How real projects configure their agents

31,992 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 agents7,690Claude Code6,656Data and AI3,669Backend and APIs3,506Languages3,395Planning3,227Git and workflow3,219Code review2,753Testing2,387Memory and context2,368Writing and docs2,331DevOps and cloud2,317Research2,292Frontend2,266Security2,036Productivity1,725

All Claude Code31,992 Codex23,401 OpenCode22,346 GitHub Copilot3,564 Gemini CLI1,917 Cursor1,741 Windsurf146 Kiro83

Project Stars Configures Files Always loaded
cpjet64/WebAI-MCP Monitor browser logs and much more directly from MCP compatible IDEs. 2 Claude Code, Codex, OpenCode 2 1,327 tok
oculairmedia/postizz-MCP MCP server for postizz 2 Claude Code 1 2,128 tok
JOravetz/alpaca-mcp-gold Modular Alpaca trading server with resource mirrors 2 Claude Code 5 2,121 tok
mojenmojen/of-mcp 2 Claude Code 1 1,474 tok
dhks77/gw-ssh 2 Claude Code 3 1,950 tok
thlandgraf/askme-mcp 2 Claude Code 4 2,475 tok
GumpperGroup/unlock-reso-mcp-remote 2 Claude Code, Codex, OpenCode 2 2,069 tok
clankercode/mcp-fetch-patents 2 Claude Code, Codex, OpenCode 2 1,275 tok
masa061580/enhanced-pubmed-mcp-server 2 Claude Code 1 629 tok
oledmansfeld/unopim-mcp MCP Server for UnoPim PIM - Enable Claude Desktop to manage your product information with 2 Claude Code 1 10,047 tok
ohenak/etrade-mcp 2 Claude Code 1 848 tok
duvoai/cua-mcp-server Agentic MCP server for CUA Cloud - delegate desktop automation tasks to autonomous vision- 2 Claude Code, Codex, OpenCode 3 3,466 tok
Soushi888/holochain-mcp 2 Claude Code 1 679 tok
enderekici/trading212-mcp Trading212 Mcp 2 Claude Code 1 4,927 tok
RecursiveRabbit/AI_BBS Bulletin board system for direct AI-to-AI communication via MCP 2 Claude Code 1 1,082 tok
mdemyanov/gramax-docportal-mcp MCP server for Gramax documentation portal — search, read articles, browse catalogs 2 Claude Code, Codex, OpenCode 2 1,879 tok
JoviDeCroock/preact-mcp 2 Claude Code 1 1,392 tok
yellowcandle/legco-search-mcp legco-search-mcp.herballemon.workers.dev A remote Model Context Protocol (MCP) server deployed on Cloudflare Workers for accessing 2 Claude Code, Codex, OpenCode 2 4,231 tok
wangx-wx/yuque-mcp yuque mcp 2 Claude Code 20
shanewwarren/mcp-sst MCP server for SST dev - read logs, monitor Lambda invocations, and control dev servers fr 2 Claude Code 1 530 tok
spatialy/huly-mcp 2 Claude Code 3 951 tok
louislva/flashcards-mcp flashcards.louisarge.com MCP server for flashcards, so they're synced across your devices 2 Claude Code 1 864 tok
BalajiSriraman/mcp-server-clerk clerk-mcp.vercel.app Model Context Protocol (MCP) server for Clerk. Manage organizations, users, and roles dire 2 Claude Code 1 3,286 tok
PatrickHeneise/rivian-mcp Unofficial Rivian API MCP 2 Claude Code 2 933 tok
ulianbass/tradingview-mcp TradingView Desktop MCP bridge — 100+ tools for chart automation via CDP, Pine workflows, 2 Claude Code, Codex, OpenCode 2 750 tok
felipethecosta/computer-use-mcp MCP server for computer use automation — screenshots, mouse, keyboard control 2 Claude Code 1 479 tok
kieutrongthien/coding-mcp coding-mcp.omaicode.com Coding MCP is a multi-project MCP server for remote coding workflows. It lets agents work 2 Claude Code, Codex, GitHub Copilot 4 320 tok
wauwaya/notion-workflow-mcp Personal workflow management via Claude CLI + Notion API (MCP Server) 2 Claude Code 13 124 tok
AetherCore-Dev/token-rugcheck 2 Claude Code 1 738 tok
x-hannibal/mcp-memento A Gentle Persistence Layer for AI Coding Agents 2 Claude Code 1 243 tok
shuji-bonji/pdf-reader-mcp npmjs.com An MCP (Model Context Protocol) server specialized in deciphering PDF internal structures. 2 Claude Code 2 1,513 tok
mumez/smalltalk-validator-mcp-server MCP server for validating tonel formatted st files and smalltalk methods 2 Claude Code 1 633 tok
shuji-bonji/pdf-spec-mcp npmjs.com An MCP (Model Context Protocol) server that provides structured access to ISO 32000 (PDF) 2 Claude Code 1 6,275 tok
sandraschi/opencode-cli-mcp MCP server that wraps opencode CLI's HTTP API (opencode serve) into MCP tools, plus a weba 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 1,910 tok
ggqshuai-hub/a2amarket-mcp-server A2A Market MCP Server — Connect AI agents to A2A Market via Model Context Protocol (31 too 2 Claude Code, Cursor 1
udithaMee/openkai Open-source personal memory system for AI agents via MCP - PostgreSQL + SQLite hybrid with 2 Claude Code 1 1,843 tok
samirjani03/redteam-mcp A powerful penetration testing MCP server that runs 20 real hacking tools inside a Kali Li 2 Claude Code 1 3,732 tok
paulieb89/uk-property-mcp 2 Claude Code, Codex, OpenCode 5 1,272 tok
Chefy3x/tradingview-mcp-chefy Token-efficient TradingView MCP for backtesting — built on LewisWJackson/tradingview-mcp-j 2 Claude Code 1 1,873 tok
deepwa7er/poe2-mcp Path of Exile 2 MCP server for build analysis 2 Claude Code 1
InstaWP/mcp-wp-php MCP for WordPress using PHP SDK (by ModelContextProtocol) 2 Claude Code 1 3,402 tok
ikari-software/fibaro-mcp A Model Context Protocol server for Fibaro home automation 2 Claude Code 1 882 tok
sydasif/nornir-mcp-server Nornir MCP Server provides a specialized set of tools for network engineers and AI agents 2 Claude Code, Codex, OpenCode 2 840 tok
AndrewHossam/rumble-mcp 2 Claude Code 1 443 tok
PopoverAI/browser-automation 2 Claude Code 2 2,482 tok
dvcrn/mcp-server-linear a (working!) MCP server for accessing Linear with multiple workspaces support 2 Claude Code 1 1,809 tok
freeplayai/freeplay-mcp 2 Claude Code 1 1,513 tok
mightbesaad/audit-event-mcp Hash-chained audit log for AI agents — MCP-native, Cloudflare Durable Objects + SQLite 2 Claude Code 1 2,188 tok
Genealogy-MCP/gedcom-mcp ghcr.io MIRROR - Development at https://gitlab.com/genealogy-mcp/gedcom-mcp 2 Claude Code 1 1,866 tok
algony-tony/mymcp 2 Claude Code 1 2,624 tok