How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
6uclz1/ableton-cli Python CLI to control and inspect Ableton Live via a local Remote Script. 12 Claude Code, Codex, Cursor, OpenCode 3 2,160 tok
ariadoss/superskills hyperion360.com Curated AI skills pack for Claude Code, Codex, Cursor, OpenCode, etc. TDD, debugging, secu 12 Claude Code, Codex, OpenCode 2 3,955 tok
Cars-10/windchill-mcp-server Test bed for a MCP server for Windchill. Running in Docker 12 Claude Code 1 3,808 tok
dream-num/univer-sdk-skills docs.univer.ai Developer skills for Univer aimed at AI agents, providing accurate guidance for integratio 12 Codex, OpenCode 1 757 tok
yfge/agent-harness-skills Turn real software repos into agent-ready engineering environments with entrypoints, valid 12 Codex, Gemini CLI, OpenCode 2 561 tok
svngoku/coding-agents-skills svngoku.github.io A curated collection of specialized skills for AI coding agents, designed to enhance agent 12 Codex, OpenCode 1 2,791 tok
Vasallo94/obsidian-mcp-server Vault-native MCP server for Obsidian: let Codex, Claude Code, Hermes, and other agents rea 12 Claude Code, Codex, GitHub Copilot, OpenCode 11 4,340 tok
devag7/linkedin-mcp LinkedIn for AI assistants (MCP) — profiles, people/job/company search, feed & messaging a 12 Codex, OpenCode 1 863 tok
andrewii23/ii23-skills Agent Skills for Claude Code — video understanding (grid-packed frames + transcript, ~7x c 12 Claude Code 1 400 tok
a-25/ios-mcp-code-quality-server This server enables AI assistants to run Xcode tests, perform linter analysis, and provide 12 GitHub Copilot 1 1,476 tok
sandraschi/robotics-mcp MCP 3.1 server + Webapp. Yahboom, Dreame, Tdrone, Noetix Bumi collab with shared LIDAR map 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 9 795 tok
Legorobotdude/yt-analysis-mcp MCP server for YouTube video analysis using Gemini API 12 Claude Code 1 741 tok
google/chrome-enterprise-premium-mcp chromeenterprise.google Reference implementation for a Chrome Enterprise Premium MCP server 12 Codex, Gemini CLI, OpenCode 2 1,021 tok
ifokeev/airbrowser-mcp ifokeev.github.io Undetectable Chrome for AI agents, web scraping, and automation. REST API + MCP server + V 12 Claude Code, Codex, OpenCode 5 2,665 tok
serkanhaslak/meta-mcp Comprehensive Meta Ads MCP Server — 77 tools for full campaign lifecycle management 12 Claude Code 2 1,724 tok
leolilley/mailcow_mcp 12 Claude Code 1 1,373 tok
duc01226/EasyPlatform 12 Claude Code, Codex, OpenCode 13 4,338 tok
vladolaru/claude-code-codex-bridge Automatically bridge your local Claude Code setup into Codex so both stay equally effectiv 12 Claude Code, Codex, OpenCode 2 2,842 tok
EternaHybridExchange/eterna-mcp ai.eterna.exchange No-KYC managed MCP trading exchange for AI agents: sandboxed TypeScript SDK, isolated sub- 12 Cursor 1 468 tok
IvanBBaev/servicenow-mcp-ai ivanbbaev.github.io ServiceNow MCP server with safe AI writes (plan, token, apply, journal, revert), find usag 12 Codex, GitHub Copilot, Gemini CLI, OpenCode 13 8,589 tok
PIXARTSeu/Synapse Self-improving AI brain for Claude Code & Desktop — 28 MCP tools, 253 skills, collective m 12 Claude Code, Codex, OpenCode 2 7,498 tok
Foysal50x/skills Opinionated Laravel engineering skills for AI coding agents. 12 Claude Code, Codex, OpenCode 2 2,321 tok
nelson820125/iforgeai 13 specialized AI agents — PM, Architect, DBA, UI Designer, Project Manager, Frontend, .NE 12 GitHub Copilot 2 465 tok
robertoecf/adversarial-review Review triad plugin for Claude Code: prompt optimization, adversarial red-team review, pla 12 Codex, OpenCode 1 2,234 tok
adulari/forge forge.adulari.dev Fast, model-agnostic AI coding harness and CLI in Rust — routes every task to the optimal 12 Codex, OpenCode 1 1,274 tok
