How real projects configure their agents

43,832 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 agents7,763Claude Code6,670Data and AI3,659Backend and APIs3,501Languages3,393Git and workflow3,250Planning3,235Code review2,768Testing2,411Memory and context2,367Writing and docs2,341DevOps and cloud2,324Research2,284Frontend2,272Security2,048Project management1,751

All Claude Code31,994 Codex23,528 OpenCode22,474 GitHub Copilot3,571 Gemini CLI1,915 Cursor1,736 Windsurf150 Kiro87

Project Stars Configures Files Always loaded
archawat/mcp-cloudflare 0 Claude Code 1 1,222 tok
dragonheart8787/opendata-mcp 0 Codex, OpenCode 1 13,652 tok
joltedbot/a2a-bridge 0 Claude Code 1 1,805 tok
serjteplov/tg-mcp-spy 0 Claude Code 25 408 tok
stephangopaul/MTDevKit MCP server to scaffold Flutter projects from a custom clean architecture 0 Claude Code 1 618 tok
dev-sathya17/mcp-server-python-mrt1npyt Created from render-examples/mcp-server-python template 0 Claude Code, Codex, OpenCode 2 841 tok
JustWang1110/jira-toolkit MCP integrating JIRA capabilities 0 Codex, OpenCode 1 346 tok
garavels/Liquid-trading Trade Hyperliquid perpetual futures via natural language — MCP server powered by the Liqui 0 Claude Code, Codex 3 —
Renoyz/renpy-mcp-creator 0 Codex, OpenCode 1 1,543 tok
NalluriTanavreddy/slugline-mcp pypi.org MCP server that gives screenwriters brutal, evidence-based script analysis — mood, similar 0 Claude Code 1 3,891 tok
Marciommc/warden Constitutional runtime for AI agents — agents cannot mint their own authority 0 Codex, OpenCode 1 762 tok
GhadiSaab/ctx-memory Universal memory layer for AI coding agents, persist context across sessions and switch se 0 Claude Code, Codex, OpenCode 2 3,948 tok
PrisonBreakPB/control-science-literature-mcp A read-only MCP server for Control Science and Engineering literature search. 0 Claude Code, Codex 1 —
KalGuinn/reddit-mcp Read-only MCP server that wraps the Reddit API for subreddit browsing, in-subreddit search 0 Claude Code 1 3,153 tok
lluvr/frame-check blog.clarethium.com Structural framing analysis as an MCP server with deterministic detection. The caller's ag 0 Codex, OpenCode 1 1,538 tok
wojtekkura/purple-mcp Purple AI MCP Server - Access SentinelOne Services with any MCP client 0 Claude Code, Codex, OpenCode 2 4,656 tok
lastfore/pg-mcp PostgreSQL mcp 0 Claude Code 1 3,754 tok
liuqihonggit/mcp-cli-bridge 0 Claude Code, Codex, OpenCode 5 6,593 tok
CarlDog/plex-mcp MCP server for Plex Media Server, packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,446 tok
armandoorozco27/mcp 0 Claude Code 9 2,591 tok
CarlDog/downloader-mcp MCP server for download clients (SABnzbd, qBittorrent), packaged as a Docker container 0 Claude Code, Codex, OpenCode 2 4,288 tok
CarlDog/servarr-mcp MCP server for the Servarr stack (Sonarr, Radarr, Lidarr, Readarr, Prowlarr), packaged as 0 Claude Code, Codex, OpenCode 2 5,186 tok
alexwade/datacite-mcp MCP server for the DataCite REST API — search and retrieve research metadata from 125M+ DO 0 Claude Code 1 1,765 tok
drasticstatic/robinhood-mcp Robinhood MCP — Fortuna trading system working copy. Upstream: verygoodplugins/robinhood-m 0 Claude Code, Codex, OpenCode 2 3,096 tok
judgemongcal/snowflake-mcp-claude 0 Claude Code 2 —
benzkittisak/claude-codex-mcp 0 Codex, OpenCode 1 8 tok
Hamid-K/avanza-mcp A TUI client for Avanza, developed mainly as an interface for LLM based automation in trad 0 Claude Code, Codex, Gemini CLI, OpenCode 3 24 tok
Yeom/yummy-research-mcp 0 Codex, OpenCode 1 203 tok
BradMorphsters/tuskledger-mcp tuskledger.com Model Context Protocol server for Tusk Ledger — gives your AI assistant typed access to yo 0 Codex, OpenCode 1 1,179 tok
kitepon/IP-MCP modelcontextprotocol.io MCP server wrapping the Japan Patent Office API: query Japanese patents from Claude Deskto 0 Claude Code 1 3,124 tok
nine710/mcp-redact 0 Claude Code 1 4,112 tok
jaredmoskowitz/imessage-mcp Read-only macOS MCP server for iMessage (chat.db) with contact name resolution — use with 0 Codex, OpenCode 1 773 tok
Sealjay/mcp-ical-swift MCP server for Apple Calendar using compiled Swift to bypass macOS Sequoia TCC restriction 0 Claude Code 1 512 tok
Sealjay/mcp-signal Local Signal MCP server: read via Signal Desktop, send via signal-cli 0 Claude Code 2 196 tok
muhammadchhota/MCP-demo 0 Claude Code, Codex 1 —
hiromitsdm/cad-mcp0 0 Claude Code 2 —
oblogin/consult-mcp consult-mcp 0 Claude Code 1 691 tok
fukui-yuto/vsphere-mcp MCP for vSphere operations 0 Claude Code, Codex, OpenCode 7 741 tok
slackwarecps/mcp-simple-server MCP Simple Server 0 Claude Code 2 824 tok
valeriyproklov/excalidraw-zephy Self-hosted multi-room Excalidraw with MCP, fork of yctimlin/mcp_excalidraw 0 Claude Code 1 5,171 tok
yufeizhou666/my_mcp 0 Claude Code 1 350 tok
andymillar84-cyber/mcp-cliniko Cliniko MCP for Claude Desktop (fork of BoabAI/mcp-cliniko with shard parsing fix for non- 0 Claude Code 1 1,215 tok
DabiK/mcp-plan-generation 0 Claude Code, Codex 1 —
Chawengwit/MCP 0 Claude Code 3 5,361 tok
thana0623/pmcp-server prompts-mcp-server 0 Claude Code, Codex, OpenCode 28 2,166 tok
Spring1237/MCP 0 Claude Code 9 2,591 tok
UHQ-Actual/DOL_MCP A DOL data MCP 0 Claude Code 1 4,452 tok
sangvucitek/MCP_SAP MCP_SAP 0 Claude Code, GitHub Copilot 3 3,427 tok
itk-dev/mcp-dawa MCP for connecting to DAWA 0 Claude Code 1 541 tok
scottlz0310/mcp-resource-subscriber The subscriber wrapper does not change the client's native MCP capability. Instead, it pro 0 Codex, OpenCode 1 5,126 tok