode 2 1,855 tok
diblaze/bokio-mcp Model Context Protocol server for the Bokio accounting API (private Bearer auth, read-only 0 Claude Code, Codex, OpenCode 2 1,528 tok
francbonet/Adb-MCP-Server 0 Codex 1 —
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
wahidianas/mcp-postgres Serveur MCP d'administration PostgreSQL (lecture + maintenance non destructive) : introspe 0 Claude Code 5 —
DP065U/STAAD-MCP 0 Codex, OpenCode 1 880 tok
ross-sec/image_studio_mcp Ross Technologies - Image Studio Official MCP Server 0 Claude Code 1 1,601 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 1,266 tok
DiegoBulhoes/mcp-database MCP server for PostgreSQL, MySQL and MongoDB with access modes, fail-closed query validati 0 Claude Code 3 2,571 tok
anatsheh84/splunk-mcp-server MCP server for Splunk with 25 tools — search, alerts, KV Store, index management. Works wi 0 Claude Code 1 580 tok
nipunbatra/pulp nipunbatra.github.io The agent-driven design canvas — Rust/WASM engine, real HTML/CSS designs, MCP for agents 0 Claude Code, Codex, OpenCode 3 1,599 tok
RalfHuesing/ComputeToAi Generic stock-and-flow simulation engine via MCP server. First use case: retirement, liqui 0 Claude Code 1 620 tok
mwillbanks/elysia-mcp-adapter Expose Elysia HTTP routes, explicit tools, explicit resources, and explicit prompts over a 0 Codex, OpenCode 1 746 tok
himanshugoel2797/LLMarr MCP server exposing *Arr stack style functionality to LLMs 0 Codex, OpenCode 1 3,838 tok
chiraggahujaa/db-mcp A Model Context Protocol (MCP) server that enables AI agents to safely interact with mul 0 Claude Code 1 594 tok
inupaUdara/MCP-Todo 0 Codex, OpenCode 1 360 tok