How real projects configure their agents

43,730 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 agents7,670Claude Code6,650Data and AI3,673Backend and APIs3,507Languages3,392Planning3,227Git and workflow3,211Code review2,744Testing2,385Memory and context2,367Writing and docs2,330DevOps and cloud2,314Research2,288Frontend2,261Security2,032Productivity1,722

All Claude Code31,994 Codex23,359 OpenCode22,302 GitHub Copilot3,560 Gemini CLI1,917 Cursor1,740 Windsurf142 Kiro82

Project Stars Configures Files Always loaded
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
thinkchainai/stock-intelligence-mcp MCP App Server for stock market data — AI-driven interactive charts, financials, analyst r 2 Codex, OpenCode 1 1,947 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
guirguispierre/spotifyMCP Cloudflare-hosted remote Spotify MCP server with OAuth and per-user token storage for AI a 2 Codex, OpenCode 1 293 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
li-yq/namespaced-hpc-mcp MCP server for namespaced HPC 2 Codex, OpenCode 1 842 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
s9hn/figma-compaction-mcp MCP bridge that prunes Figma design context into compact plain-text context for agents 2 Codex, OpenCode 1 498 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
tristanmanchester/sifs Extremely fast hybrid code search for agents. 2 Codex, OpenCode 1 259 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
kruschdev/pg-git-mcp A PostgreSQL-backed Git implementation and semantic memory MCP server for AI coding agents 2 Codex, OpenCode 1 807 tok
joshdougall/memory-mcp Valkey-backed MCP memory server for AI agents — persistent, searchable, versioned cross-se 2 Codex, OpenCode 1 1,040 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
hkopenai/hk-city-mcp-server This is an MCP server that provides access to government city data through a FastMCP inter 2 Gemini CLI 1 142 tok
gusztavvargadr/foaas-mcp foaas.io MCP server to expose the functionality of FOAAS (Fuck Off As A Service) to AI clients 2 GitHub Copilot 1 2,118 tok
theobjectivedad/powersearch-mcp PowerSearch MCP helps AI agents search and retrieve content from the public web with fewer 2 Codex, GitHub Copilot, OpenCode 2 1,562 tok
deepwa7er/poe2-mcp Path of Exile 2 MCP server for build analysis 2 Claude Code 1
langlink-localization/xliff-mcp-server MCP server for processing XLIFF translation files 2 Codex, OpenCode 1 320 tok
InstaWP/mcp-wp-php MCP for WordPress using PHP SDK (by ModelContextProtocol) 2 Claude Code 1 3,402 tok
kitimark/claudeai-mcp-bridge Bridge claude.ai connectors (Slack, Atlassian, Gmail, Calendar) into any MCP client with z 2 OpenCode 4
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
hkopenai/hk-election-mcp-server This is an MCP server that provides access to government election and legislature data thr 2 Gemini CLI 1 77 tok
PopoverAI/browser-automation 2 Claude Code 2 1,991 tok
dvcrn/mcp-server-linear a (working!) MCP server for accessing Linear with multiple workspaces support 2 Claude Code 1 1,809 tok
neutral-Stage/gmail-mcp-server neutral-stage.github.io A powerful Gmail MCP server for AI agents — search, read, send, organize emails via Claude 2 Codex, OpenCode 1 1,398 tok
ghost-maxi/fivem-enhanced-mcp Unofficial, source-grounded MCP server and Codex skill for framework-neutral FiveM develop 2 Codex, OpenCode 1 445 tok
freeplayai/freeplay-mcp 2 Claude Code 1 1,513 tok
yushulx/simple-dynamsoft-mcp npmjs.com MCP (ModeContext Protocol) server that enables AI assistants to write correct code with Dy 2 Codex, OpenCode 1 1,629 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
bojanrajkovic/mcp-paprika 2 Claude Code, Codex, OpenCode 4 2,879 tok
twinity1/better-confluence-mcp MCP server for confluence adjusted to work better with coding agents 2 Claude Code, Codex, OpenCode 2 2,384 tok