How real projects configure their agents

31,984 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
olavocarvalho/vscode-runtime-notebook-mcp Embedded MCP server for the VS Code Jupyter runtime: edit cells, run code, fetch outputs. 16 Claude Code 1 879 tok
MatthewPDingle/consulting-agents-mcp An MCP server that interfaces with OpenAI, Google, and Anthropic's APIs to give Claude Cod 16 Claude Code 1 531 tok
dshakes/distil dshakes.github.io Compression with a quality contract — cache-aware, causally-pruned LLM context compression 16 Claude Code 1
nodnarbnitram/claude-code-extensions These are a collection of extension for Claude Code that can typically also be used in ope 16 Claude Code, Codex, OpenCode 11 4,389 tok
Benkapner/claude-code-basecamp A meta-repository for Claude Code users that includes workspace setup (skills, commands, 16 Claude Code 28 2,176 tok
mdlmarkham/TailOpsMCP Secure remote monitoring and AI-assisted operations for your homelab over Tailscale — powe 16 Claude Code, Codex, OpenCode 23 1,174 tok
SiroSuzume/mcp-ts-morph Provides refactoring functionality using ts-morph through MCP 16 Claude Code 7 2,089 tok
tanker327/prompts-mcp-server MCP server for managing and providing prompts with TypeScript, caching, and comprehensive 16 Claude Code 1 1,500 tok
samwang0723/mcp-booking Booking model context protocol server 16 Claude Code 1 973 tok
jxnl/python-apple-mcp 16 Claude Code 1 232 tok
kv0906/cc-skills 16 Claude Code 1 431 tok
a-tokyo/agent-skills skills.sh 🧠 AI Agent skills for LLMs and AI Agents - Claude, Codex, Cursor etc. 16 Claude Code, Codex, OpenCode 2 1,128 tok
Thibaultbm/claude-seo-geo sorank.com SEO & GEO skills for Claude Code, built with Claude Mythos 5. Rank in Google AND in LLMs ( 16 Claude Code, Codex, OpenCode 1 755 tok
iannuttall/mailroom Private email infrastructure for people and AI agents. 16 Claude Code, Codex, OpenCode 2 1,623 tok
yen0304/Skill-Dock Local-first agent skill manager for VS Code / Cursor. Manage, browse, and import skills ac 16 Claude Code 1 3 tok
HMAKT99/AKF akf.dev Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents 16 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 4 1,691 tok
drisplabs/browser-mcp agent-web-interface.com Token-efficient browser automation MCP for AI agents, with semantic page snapshots and sta 16 Claude Code, Codex, OpenCode 2 5,120 tok
najaeda/naja-scope pypi.org MCP server for AI agents to explore SystemVerilog/Verilog netlists: trace connectivity, wa 16 Claude Code, Codex, OpenCode 2 401 tok
jnPiyush/AgentX agentx-silk.vercel.app AgentX - Digital Force for Software Delivery 16 Claude Code, Codex, GitHub Copilot, OpenCode 11 13,486 tok
qhkm/fastripgrep FRG — Fast Rip Grep. Faster than ripgrep on every pattern type using sparse n-gram indexin 16 Claude Code 1 485 tok
keyboardgdy/woke_novel Fully Automated Novel Generation Tool, Making Claude Your "English Web Novel Auto-Generato 16 Claude Code 1 3,733 tok
wangqiqi/cursor-ai-rules 🤖 Cursor AI collaboration rules system — making AI a better programming partner. Provides 16 Claude Code, Cursor 5
databricks-solutions/ai-platform-kit AI-powered Databricks platform engineering — provision workspaces, configure Unity Catalog 16 Claude Code, Codex, Gemini CLI, OpenCode 4 1,603 tok
ReadyToGo-Education/fluxo_criativo 16 Claude Code, Codex, OpenCode 6 23,770 tok
bbak/mcs-mcp Provide Monte-Carlo-Simulation and Flow Data diagnostics to AI Agents 16 Claude Code 2
