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
dducsw/vf-stock-agent Nền tảng AI & FastMCP Server phân tích chứng khoán Việt Nam. Tích hợp 144+ chỉ báo kỹ thuậ 0 Codex, OpenCode 1 1,579 tok
ErrolMc/SydneyRentalDataPipeline 0 Claude Code 1 3,915 tok
JustinUbes/rag-nfl-analyst This is a RAG system and MCP server built to act as an NFL sports analyst for use in Ameri 0 GitHub Copilot 1 44 tok
barisGultekin/izlek a terminal-first local frontend observability tool for humans and coding agents. It starts 0 Codex, OpenCode 1 165 tok
QuantmindSSI/CTO-MCP 0 OpenCode 2 —
alexd73/PlanfixMCP 0 Codex, OpenCode 10 1,021 tok
simoncrypta/graphql-mcp MCP server that exposes GraphQL operations as tools for AI models 0 Codex, OpenCode 1 268 tok
gaganjainse/shesh-skills Skill library + note capture MCP server 0 Codex, OpenCode 1 191 tok
azmirizkifar20/RAGBuddy rag.azmirf.my.id 🤖 A multi-project RAG (Retrieval-Augmented Generation) platform that provides project-awa 0 Claude Code, Codex, OpenCode 3 1,034 tok
asepsafrudin/multiple-mcp-server-by-kimi 0 Cursor 1 420 tok
SavageCore/dashy-mcp Model Context Protocol for Lissy93/dashy 0 Codex, OpenCode 1 956 tok
AutoraLabs/copyq-mcp autoralabs.com CopyQ history for AI agents, with clean dictation routing on Windows. 0 Codex, OpenCode 1 247 tok
ishan-parihar/threads-lyr Threads.net MCP server via anonymous scraping 0 Claude Code, Codex, OpenCode 3 664 tok
paulomanrique/mesen-for-ai MCP server for driving Mesen headlessly in AI-assisted SNES, NES, PC Engine, and GBA rever 0 Codex, OpenCode 1 1,650 tok
gsbenevides2/pr-mcp 0 Claude Code, Codex, OpenCode 6 889 tok
seonglae/openportfolio openportfolio.app Self-hosted portfolio tracker: every account as one net worth, the investor flows behind t 0 Codex, OpenCode 1 1,997 tok
maximyz3d/relaybridge Local Windows PowerShell and multi-AI CLI control plane with browser, REST, and MCP adapte 0 Claude Code, Codex, OpenCode 6 2,534 tok
johnw-max/xero-mcp 0 Codex, OpenCode 1 2,029 tok
extempore66/web-summaries-mcp-v2 MCP server for YouTube transcript fetching/semantic search, migrated to the v2 SDK / 2026- 0 Claude Code 1 523 tok
kevin511G/mcp_server Minimal Analysis MCP server with stdio and Streamable HTTP transports 0 Codex, OpenCode 1 217 tok
lucianum7/repo-brain Persistent repository memory for coding agents - Codex, Claude Code and MCP. 0 Claude Code, Codex, OpenCode 2 183 tok
omarbshah/workbeast A connector-fed commitment ledger with an MCP tap. Mail, calendar and transcripts become a 0 Claude Code 1 —
CastleZJC/Platform-MCP 0 Claude Code 1 6,943 tok
tamzrod/mcprelay A general-purpose MCP connectivity layer for securely connecting AI agents to authenticate 0 Codex, OpenCode 1 6,019 tok
EwigMidori/mindmap-mcp Browser mind map + local TypeScript server with MCP (no desktop install) 0 Codex, OpenCode 1 232 tok
phonhay103/maitabi-mcp-server 0 Codex, OpenCode 1 1,997 tok
Olorinm/visual-review-workbench Config-driven UI review CLI and Agent Skill for comparing real frontend pages, native stor 0 Codex, OpenCode 1 205 tok
Atlas-X-AI/shade-browser-security SECURITY-only MCP facade over the Shade Browser shared browser core 0 Claude Code 1 6,682 tok
kazuki0529/ssh-inspector-mcp 0 GitHub Copilot 1 219 tok
cyber-lazer-mermicorn/mcp-hub mcp-hub - Cutting-edge AI infrastructure 0 Codex, GitHub Copilot, OpenCode 2 451 tok
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
adrianparker/akahu-mcp MCP server for Akahu 0 Claude Code 1 543 tok
hlucent/realestate-mcp MOLIT real transaction price MCP 0 Claude Code 1 848 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 —
filypsdias/mcp-project-manager-lab 0 Claude Code 4 —
LiShuo-Duke/riskprobe-agent Privacy-safe local risk intelligence Agent for explainable rules, PSI drift monitoring, in 0 Codex, OpenCode 1 548 tok
keithdev21/Business-Central-Mcp 0 Claude Code 2 6,026 tok
RanjithKumarSeekolu/dejank npmjs.com MCP server that gives your AI coding agent hands-on access to a running React Native app — 0 Cursor 1 —
LaurensdeGraaff/pinkbee-mcp 0 Claude Code, Codex, OpenCode 3 193 tok
3lehr/brainlehr Deterministic, offline-capable knowledge store for any MCP client (Claude, Codex, Hermes, 0 Claude Code, GitHub Copilot 8 1,697 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 Company knowledge MCP server (prompts, ownership, docs, memory) 0 Claude Code, Codex, OpenCode 2 1,014 tok
nambatipudi/mcpipe-toolchain MCPipe Toolchain — an MCP server + Electron app bridging AI clients to Confluence, GitHub, 0 GitHub Copilot 1 1,546 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
gmen1057/yandex-direct-mcp Open-source MCP server for Yandex Direct (Yandex Direct) — 80 tools for AI agents 0 Codex, OpenCode 1 1,173 tok
Deepak993/mcp-docs-server 0 Claude Code 1 644 tok