How real projects configure their agents

23,196 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
alleneubank/tilt-mcp MCP server for Tilt CLI integration, enabling AI assistants to interact with Tilt developm 5 Claude Code, Codex, OpenCode 2 8 tok
kkaminsk/Packager-MCP Another random idea, can I flip packaging on it's head with Claude CLI and a MCP. 5 Claude Code, Codex, OpenCode 5 2,775 tok
feathersjs-ecosystem/FeathersMCP 5 Claude Code, Codex 1
omkar9854/mcp-atlassian-onpremdc mcp-atlassian-onpremdc MCP server for self-hosted Atlassian Data Center/Server installatio 5 Codex, OpenCode 1 712 tok
ageless-h/blender-mcp MCP server integration for AI-assisted Blender automation. Features a 4-layer architecture 5 Codex, OpenCode 1 1,827 tok
cleverbrush/xpenser xpenser.cleverbrush.com Income/expense tracking application based on CleverBrush full-stack framework 5 Claude Code, Codex 2
quavedev/montiapm-mcp 5 Claude Code, Codex, OpenCode 2 1,857 tok
eamonboyle/mssql-mcp npmjs.com MCP tool to connect your IDE / Agents to MSSQL 5 Claude Code, Codex, Cursor, OpenCode 3 1,107 tok
onurcelep/labgrid-mcp MCP server exposing labgrid hardware-in-the-loop device operations to LLM agents — 47 tool 5 Claude Code, Codex, OpenCode 3 574 tok
SunOfTheEast/highschool-study-claude-code Markdown-first personalized high-school learning plugin for Claude Code, with a 519-card d 5 Codex, OpenCode 1 3,601 tok
toolate28/HOPE-AI-NPC-SUITE AI-powered Minecraft NPCs using Claude API - Modular server setup framework with ClaudeNPC 5 Claude Code, Codex, OpenCode 8 2,936 tok
OpenLAIR/dr-claw-plugin-cc Dr. Claw plugin for Claude Code — AI research pipeline 5 Claude Code, Codex, Gemini CLI, OpenCode 3 6,051 tok
jutlyne/codex-mcp Security-first MCP server for connecting ChatGPT and Codex to local repositories, with saf 5 Codex, OpenCode 1 312 tok
orchidautomation/pluxx pluxx.dev Maintain one plugin source. Ship native plugins to Claude Code, Cursor, Codex, and OpenCod 5 Codex, OpenCode 1 504 tok
LupinLin1/jimeng-web-mcp 5 Claude Code, Codex, Gemini CLI, OpenCode 3 13,720 tok
Facetomyself/wechat-miniapp-re-mcp Reverse-engineering focused WeChat Mini Program and WMPF debugging MCP server 5 Codex, OpenCode 1 545 tok
ratelworks/agent-quality-oss An MCP server that connects Korean construction quality management expertise to LLMs. cc: 5 Codex, OpenCode 1 832 tok
HyunjunJeon/FastCampus_mcp_a2a_workflow_project fastcampus.co.kr FastCampus online course - Building an unimaginable Multi-Agent system with MCP and A2A (P 5 Codex, OpenCode 1 583 tok
SSX360/matrixscroll matrixscroll.com Open protocol and MCP server for signed machine-action records, offline verification, seal 5 Claude Code, Codex, OpenCode 2 1,807 tok
cyanheads/protein-mcp-server npmjs.com Federated protein structure & annotation across experimental (PDB) and predicted (AlphaFol 5 Claude Code, Codex, OpenCode 2 13,674 tok
cyanheads/openstreetmap-mcp-server npmjs.com Geocode, reverse geocode, and run Overpass spatial queries on OpenStreetMap data via MCP. 5 Claude Code, Codex, OpenCode 2 11,958 tok
ixijxjgxidj-cmd/GPU-Server-Management-MCP-Skill- 5 Claude Code, Codex, OpenCode 3 2,318 tok
dgpl-mcps/linux_system_mcp 5 Codex, OpenCode 1 9 tok
sandraschi/notepadpp-mcp MCP Server for Notepad++ automation with comprehensive file operations, plugin management, 5 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 8 1,026 tok
SeanHogg/Builderforce.ai Agentic AI Coding Platform that enables everyone to train, design and embed custom LLMs in 5 Claude Code, Codex, OpenCode 3 376 tok