StringNLPLAB/FlexSQL FlexSQL: Flexible Exploration and Execution Make Better Text-to-SQL Agents 12 Claude Code 1 —
strikersam/autonomous-ai-agency autonomous-ai-agency.strikersam.workers.dev An AI-powered workforce platform that executes multi-agent tasks with automatic provider f 12 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 41 8,821 tok
malkreide/swisstopo-mcp MCP server for Swiss federal geodata (Swisstopo APIs) — 13 tools for geocoding, height, ST 12 Claude Code 3 4,831 tok
muchiny/bridge-mcp MCP server for secure SSH remote management — 337 tools across 74 groups for DevOps, Docke 12 Claude Code 1 908 tok
Looted/kibi looted.github.io Kibi is a requirement-conformance layer for AI coding agents that keeps product intent con 12 Claude Code, Codex, GitHub Copilot, OpenCode 10 2,602 tok
amichail-1/Orbination-AI-Desktop-Vision-Control Give AI assistants eyes and hands. Native Windows MCP server — UIAutomation, OCR with dark 12 Claude Code 1 642 tok
smbcloudXYZ/smbcloud-cli docs.smbcloud.xyz smbCloud is a headless-first cloud platform. 12 Claude Code, Codex, GitHub Copilot, OpenCode 15 1,626 tok
kuhung/weread-book-skills Compile WeChat Read notes into executable AI Agent Skills (SKILL.md), mount once to run in 12 Codex, OpenCode 1 3,220 tok
shrec/AIWorkHub shrec.github.io Open-source, local-first control plane for multi-model AI coding agents in VS Code and MCP 12 Claude Code, Codex, GitHub Copilot, OpenCode 7 5,270 tok
lonetis/agentor Self-hosted alternative to Claude Code Web, Codex in the Cloud, and similar managed agent 12 Claude Code 1 5,573 tok
nhype/owa-exchange-mcp 12 Claude Code 1 631 tok
VeryMath/co-mathematician Co-mathematician project for collaborative AI-assisted mathematical research. 12 Claude Code, Codex, OpenCode 9 2,327 tok
seiji/inoreader-mcp-server 12 Claude Code, Codex, OpenCode 3 766 tok
qdonnars/ohmywind ohmywind.fr MCP server + web app for sailing passage planning, worldwide: per-leg ETA, 1-5 complexity 12 Claude Code 1 1,916 tok
wklm/beacio-sdk beacio.com Web Bluetooth SDK for iOS Safari — https://beacio.com 12 Codex, Cursor, OpenCode 2 1,348 tok
amergrgic/kodama getkodama.dev Multi-agent pack for the Kiro CLI — one orchestrator, eight specialists, zero lock-in 12 Codex, OpenCode 1 673 tok
vibeknow/cli vibeknow.ai Official VibeKnow CLI — turn documents and URLs into professional videos in one command. B 12 Codex, OpenCode 1 7,698 tok
cyanheads/eur-lex-mcp-server npmjs.com Search EU legislation, CJEU case law, and treaties; traverse the CELLAR relationship graph 12 Claude Code, Codex, OpenCode 2 18,410 tok
night4me/pfsense-mcp-server night4me.github.io A security-first MCP server for pfSense — READ-only today by design; WRITE is staged behin 12 Codex, OpenCode 1 2,371 tok
openma-ai/backchat backchat.openma.ai Local-first desktop workspace for ACP agents—DeepSeek Harness, Claude Code, Codex, Gemini 12 Claude Code, Codex, OpenCode 2 1,014 tok
kopp0510/claude-dd Portable Claude Code profile — 8-step dev loop, CLAUDE.md pre-commit gate, zero-hallucinat 12 Claude Code 1 14,125 tok
FavioVazquez/mollify Deterministic codebase intelligence for Python 12 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 40 4,352 tok
Community-VyProjects/VyMCP MCP server for VyOS routers, powered by VyManager — lets AI agents read and manage routers 12 GitHub Copilot 1 479 tok
Sounio-lang/sounio souniolang.org An epistemic systems language for scientific computing — uncertainty, units and effects, w 12 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 5 5,232 tok
Maksim-Burtsev/simple-man Cut the chatter. Keep the work. A measured communication policy for coding agents: −32% ou 12 Claude Code, Codex, Gemini CLI, OpenCode 3 1,368 tok