How real projects configure their agents

22,198 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
ntworm/ableton-mcp-server Debug-grade MCP server and MIDI Remote Script for Ableton Live 2 Claude Code, Codex, OpenCode 2 1,909 tok
orange91pku/unity-ai-project-brain Open-source AI context engine for Unity projects: GitNexus code graph, Unity GUID/fileID s 2 Codex, OpenCode 1 568 tok
Kodamonkey/PRESTO-mcp-server 2 Codex, OpenCode 1 2,042 tok
imalvaroglez/mcp-memory-server 2 Codex, OpenCode 1 2,329 tok
thu-west/xiyan_mcp_server A Model Context Protocol (MCP) server adapted from Alibaba's XiYanSQL framework, supportin 2 Codex, OpenCode 1 712 tok
chaunsin/agent-skills Some practical agent skills for AI coding agents (Claude Code, Cursor, Copilot, Codex, etc 2 Claude Code, Codex, OpenCode 2 829 tok
hightemp/go_computer_use_mcp_server MCP (Model Context Protocol) server in Go for computer automation. Uses robotgo library fo 2 Claude Code, Codex, OpenCode 24 1,604 tok
palimkarakshay/abap-mcp MCP server for SAP ABAP: offline static analysis (abaplint), ABAP Cloud / Clean Core readi 2 Claude Code, Codex, OpenCode 2 3,394 tok
frankxai/awesome-agent-operating-systems Web-first index of agent operating systems, coding agents, MCP, memory, and deploy tools. 2 Codex, OpenCode 1 358 tok
comparedge/pricing-api comparedge.com Free REST API and MCP server for verified SaaS, AI, and LLM pricing across 490+ tools. Ope 2 Codex, OpenCode 1 544 tok
hevangel/batch-review-mcp Batch code review tool powered by MCP, FastAPI, and React 2 Claude Code, Codex, Cursor, OpenCode 2 900 tok
gabrielrojasnyc/anatomy-of-a-knowledge-base Runnable teaching implementation of the Cerebras knowledge-base architecture: one embeddin 2 Claude Code, Codex, OpenCode 2 1,176 tok
frankxai/agentic-music-producer-os Agentic Music Producer OS — autonomous music-production workflows for AI-native producers. 2 Claude Code, Codex, OpenCode 2 541 tok
Mitscherlich/skills 2 Claude Code, Codex, OpenCode 2 1,850 tok
cyanheads/stackexchange-mcp-server npmjs.com Search Stack Exchange questions, fetch complete Q&A threads as clean markdown, browse tag 2 Claude Code, Codex, OpenCode 2 10,960 tok
cyanheads/ris-austria-mcp-server npmjs.com Search Austrian consolidated federal & state law, court decisions, and the authentic Bunde 2 Claude Code, Codex, OpenCode 2 11,608 tok
cyanheads/sports-mcp-server npmjs.com Get live scores, schedules, standings, team and player data for NFL, NBA, MLB, NHL, soccer 2 Claude Code, Codex, OpenCode 2 11,760 tok
nguyenchiencong/local-docs-mcp A modular semantic search system with MCP integration for searching local documentation. 2 Codex, OpenCode 1 733 tok
cyanheads/paleobiology-mcp-server npmjs.com Search fossil occurrences, resolve taxon fossil ranges, plot diversity through deep time, 2 Claude Code, Codex, OpenCode 2 13,846 tok
cyanheads/smithsonian-mcp-server npmjs.com Search 14.5M Smithsonian Open Access objects across 20+ museums via MCP, and retrieve CC0 2 Claude Code, Codex, OpenCode 2 12,180 tok
cyanheads/treasury-fiscaldata-mcp-server npmjs.com Query US Treasury national debt, interest rates, exchange rates, and 80+ fiscal datasets v 2 Claude Code, Codex, OpenCode 2 10,872 tok
indrasvat/shux shux.pages.dev A modern take on tmux 2 Claude Code, Codex, OpenCode 10 5,447 tok
georgeracu/google-jules-mcp-server npmjs.com MCP Server for Google Jules - unofficial server 2 Codex, OpenCode 1 996 tok
khaoss85/agent-crm accordo.dev Accordo — agent-native CRM framework for Claude Code, Codex and Gemini CLI. Author custom 2 Claude Code, Codex, Gemini CLI, OpenCode 15 4,526 tok