agentmail-to/agentmail-smithery-mcp docs.agentmail.to Moved to agentmail-to/agentmail-mcp; no maintained code or deployment lives here. 5 Codex, OpenCode 1 3,836 tok
2aronS/qdrant-scale Agent skills for scaling Qdrant vector search deployments 5 Codex, OpenCode 1 453 tok
shervinemp/CodebaseMCP 5 Codex, OpenCode 1 605 tok
TN0123/one-shot-ui npmjs.com Deterministic screenshot diffing for AI coding agents. Extract design tokens, diff impleme 5 Codex, OpenCode 1 2,425 tok
c47-inc/mcp-film mcp.film Curated, agent-first directory of MCP servers for AI filmmaking. 5 Claude Code, Codex, OpenCode 2 1,754 tok
sandbanks/agentic_ssh sandbanks.tech Stop your AI agent from nosing around your SSH connections without permission 5 Codex, OpenCode 1 1,738 tok
davidmosiah/withings-mcp wellness.delx.ai Unofficial local-first Withings MCP server for AI health, sleep and activity agents. 5 Codex, OpenCode 1 158 tok
cyanheads/arxiv-mcp-server npmjs.com Search arXiv, fetch paper metadata, and read full-text content via MCP. STDIO or Streamabl 5 Claude Code, Codex, OpenCode 2 15,712 tok
derekslinz/meta-data-mcp linzalytics.com A meta-mcp (mmcp) server offering a window into the exciting world of open data sources by 5 Codex, OpenCode 1 1,623 tok
klimPaskov/hoi4-agent-tools MCP tools for coding agents to create and clean HOI4 focus trees, scripted GUIs, and maps 5 Codex, OpenCode 1 658 tok
mattmohandiss/cad-mcp-server npmjs.com MCP server for AI-assisted STEP CAD inspection, geometry queries, PMI hints, and revision 5 Codex, OpenCode 1 1,765 tok
fruggr/zendesk-mcp-server fruggr.io Bring Zendesk deep into your AI assistant: find answers and draft, update and translate He 5 Claude Code, Codex, OpenCode 9 2,997 tok
paulieb89/bailii-mcp BAILII case law MCP server — search UK court judgments, retrieve full text with section ex 5 Claude Code, Codex, OpenCode 2 849 tok
tinygodsdev/bitext-word-alignment 5 Claude Code, Codex, OpenCode 2 1,110 tok
austinsonger/GRC-Mapping-Analyst GRC Mapping Analyst is a NIST IR 8477-based toolkit for AI-assisted cybersecurity crosswal 5 Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,100 tok
xinvxueyuan/NovelAI-Image-MCP xinvxueyuan.github.io MCP server for integrating NovelAI Image generation into AI agents. 5 Codex, OpenCode 1 3,983 tok
s0fractal/warrant s0fractal.github.io Signed, hash-addressed decision records for AI agents, with reasons you can re-run 5 Codex, OpenCode 1 608 tok
aliasunder/agent-skills Agent skills for AI coding agents — trip planner, Obsidian vault, and more 5 Claude Code, Codex, OpenCode 2 805 tok
z29k/notabene z29k.github.io Leave notes in the margins of your repo's docs then let your AI agent apply them, resolve 5 Claude Code, Codex, OpenCode 2 11,072 tok
Neetx/eso-skills Aurbis — a free, open-source AI skill pack that turns Claude (or other providers/agents) i 5 Codex, OpenCode 1 4,879 tok
JohanYP/Opencode-Assistant Self-hosted personal AI assistant on Telegram. Powered by OpenCode + Claude Sonnet (free b 5 Codex, OpenCode 1 1,972 tok
strale-io/strale strale.dev Trust and quality infrastructure for AI agents. 225+ quality-scored capabilities, SQS scor 5 Claude Code, Codex, OpenCode 12 24,009 tok
Blackburn-Labs/wiremark wiremark.dev Text-based wireframing format that embeds in markdown like Mermaid. Familiar component nam 5 Claude Code, Codex, OpenCode 2 2,459 tok
aizech/clinical-skills corpusanalytica.com A collection of AI agent skills focused on medical imaging and healthcare workflows. Built 5 Claude Code, Codex, OpenCode 2 3,249 tok
netresearch/enterprise-readiness-skill Agent Skill for enterprise readiness assessment - security, quality, and automation | Clau 5 Codex, OpenCode 1 778 tok