How real projects configure their agents

31,993 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 agents7,750Claude Code6,665Data and AI3,660Backend and APIs3,501Languages3,396Git and workflow3,240Planning3,237Code review2,765Testing2,405Memory and context2,365Writing and docs2,337DevOps and cloud2,319Research2,286Frontend2,267Security2,044Project management1,742

All Claude Code31,993 Codex23,503 OpenCode22,448 GitHub Copilot3,567 Gemini CLI1,915 Cursor1,740 Windsurf150 Kiro86

Project Stars Configures Files Always loaded
F-e-u-e-r/tradingview-mcp Review-only MCP bridge for TradingView Desktop — 7 tools over a verified loopback CDP boun 0 Claude Code 1 390 tok
halaprix/bd-explore halaprix.github.io Ask a beads store questions, codegraph-style: verbatim beads + relationship neighborhoods 0 Claude Code, Codex, Gemini CLI, OpenCode 3 1,728 tok
SagaSmithAI/sagasmith-narrative System-neutral SagaSmith Narrative domain, MCP, Skills, and project generation 0 Claude Code, Codex, OpenCode 2 396 tok
ekam-mann/sleeper-fantasy-mcp- MCP server that turns your Sleeper league into league-accurate fantasy advice - drafting, 0 Claude Code 1 1,266 tok
tkuan/uStoreBackoffice-mcp uStore Backoffice REST API mcp - uStore version 26.2 0 Claude Code 1 1,623 tok
knahsirV/garmlink 0 Claude Code 1 1,077 tok
quzhiii/ai-disk-doctor-integrations Universal local Agent Skill and MCP integration for AI Disk Doctor 0 Claude Code, Codex, OpenCode 2 1,130 tok
nhochstetler/SEC-Filings-Vector-Database Turn SEC EDGAR filings into a searchable RAG corpus: chunked filings in Weaviate, XBRL fig 0 Claude Code 1 5,440 tok
olykov/node-red-contrib-mcp-server-readonly Read-only Node-RED MCP server package 0 Claude Code, Codex, OpenCode 2 286 tok
dmc5179/redhat-security-data-api-mcp 0 Claude Code 1 1,550 tok
Walessonrdreis/omie-mcp-v1.0 0 Claude Code, Codex 14 —
File1979/mcp-document-tools 0 Claude Code 1 1,017 tok
tecof/tecof-mcp 0 Claude Code, Codex, OpenCode 3 251 tok
willTerner/baomihua-formatter-mcp A standalone Node.js MCP server for inspecting and operating on media files in OpenList an 0 Claude Code, Codex, OpenCode 2 1,379 tok
masoniqbal777/Business-Central-Mcp 0 Claude Code 2 6,026 tok
Trum-ok/tutu-mcp-hackathon trum-ok.github.io 0 Claude Code 7 510 tok
krishna-astrasols/reddit-mcp-server 0 Claude Code 1 4,759 tok
FahadEjaz/magento-mcp 0 Claude Code 1 1,535 tok
8C9D/outlook-mcp MCP server connecting Claude to a personal Outlook mailbox via Microsoft Graph — 40 tools 0 Claude Code 1 764 tok
chemisttt/tutu-mcp-kit tutu-mcp-kit.vercel.app Let's go! Tickets and hotels together. Hackathon Tutu MCP. 0 Claude Code, Codex, OpenCode 2 858 tok
hossein-finlex/web-mcp-hello demonstration of how we can use google webmcp and backend mcp to do work in the backend an 0 Claude Code 1 2,113 tok
VampSlayer/Corpus A mcp context server for you entire code base 0 Claude Code, Codex 1 —
asepharyana/mcpedia wiki.asepharyana.my.id Content-first knowledge base: Web UI + MCP server + tRPC API, shared Core. 0 Claude Code, Codex, OpenCode 2 612 tok
bomsan69/mysql-mcp-server MCP server for running SELECT/INSERT/UPDATE/DELETE queries against MySQL 0 Claude Code, Codex, OpenCode 2 3,043 tok
