How real projects configure their agents

32,008 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 agents7,622Claude Code6,647Data and AI3,678Backend and APIs3,504Languages3,404Planning3,218Git and workflow3,203Code review2,744Testing2,378Memory and context2,367Writing and docs2,318DevOps and cloud2,312Research2,291Frontend2,259Security2,027Productivity1,717

All Claude Code32,008 Codex23,279 OpenCode22,224 GitHub Copilot3,555 Gemini CLI1,920 Cursor1,736 Windsurf139 Kiro81

Project Stars Configures Files Always loaded
paichart/paichart AI-native service orchestration platform. Discover MCP services by capability, chain multi 2 Claude Code 47 8,874 tok
getrephonic/rephonic-mcp Give AI agents and LLMs access to the Rephonic API. 2 Claude Code 1
energychain/cernion-energy-tools MicroService Agent System for Energy Markets 2 Claude Code, Codex, GitHub Copilot, OpenCode 28 5,644 tok
issmirnov/ynab-mcp-server Model Context Protocol for YNAB (you need a budget) 2 Claude Code 1 2,343 tok
vincentvella/devloop devloop.build Browser control + dev-server logs on one correlated timeline — an MCP server with a headle 2 Claude Code 1
Tempguru-co/tempguru-mcp tempguru.co MCP server for W-2 event staffing across 345 US/CA markets: plan_staffing planner, live ra 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 5,545 tok
xyver/daedal-map daedalmap.com Open geographic query engine — ask place-based questions in natural language, get answers 2 Claude Code 1 1,099 tok
AceDataCloud/ProducerMCP platform.acedata.cloud MCP server for Producer/Riffusion AI music generation via AceDataCloud API 2 Claude Code, GitHub Copilot 2 852 tok
GeiserX/lynxprompt-mcp MCP Server for LynxPrompt — browse, search, and manage AI configuration blueprints (AGENTS 2 Claude Code 1 426 tok
GeiserX/duplicacy-mcp MCP Server for Duplicacy — monitor backup status, progress, and health from Prometheus exp 2 Claude Code 1 368 tok
06ketan/slideshot slideshot.vercel.app Convert HTML slides to high-res PNG, WebP, and PDF — CLI, Web App, MCP Server 2 Claude Code, Codex 10 1,467 tok
DanielGuru/repomemory Persistent, structured memory for AI coding agents. Your repo remembers what every session 2 Claude Code, Codex, OpenCode 2 5,463 tok
Gainium/gainium-mcp 2 Claude Code 2 543 tok
Damien829/aipaygen aipaygen.com Open-source MCP server with 250+ AI tools. Research, code, scrape, translate, analyze. 15 2 Claude Code 1
JoaoBerne/cli-bridge-mcp Your AI assistant, but it can phone a friend — an MCP server that consults a council of ot 2 Claude Code, Codex, OpenCode 2 1,318 tok
0xSardius/solenrich solenrich.com Onchain intelligence API for Solana AI agents. 45 pay-per-call x402 endpoints (USDC on Sol 2 Claude Code, Codex, OpenCode 5 27,852 tok
4DA-Systems/4DA 4da.ai Privacy-first developer intelligence — surfaces what matters from the noise 2 Claude Code, Codex, OpenCode, Windsurf 3 6,920 tok
Declade/lucairn-sdks lucairn.eu Lucairn SDKs — privacy-preserving AI infrastructure clients for TypeScript, Python, Go, an 2 Claude Code 3 397 tok
AnglerfishChess/chess-uci-mcp An MCP bridge exposing UCI chess engines such as Stockfish or Leela Chess Zero to any MCP 2 Claude Code 1
MRNAQA/sourceweave-web-search Fully local MCP server and CLI for web research 2 Claude Code, Codex, OpenCode 3 995 tok
MakeaMouse/fish-bridge-mcp An economical and fuel(token) efficient AI tool, graph session memory for looong chat sess 2 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 360 tok
Nizoka/pdfnative-mcp pdfnative.dev Official Model Context Protocol (MCP) server for local-first PDF/A generation. Empowers AI 2 Claude Code, Codex, GitHub Copilot, OpenCode 7 16,512 tok
AmitGurbani/mcp-server-woocommerce MCP server for managing WooCommerce stores through AI assistants 2 Claude Code 3 494 tok
