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
danielwpz/polybrain-mcp An MCP server for connecting AI agents to multiple LLM models. 2 Claude Code 1 1,810 tok
sachinparyani/mcp-server-shopping MCP server for shopping integration 2 Claude Code 1 624 tok
frap129/lorekeeper-mcp Semantic search tools for D&D5e w/ Open5e and .orcbrew import 2 Codex, OpenCode 1 584 tok
agentage/server-memory MCP server for agentage Memory: exposes @agentage/memory-core vaults as the frozen 6 memor 2 Claude Code 1 465 tok
HeshamWM/idfm-mcp-server MCP Server for Paris public transport data - Real-time departures, traffic info via IDFM P 2 Claude Code 1 1,348 tok
tiemenrtuinstra/baarn-raadsinformatie MCP Server voor politieke documenten gemeente Baarn via Notubiz API 2 GitHub Copilot 1 779 tok
phildougherty/infracost_mcp 2 Claude Code 2 1,161 tok
INSIDE-HAIR/mcp-google-calendar-and-meet 2 Claude Code 1 1,365 tok
jonpspri/databeak jonpspri.github.io Model Context Protocol server providing 40+ specialized CSV data manipulation tools for AI 2 Claude Code, Codex, OpenCode 3 1,609 tok
Leon-Algo/feishu_user_token_mcp 2 Codex, OpenCode 1 3,412 tok
LucasRocha179/mcp-vault-reader 2 Cursor 1 259 tok
jakedx6/helios9-MCP-Server 2 Claude Code 2 2,654 tok
lenvolk/mcp-lifx 2 Claude Code, Codex, GitHub Copilot 3 833 tok
freevisionsk/registeruz-mcp MCP server for Slovak Registry of Financial Statements (Register účtovných závierok) 2 Claude Code 1 817 tok
Im-Hal-9K/capacities-mcp Capacities×MCP 2 Claude Code, Codex, OpenCode 4 1,660 tok
javiarmesto/Lab3_1_MCP_BusinessCentral 2 GitHub Copilot 1 357 tok
ariesanhthu/mcp-server-vietnam-stock-trading 2 Cursor 1
axelspringer/snyk-mcp-rest MCP for Snyk REST API 2 GitHub Copilot 1 1,859 tok
HadyAhmed00/Android-MCP 2 Claude Code 1 2,437 tok
jonmmease/jons-mcp-pushover An MCP server for sending push notifications via Pushover 2 Claude Code 1 571 tok
Joint-Photon-Sciences-Institute/xraylarch-mcp 2 Claude Code 1 4,335 tok
zlatanpham/anki-mcp 2 Claude Code 1 477 tok
courtneyr-dev/meta-trac MCP server for WordPress Meta Trac - adapted from trac-mcp 2 Claude Code 5
cameronsjo/mouse-mcp MCP server providing Disney parks data to Claude - attractions, dining, height requirement 2 Codex, OpenCode 1 155 tok
Legorobotdude/mcp-image-gen MCP server for Gemini AI image generation 2 Claude Code, Codex, OpenCode 2 748 tok
Tommertom/safer_fetch_mcp Copy from anthropic's Fetch MCP - to ensure code control 2 Claude Code 1
not-a-feature/evo2-mcp evo2-mcp.readthedocs.io MCP server for generating, scoring and embedding genomic sequences using Evo 2 2 GitHub Copilot 1 230 tok
SaladTechnologies/mcproxy Remote headless browser sessions via MCP (Model Context Protocol) for SaladCloud. 2 Claude Code 2 2,321 tok
lesleslie/session-buddy Session management MCP server for Claude Code — automatic session lifecycle, searchable me 2 Claude Code, Codex, OpenCode 3 6,035 tok
cogell/assembly-ai-mcp 2 Claude Code 1 513 tok
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 1,302 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
kaiye/mcp-fetch-page 2 Codex, OpenCode 1 583 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
inboundemail/mcp inbound-mcp.vercel.app 2 Codex, OpenCode 1 1,369 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