boecht/birre BiRRe (Bitsight Rating Retriever) MCP server provides access to BitSight security rating d 2 Claude Code, Codex, GitHub Copilot, OpenCode 11 3,670 tok
jeremylongshore/waygate-mcp Enterprise MCP server framework with secure file ops, command execution, and TaskWarrior i 2 Claude Code, Codex, OpenCode 2 2,078 tok
andnp/ragdocs-mcp 2 Claude Code, Codex, GitHub Copilot, OpenCode 4 3,711 tok
Pr0j3c7t0dd-Ltd/cut-copy-paste-mcp 2 Claude Code, Codex, OpenCode 2 2,234 tok
aself101/mcp-secure-server A universal security-by-default framework for Model Context Protocol (MCP) servers that pr 2 Claude Code, Codex, OpenCode 2 1,585 tok
WindoC/easyocr-mcp A flexible OCR server using EasyOCR wrapped in a Model Context Protocol (MCP) interface. S 2 Codex, OpenCode 1 371 tok
Dsazz/mcp-confluence 2 Codex, OpenCode 1 674 tok
tsdevstack/cli-mcp MCP server for tsdevstack CLI — exposes tools and resources to AI agents 2 Codex, OpenCode 1 204 tok
Knuckles-Team/tunnel-manager Create SSH Tunnels to your remote hosts and host as an MCP Server for Agentic AI! 2 Claude Code, Codex, OpenCode 2 4,799 tok
abnormalend/rutorrent-mcp 2 Codex, OpenCode 1 1,348 tok
geeknees/minesweeper-mcp minesweeper-mcp (stdio) 2 Codex, OpenCode 1 333 tok
alejandro-technology/opencode-mcp opencode-mcp.alejandrotechnology.com An MCP (Model Context Protocol) server that lets Claude/Codex/Cursor drive an OpenCode ins 2 Claude Code, Codex, OpenCode 2 2,885 tok
jackguihx-alt/html2style One site in. A reusable design evidence package out. 2 Claude Code, Codex, GitHub Copilot, OpenCode 3 604 tok
vaxastudio/frameio-agent vaxa.studio Run Frame.io from your coding agent. Find clips, summarize client notes, pull references f 2 Codex, OpenCode 1 2,376 tok
JNHFlow21/trove Local-first, privacy-preserving MCP memory and cited evidence runtime for AI agents, with 2 Codex, OpenCode 1 315 tok
alichicken/sv1-agent-bridge MCP server that lets AI agents control Synthesizer V Studio 1.x via its Lua scripting API 2 Codex, OpenCode 1 1,932 tok
costory-io/costory-finops-mcp-skills costory.io Costory provides a FinOps MCP to connect Claude, Cursor, and other AI agents to your cloud 2 Claude Code, Codex, OpenCode 1 1,621 tok
BargLabs/cejel cejel.dev Offline trust certificate for any codebase 2 Claude Code, Codex, OpenCode 2 2,641 tok
Morous-Dev/engram-context-continuum 2 Codex, OpenCode 1 3,875 tok
addozhang/nexus-mcp-server MCP server for Sonatype Nexus Repository - Query Maven, Python, and Docker artifacts via H 2 Codex, OpenCode 1 937 tok
baalimago/slivingdoc slivingdoc.dev Distributed living document with conflic management via git for agentic workloads 2 Codex, OpenCode 1 5,811 tok
sandraschi/demo-vid-mcp Fleet demo video pipeline — narrated walkthroughs synced to true speech length, with real 2 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 6 779 tok
cyanheads/faostat-mcp-server npmjs.com Global food & agriculture statistics from the UN FAOSTAT bulk-download corpus, served from 2 Claude Code, Codex, OpenCode 2 14,318 tok
cyanheads/devops-status-mcp-server npmjs.com Check vendor status pages, inspect SSL/TLS certificates, verify DNS propagation, and get i 2 Claude Code, Codex, OpenCode 2 11,922 tok
guillem/stallhunt Linux-first command-line performance triage 2 Codex, OpenCode 1 1,984 tok
keel-trade/keel-trade usekeel.io Keel — CLI and MCP server for AI-driven crypto strategy development on Hyperliquid 2 Codex, OpenCode 1 3,332 tok