Dhevenddra/forensic-deepdive pypi.org Persistent code knowledge graph + MCP server for AI coding agents, with confidence-tagged 2 Claude Code, Codex, OpenCode 5 2,074 tok
PStryder/TablaCognita Browser-based markdown editor and AI co-writing service. 2 Claude Code 1 482 tok
LeoMbm/malt-mcp 2 Claude Code 1 1,173 tok
Byggarepop/dotnet-mcp-orchestrator A .NET-native MCP orchestrator: one agent reaches many MCP servers through one server. Pro 2 Claude Code 1
Forge-Space/ui-mcp npmjs.com MCP server for AI-powered code generation — 21 tools, template packs, brand integration, a 2 Claude Code, Cursor 3 1,066 tok
BenyD/haypile haypile.sh Private search and Q&A for your documents. One binary that watches your folders and answer 2 Claude Code 1 100 tok
BourbonDog/amicus bourbondog.github.io Amicus — a multi-model AI council and ad-hoc sidecar, with Claude as orchestrator. 2 Claude Code 1 3,579 tok
NeoAIResearch/neo-mcp MCP server for Neo AI Engineer Agent 2 Claude Code 1 5,993 tok
NeoDrew/chromeflow chromeflow.run Let your AI coding agent (Claude Code or Codex CLI) drive your real Chrome — clicks, fills 2 Claude Code 1 3,532 tok
aaronsb/slack-mcp MCP server for Slack using session tokens — no OAuth, no bot, no admin approval. Stealth r 2 Claude Code 1 674 tok
ObscuritySRL/umbriel Drive and inspect a whole Windows machine from Bun — apps, windows, input, screen, OCR, re 2 Claude Code, Codex, OpenCode 2 3,461 tok
YimingYAN/fivetran-mcp MCP server for Fivetran API - manage syncs, check status, and control connections 2 Claude Code 1 419 tok
Pollamin/opendock-mcp MCP server for the Opendock Neutron API 2 Claude Code 2 1,123 tok
Rumblingb/Agentpay apay-delta.vercel.app AgentPay — Governed payment infrastructure for AI agents. Capability vault, scoped tokens, 2 Claude Code, Codex, OpenCode 9 2,639 tok
Sahil170595/Chimeraforge PyPI capacity-planning CLI for LLM deployment. pip install chimeraforge. 2 Claude Code, Codex, OpenCode 5 12,610 tok
Terminal49/API terminal49.com Terminal49 Developer Platform - Global Shipment and Container Tracking. 2 Claude Code, Codex, OpenCode 5 2,542 tok
YashvantHange/SuperMemory SuperMemory: an MCP-first learning memory layer for Claude, Cursor, and agent workflows 2 Claude Code 1
Oortonaut/task-graph-mcp **Multi-agent AI coordination that actually works.** When you have multiple AI agents wor 2 Claude Code 1 249 tok
QuantGist-Technologies/QuantGist_MCP quantgist.com MCP server exposing QuantGist macro event tools to Claude, Codex, and AI agents. 2 Claude Code, Codex, OpenCode 2 3,551 tok
cyanheads/faa-aircraft-registry-mcp-server npmjs.com Decode N-numbers to aircraft, engine, status, and owner, and search the US civil aircraft 2 Claude Code, Codex, OpenCode 2 13,478 tok
cocaxcode/database-mcp MCP server for database connectivity. Multi-DB (PostgreSQL, MySQL, SQLite), connection man 2 Claude Code 1 1,678 tok
barateza/mcp-plesk-dev-docs A unified MCP server that indexes and retrieves Plesk documentation using vector embedding 2 Claude Code, Codex, GitHub Copilot 7 2,967 tok
cyanheads/aviation-weather-mcp-server npmjs.com Fetch METARs, TAFs, PIREPs, and domestic SIGMETs from the NWS Aviation Weather Center via 2 Claude Code, Codex, OpenCode 2 12,708 tok
cyanheads/eia-energy-mcp-server npmjs.com Browse and query the U.S. Energy Information Administration API v2 — electricity, petroleu 2 Claude Code 1 6,891 tok
boutquin/mcp-server-email modelcontextprotocol.io Multi-account IMAP/SMTP email server for the Model Context Protocol (MCP). 22 tools — read 2 Claude Code 1 1,160 tok
capad-xyz/searchts capad.fyi The missing layer between AI and the web. Open-source escalating web unlocker + read/searc 2 Claude Code, Codex, OpenCode 2 3,140 tok
shuji-bonji/xcomet-mcp-server npmjs.com Translation quality evaluation MCP Server powered by xCOMET (eXplainable COMET). 2 Claude Code 2 1,585 tok