How real projects configure their agents

43,813 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
ryanfangk/claude-ai-mcp-demo claude-ai-mcp-demo.vercel.app 0 Claude Code, Codex, OpenCode 4 674 tok
vengat-0100/mcp_connector This project is to have a connector for claude to connect your CMS applications (which exp 0 Codex, OpenCode 1 360 tok
klauseduard/vibe-coded-jira-mcp 0 Claude Code, Codex, OpenCode 2 1,529 tok
jevy/mcp-webresearch MCP web research server (give Claude real-time info from the web) 0 Cursor 1 62 tok
troylar/jira-mcp-server 0 Claude Code 9 258 tok
jurislm/coolify-mcp jurislm.github.io MCP server for Coolify. 35 tools for managing self-hosted PaaS through AI assistants. 0 Claude Code, GitHub Copilot 2 2,615 tok
thecleanupcrew/mcp-server Testing MCP server implementation 0 Claude Code 1 1,146 tok
SamuelDudley/ism-mcp 0 Claude Code 1 1,447 tok
koalyptus/ls-apis Public API Discovery for Humans & Agents 0 Codex, OpenCode 1 3,254 tok
galatanovidiu/mcp-adapter-implementation-example-bk 0 Codex, OpenCode 1 2,271 tok
tjackiet/bitbank-genesis-mcp-server-http-archive bitbank-genesis-mcp-server-http-archive 0 Claude Code, Codex, Cursor, OpenCode 7 2,164 tok
danimoya/sprinter Gated work-backlog tracker with priority scoring, a filter/sort UI, and a built-in MCP ser 0 Codex, OpenCode 1 426 tok
sshh12/windows-computer-use-mcp Full computer-use for Windows over MCP: multi-monitor screen capture, scan-code keyboard/m 0 Claude Code 1 2,413 tok
bpmj-martin/ledgerlink-mcp MCP server for QuickBooks Online — manage invoices, customers, expenses, and reports via A 0 Claude Code 1 696 tok
negrueu/linkedin-company-admin-mcp MCP server for LinkedIn Company Page administration (Python, Patchright, browser-first) 0 Claude Code, Codex, OpenCode 2 548 tok
grahamton/merchGent MCP server that gives AI agents eyes on any e-commerce storefront -- scrape, audit, and ro 0 Claude Code, OpenCode 12 3,097 tok
ziux/playwright-plus-python-mcp 0 Cursor 1 57 tok
StarGazer1995/mcp-stargazing An MCP server that provides real-time astronomical data, smart stargazing planning, and li 0 Claude Code, Codex, OpenCode 2 5,727 tok
nimit791/tradingview-mcp-jackson 0 Claude Code 1 1,873 tok
fangshanzizhi/workbuddy-kimi-bridge WorkBuddy MCP bridge for kimi-code CLI (gRPC + HTTP + MCP 3-layer) 0 Codex, OpenCode 1 4,593 tok
krantiutils/proton-bridge-mcp 0 Codex, OpenCode 1 144 tok
nguyenph88/Media-Editor-MCP Combine of Capcut, Premiere Pro, Media Analysis MCP 0 Claude Code 10 —
tildecomunicacion/trainingpeaks_mcp Conexión de TrainingPeaks con Claude 0 Claude Code 1 —
aauth-dev/proxy The user's AAuth agent in MCP form — discovery, identity, interaction relay 0 Claude Code 1 142 tok
AmreetKumarkhuntia/mcp-da-vinci 0 Claude Code 2 1,349 tok
Sunilrana1978/MCP 0 Claude Code 1 469 tok
MidCheck/ATMcp Agent Teams Mcp 0 Cursor 2 —
duguobao812718-wq/scout AI Agent all-in-one search tool — completely free, multiple engines, MCP protocol 0 Claude Code 1 808 tok
sailfact/dspec 0 Claude Code 1 1,282 tok
sandeepgandhi500/idmission-mcp-server 0 Claude Code 1 1,736 tok
penysho/docs-mcp 0 Claude Code 1 1,375 tok
arjshiv/blaze-sql-mcp-server 0 Claude Code 1 323 tok
mehrshadshams/CopilotMCP 0 GitHub Copilot 1 856 tok
gavinz0228/openai-agents-sdk-mcp A Model Context Protocol (MCP) tool plugin that provides documentation for the OpenAI Agen 0 GitHub Copilot 1 234 tok
nolte/reachy-mini-mcp Model Context Protocol server for Reachy Mini — REST wrapper around the Pollen daemon. 0 Claude Code 2 864 tok
Chiehyii/code-security-skill npmjs.com Secure-coding knowledge base and MCP server for AI coding assistants, covering OWASP Top 1 0 Claude Code 1 1,160 tok
tirthanzh/mcp-transportasi-bandara-dan-pelabuhan 0 Claude Code 1 4,051 tok
fastmcp-me/mcp-airflow-api deepwiki.com 🔍Model Context Protocol (MCP) server for Apache Airflow API integration. Provides compreh 0 GitHub Copilot 1 769 tok
manifest-network/manifest-mcp-mono Manifest SDK & MCP Monorepo 0 Claude Code 3 10,341 tok
jsynowiec/mcp-server-airly An MCP server that integrates the Airly API, enabling natural language interaction with ai 0 Claude Code, Codex, OpenCode 2 318 tok
knishioka/td-mcp-server 0 Claude Code 1 2,619 tok
quantumsoftwarelab/nanograph-mcp 0 Claude Code, Codex, OpenCode 2 813 tok
musictechlab/mcp-codemagic MCP server for Codemagic CI/CD — trigger and inspect builds from Claude Code 0 Claude Code 1 509 tok
Moodswing9/ppdm-mcp-server moodswing9.github.io MCP server exposing Dell EMC PPDM, NetWorker & Data Domain as Claude Code tools — 29 tools 0 Claude Code 1 1,294 tok
bitshelf/debug-console-mcp 0 Claude Code, Codex, OpenCode 2 1 tok
kujirahand/discord-webhook-mcp MCP Server for Discord webhook 0 Codex, OpenCode 1 159 tok
a9lim/rlaif PiShock MCP server 0 Claude Code 1 4,832 tok
fuwadog/forge-mcp 0 Codex, OpenCode 1 1,725 tok
takada-at/bq_mcp_server 0 Claude Code 3 1,424 tok
edurodelg/biwenger-mcp Fixed-price squad optimizer and API/MCP server for Biwenger World Cup 2026 0 Codex, OpenCode 1 3,373 tok