How real projects configure their agents

23,251 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 agents7,609Claude Code6,644Data and AI3,677Backend and APIs3,502Languages3,403Planning3,220Git and workflow3,193Code review2,743Testing2,377Memory and context2,363DevOps and cloud2,314Writing and docs2,311Research2,293Frontend2,259Security2,022Productivity1,721

All Claude Code32,006 Codex23,251 OpenCode22,198 GitHub Copilot3,552 Gemini CLI1,917 Cursor1,737 Windsurf138 Kiro81

Project Stars Configures Files Always loaded
gregpriday/techlead-mcp 0 Codex, OpenCode 1 57 tok
srzh20/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
LCV-Ideas-Software/ultrabrain-mcp ultrabrain-mcp.lcv.dev UltraBrain MCP Server 0 Claude Code, Codex, OpenCode 2 2,250 tok
lailai258/agent-bridge-mcp agent-bridge-mcp 0 Claude Code, Codex 42
nazar256/firefox-relay-mcp Stateless MCP gateway for Firefox Relay on Cloudflare Workers with OAuth Authorization Cod 0 Codex, OpenCode 1 193 tok
jonowhyman/motion-mcp-server 0 Claude Code, Codex, OpenCode 2 1,949 tok
ghul0/club-mcp Read-only MCP access to Hyper Human Club / Fluent Community REST API 0 Codex, OpenCode 1 410 tok
Flomenco-Inc/flo-plugin Flo MCP plugin for Claude — connects Claude to the Flo AI media platform 0 Claude Code, Codex, OpenCode 2 1,488 tok
randallt21/monarch-money-mcp Autonomous Monarch Money management toolkit 0 Claude Code, Codex, OpenCode 2 2,164 tok
asit-piri/Agentic-Knowledge-To-Action An AI Gateway and registry layer that unifies MCP, A2A, REST, and gRPC services behind a s 0 Claude Code, Codex, OpenCode 2 3,304 tok
Destiner/faucet-mcp Token Faucet MCP 0 Claude Code, Codex, OpenCode 2 1,724 tok
DimitrisPasakaleris/whatsapp-mcp WhatsApp MCP 0 Claude Code, Codex, OpenCode 2 2,178 tok
cledupe/mcp-csv 0 Claude Code, Codex, OpenCode 11 1,414 tok
ParkviewLab/flint-slating mcp server 0 Claude Code, Codex, OpenCode 2 1,004 tok
mohamadalhusseinie/openmembrane 0 Codex, OpenCode 1 1,033 tok
SebAustin/mcp-financial-data MCP server (2025-11-25) for SEC EDGAR + FRED + Polygon with OAuth 2.1, citation-grounded 1 0 Codex, Cursor, OpenCode 2 2,393 tok
thehzuo/gui-mcp A MCP for dynamic html generation and rendering 0 Codex, OpenCode 1 345 tok
ariri48/dooray-mcp Dooray MCP Server for Claude Code 0 Codex, OpenCode 1 501 tok
ktg-one/mcp 0 Claude Code, Codex 23
dugynoo/huly-mcp npmjs.com Complete MCP server for Huly project management with 209 tools across 23 categories. Suppo 0 Claude Code, Codex, OpenCode 4 1,527 tok
HyperHeroX/user-feedback-web Web version of the user-feedback MCP Tool 0 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 9 4,537 tok
SomeNewKid/McpSidecar A Docker container sidecar as an MCP server. 0 Codex, OpenCode 1 233 tok
manazoid4/agent-nudge agent-nudge-bay.vercel.app Local-first pre-action context assurance for AI coding agents: detect stale context and co 0 Claude Code, Codex, OpenCode 2 227 tok
Xsaven/vector-task-mcp 0 Claude Code, Codex, OpenCode 2 6,987 tok
SusuTawar/ragi local-first per project RAG implementation 0 Claude Code, Codex, OpenCode 3 230 tok
