How real projects configure their agents

31,986 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 agents7,720Claude Code6,662Data and AI3,665Backend and APIs3,500Languages3,396Planning3,238Git and workflow3,234Code review2,760Testing2,394Memory and context2,365Writing and docs2,333DevOps and cloud2,315Research2,289Frontend2,264Security2,036Project management1,736

All Claude Code31,986 Codex23,463 OpenCode22,407 GitHub Copilot3,565 Gemini CLI1,914 Cursor1,740 Windsurf150 Kiro84

Project Stars Configures Files Always loaded
dunkeln/bright_mcp bright-mcp.vercel.app Agent-oriented Bright Data capabilities over MCP, built with Bun and the OpenAI Apps SDK 0 Claude Code, Codex, OpenCode 2 10 tok
steffipanakal/mcp-hayabusa-Claude 0 Claude Code 2 476 tok
AndyAnh174/read-image-mcp MCP server dùng Gemini để đọc và mô tả ảnh. Hỗ trợ ảnh đơn, nhiều ảnh, và prompt tùy chỉnh 0 Claude Code, Codex 9
donnatto/discogs-mcp 0 Claude Code 1 1,193 tok
IDinsight/tlm-authoring-mcp idinsight.github.io MCP server for manipulating Learning Commons ontology aligned knowledge graphs and authori 0 Claude Code 4 9,475 tok
trickyfalcon/mcp-defender 0 Claude Code 1 562 tok
michaelalber/grounded-code-mcp Ground your AI coding agent in the books, standards, and docs you actually trust. A local 0 Claude Code, Codex, OpenCode 2 6,114 tok
akshatbatra/attachpad MCP exposed context control center for AI agents 0 Claude Code, Codex 1
rodrigopg/mcp-brazil-marketplaces MCP Server para busca de anúncios na OLX Brasil (Python + FastMCP) 0 Claude Code, Codex, OpenCode 2 996 tok
obrien-matthew/mcp-pihole MCP server for Pi-hole v6 0 Claude Code, Codex, OpenCode 2 302 tok
mountain-pass/addressr-mcp MCP server for Australian address search and validation via Addressr 0 Claude Code, Codex, OpenCode 3 1,016 tok
DarkMatterProductions/mcp-project-context-server A Python MCP server that gives LLMs persistent, searchable access to project context — doc 0 Claude Code 1 290 tok
SSIG-IT/3cx-mcp-server MCP Server for 3CX Phone System (V20+) — Manage users, extensions, queues, calls, contacts 0 Claude Code 1 1,170 tok
KeyserDSoze/GhostWriterFramework 0 Claude Code, Codex, OpenCode 2 960 tok
asgard-ai-platform/mcp-twfood pypi.org MCP Server for twfood.cc — 6 AI-callable tools for Taiwan agricultural wholesale market pr 0 Claude Code 1 482 tok
hyang0129/pyscope-mcp MCP server exposing Python function- and module-level call graphs for agentic coding. 0 Claude Code 1 1,959 tok
jurislm/entire-mcp MCP server for the Entire CLI — manage AI agent checkpoints and sessions 0 Claude Code 1 1,228 tok
asgard-ai-platform/mcp-tw-judgment MCP server for searching Taiwan judicial judgments (司法院裁判書系統) — 2 AI-callable tools over M 0 Claude Code 1 698 tok
Taardisaa/ghidra-api-mcp A MCP server that helps LLMs write (nearly) correct Ghidra scripts by providing API call s 0 Claude Code 1 882 tok
matthieurosset/nas-mcp-server Serveur MCP pour contrôler le NAS Synology 0 Claude Code 1 1,254 tok
ryanfangk/claude-ai-mcp-demo claude-ai-mcp-demo.vercel.app 0 Claude Code, Codex, OpenCode 4 674 tok
klauseduard/vibe-coded-jira-mcp 0 Claude Code, Codex, OpenCode 2 1,529 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
tjackiet/bitbank-genesis-mcp-server-http-archive bitbank-genesis-mcp-server-http-archive 0 Claude Code, Codex, Cursor, OpenCode 7 2,164 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
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
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
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
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
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