nodormu/unreal-mcp-additional-tools These tools complement and pick up where the Epic official unreal tools leave off. No dupe 0 Claude Code 1 1,727 tok
elefant-coder/skill-hub An internal skill distribution hub — a self-deployed template for distributing Claude Code 0 Claude Code 1 1,156 tok
mahmouddattiaa/Genesys-Archivist 0 Claude Code, Codex, OpenCode 2 2,343 tok
ossenna-hq/MCP_LTSpice Portable public integration fork of the LTspice MCP server, with generic Codex deployment 0 Claude Code 1 5,437 tok
ymo6/illustrator-figure-mcp Given a png, regenerate with Illustrator 0 Claude Code 1 1,304 tok
haisamar/agentguard agentguard-eight.vercel.app Identity security for AI agents using Auth0, OAuth, MCP, contextual policy 0 Claude Code, Codex, OpenCode 2 159 tok
nyxandro/tutu-hackathon How to get there: search for the nearest way to travel using live data from Tutu via MCP 0 Claude Code 1 4,121 tok
luizanunciostoca/toca-mcp-server 0 Claude Code, Codex, GitHub Copilot, OpenCode 23 1,778 tok
Angad816/GITPILOT-MCP---AI-POWERED-GITHUB-TOOL-CONTEXT-LAYER “A developer assistant that lets an LLM securely understand and perform authorized GitHub 0 Claude Code 1 673 tok
xiaoxinbuxingyeyuan/MODULAR-RAG-MCP-SERVER Production-oriented modular RAG MCP server for study-abroad knowledge retrieval 0 Claude Code, Codex 9 —
hlucent/seoul-uncomfort-report-mcp 0 Claude Code 1 2,071 tok
tetracoralla/BatchTicket Deterministic, token-aware structured-data transformation runtime for agents 0 Claude Code, Codex, OpenCode 2 739 tok
WizardHeHeJun/AutoPlayQA Android game QA automation framework: a deterministic perception + action + recognition-ga 0 Claude Code 9 —
Fatih0234/web-searxng Local on-demand web search for coding agents — SearXNG + safe reader + MCP (lazy Docker, S 0 Claude Code, Codex, OpenCode 2 130 tok
py-zoid/mcp-tenderly MCP server for Tenderly transaction simulation and trace debugging on EVM chains 0 Claude Code 1 1,810 tok
Kevin-CNC/better-scout MCP For quicker repository exploration, annotation and context resolution. 0 Claude Code 1 163 tok
DrDroidLab/TestTrout 🐟 The testing assistant for coding agents. Reads your repo, connects to your deployment, 0 Claude Code, Codex, OpenCode 2 967 tok
maniaclab/af-filesystem-mcp AF filesystem MCP 0 Claude Code 1 4,097 tok
maniaclab/af-jupyterlab-mcp AF JupyterLab MCP 0 Claude Code 1 3,391 tok
batpepe/ai-automation-lab Incident triage agent for a self-hosted K3s cluster: n8n as a GitOps workload, an MCP tool 0 Claude Code 1 1,017 tok
zabolotniydj/ableton-mcp-fixed Ableton Live MCP with MIDI reading, scenes, mixer control and the Wavetable modulation mat 0 Claude Code 1 —
SlobodaFR/home-remote-mcps 0 Claude Code 1 4,121 tok
t1nk333r/mcp-dockhand MCP Server for Dockhand Docker Management - exposes 130+ API endpoints as MCP tools 0 Claude Code, GitHub Copilot 4 2,345 tok
di404/godot-mcp-gateway One Godot editor, multiple AI coding agents. 0 Claude Code, Codex, OpenCode 2 6,577 tok
jeius/mcp-servers A monorepo of Model Context Protocol servers 0 Claude Code, Codex, OpenCode 3 1,176 tok
GlacianNex/fmp-qualtrim-mcp MCP server for stock research: Financial Modeling Prep fundamentals, valuation and screeni 0 Claude Code 1 —