u9401066/rootcause-mcp Clinical Root Cause Analysis MCP Server - AI-guided structured RCA with Fishbone (6M), 5-W 0 Claude Code, Codex, GitHub Copilot, OpenCode 51 4,716 tok
zztdandan/image-generate-mcp-remote image-generate-mcp-remote 0 Codex, OpenCode 1 1,110 tok
obrien-matthew/mcp-plex pypi.org MCP server for Plex -- media discovery, search, and library management for Claude and othe 0 Claude Code, Codex, OpenCode 2 295 tok
ruchit-p/macwright MCP server for reliable native macOS desktop control from AI agents 0 Claude Code, Codex, OpenCode 5 2,039 tok
openl-tablets/openl-mcp 0 Claude Code, Codex, OpenCode 2 8,452 tok
nickzren/mygene-mcp MCP server for MyGene.info API 0 Claude Code, Codex, OpenCode 2 590 tok
dtannen/pm Project Manager MCP 0 Claude Code, Codex, Gemini CLI, OpenCode 3 4,409 tok
tbrandenburg/pycontextify A Python-based MCP server for semantic search over codebases, documents, and webpages with 0 Codex, OpenCode 1 1,357 tok
ipnet-mesh/meshcore-mcp MeshCore Companion Node MCP Server 0 Claude Code, Codex, OpenCode 2 1,524 tok
davidruzicka/mcp4openapi Universal MCP server that can translate MCP tools for any OpenAPI 3.x specification. 0 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 16 4,494 tok
sandsaber/AgentSpawnMCP Universal MCP server for any OpenAI-compatible LLM. Supports OpenAI and Anthropic API form 0 Codex, OpenCode 1 2,292 tok
dholliday3/coros-training-mcp 0 Claude Code, Codex, OpenCode 2 1,271 tok
standardbeagle/slop-mcp standardbeagle.github.io MCP orchestrator — connect dozens of MCP servers while exposing only 8 meta-tools, so tool 0 Claude Code, Codex, OpenCode 2 1,939 tok
UMBRAXON/kya-hub umbraxon.xyz Know Your Agent — Lightning-paid, Ed25519-anchored identity & reputation protocol for auto 0 Codex, Cursor, OpenCode 2 3,353 tok
Jah-yee/diagrams-mcp-server microsoft.github.io MCP server for generating professional infrastructure diagrams using the Python diagrams D 0 Claude Code, Codex, OpenCode 2 5,053 tok
CBEPX/talos-mcp-server 🤖 AI-powered Talos Linux management via Model Context Protocol (MCP) 0 Claude Code, Codex, Cursor, OpenCode 5 1,126 tok
obrien-matthew/mcp-mealie MCP server for Mealie 0 Claude Code, Codex, OpenCode 2 316 tok
Try3D/JupyterMCP pypi.org Jupyter Notebook MCP Server 0 Claude Code, Codex 1
fastmcp-me/magic-api-mcp-server Magic-API MCP Server - A Model Context Protocol server for Magic-API development 0 Codex, OpenCode 1 749 tok
harryhazza77/aws-safe-mcp Safe, read-only MCP server for AWS investigation by AI coding agents 0 Codex, OpenCode 1 2,078 tok
iflow-mcp/openai-sdk-knowledge-org openai-sdk-knowledge.org Live example MCP server built with Cloudflare Workers/Queues/Vectorize/D1 and OpenAI Agent 0 Claude Code, Codex, OpenCode 2 2,450 tok
Asheng008/unifiles-mcp 0 Claude Code, Codex, Cursor, OpenCode 9 1,248 tok
jr2804/outlook-desktop-mcp Private fork of Aanerud/outlook-desktop-mcp with calendar folder support 0 Codex, OpenCode 1 1,843 tok
casterkay/ruminer-browser-agent chrome.ruminer.app The AI agent you love with central long-term memory integrating from all your AI chat plat 0 Claude Code, Codex 18
obrien-matthew/mcp-garmin MCP server for Garmin Connect health and fitness data 0 Claude Code, Codex, OpenCode 2 300 tok