sakost/zenmoney-mcp crates.io MCP server wrapping the ZenMoney personal finance API 16 Claude Code 1 383 tok
Roee-Tsur/mcp-spec-check npmjs.com npx mcp-spec-check <url> — black-box readiness probe for the 2026-07-28 MCP spec release. 16 Claude Code 1 3,441 tok
icoretech/warden-mcp npmjs.com 🔐 Vaultwarden / Bitwarden MCP server for credential-aware AI agents 16 Claude Code, Codex, OpenCode 2 226 tok
andyliszewski/webcrawl-mcp 16 Claude Code 1 204 tok
edg-l/engram-mcp crates.io MCP server in Rust for AI agent persistent memory: branch-aware session handoffs, local ON 16 Claude Code 1 7,648 tok
ajmcclary/Coolify-Manager This is a Claude Skill for managing and troubleshooting Coolify deployments. 16 Claude Code 1 1,482 tok
clsung/tw-stock-agent A Model Context Protocol (MCP) server for Taiwan stock data. 16 Claude Code 1 1,586 tok
bobmatnyc/claude-mpm-agents Agent template library for Claude MPM with BASE-AGENT.md inheritance system. 39 specialize 16 Claude Code, Codex, OpenCode 2 1,082 tok
baichuan-inc/baichuan-mcp-servers Official Baichuan Intelligence MCP server collection 16 Claude Code 1 1,118 tok
appliedrelevance/frappe-mcp-server Python implementation of Frappe MCP server with advanced filtering, comprehensive API cove 16 Claude Code 1 690 tok
gkastanis/drupal-workflow Claude Code plugin for Drupal development: 16 skills, 4 agents, 10 commands, and quality-g 16 Claude Code 1 2,120 tok
jpoutrin/product-forge Claude Code Marketplace Plugin to dev like a pro in a multi-agent fashion 16 Claude Code 1 155 tok
tatopenn-cell/Dense-Evolution tatopenn-cell.github.io NISQ Quantum Simulation toolkit- JAX-Native. 16 Claude Code 1
Shoebtamboli/rails_claude_skills rubygems.org A Rails generator gem that scaffolds Claude AI skills and agents for any Rails project. 16 Claude Code 1 2,751 tok
ArchSightLabs/archsight-aios Skills, workflows, and multi-agent toolkit for knowledge workers and AI R&D teams in the c 16 Claude Code, Codex, Gemini CLI, OpenCode 3 757 tok
git2968/Desktop-pet A desktop pet app supporting Live2D, the Codex Hatch-Pet model, AI conversations, persona 16 Claude Code 1 522 tok
OpenAnalystInc/10x-Content-Expert 10x.in A comprehensive Claude Code skills plugin for AI-powered content creation. Creates emails, 16 Claude Code 2 3,212 tok
oila-gmbh/skill-bill skillbill.dev SkillBill packages your engineering judgment into governed skills, then uses a durable Kot 16 Claude Code, Codex, OpenCode 2 2,769 tok
Raven-Scout/scout-plugin raven-scout.github.io Autonomous daily briefing for Claude Code that cross-checks Slack, Gmail, Calendar, Linear 16 Claude Code 1 721 tok
webrenew/unicon unicon.sh Shadcn for icons. 16 Claude Code 1 613 tok
zulip/zulipmcp windbornesystems.com Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. 16 Claude Code 1 922 tok
yzonur/sap-adt-mcp MCP server giving Claude live access to SAP systems via ADT — read, edit, search, test, an 16 Claude Code 1
PIsberg/vibetags VibeTags is a Java annotation processor that acts as AI guardrails for code generation too 16 Claude Code, Codex, Gemini CLI, OpenCode 14 8,031 tok
capazme/mcp-legal-it MCP server + Claude plugin for Italian law — 200+ tools: verified statutes, case law searc 16 Claude Code 2 13,401 tok
verivus-oss/llm-cli-gateway llm-cli-gateway.dev MCP server providing unified access to Claude Code, Codex, Gemini, Grok and Mistral CLIs w 16 Claude Code, Codex, Cursor 19 7,380 tok