How real projects configure their agents

23,222 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 agents7,588Claude Code6,636Data and AI3,676Backend and APIs3,496Languages3,402Planning3,219Git and workflow3,187Code review2,745Testing2,374Memory and context2,364DevOps and cloud2,310Writing and docs2,309Research2,295Frontend2,261Security2,021Productivity1,715

All Claude Code31,998 Codex23,222 OpenCode22,170 GitHub Copilot3,550 Gemini CLI1,918 Cursor1,738 Windsurf137 Kiro80

Project Stars Configures Files Always loaded
bubroz/zget Agentic local media capture: yt-dlp library, CLI, and MCP path handoff for agents and pipe 1 Codex, OpenCode 1 521 tok
Killian-Filippov/CodeGB MCP server that provides structured repository context for AI coding agents. 1 Codex, OpenCode 1 1,841 tok
ArtiPyHeart/mcp-jumpserver-gui-sucks 1 Codex, OpenCode 1 1,475 tok
JonusNattapong/MCPSearch Hybrid crawling + Stealth browser + Social media scraping + Anti-bot bypass - all free, no 1 Codex, OpenCode 1 1,584 tok
drohi-r/mikrotik-routeros-mcp ecube-entertainment.com MCP server for MikroTik RouterOS with 24 tools for multi-device management, transport fall 1 Codex, OpenCode 1 238 tok
kingsword09/ptywright npmjs.com Terminal/TUI automation driver over PTY + xterm, exposed as MCP tools 1 Codex, OpenCode 1 1,254 tok
DrewCyber/astro-mcp 1 Codex, OpenCode 1 1,104 tok
0xAndoroid/poker-bankroll-tracker-mcp Poker Bankroll Tracker (PBT) MCP server 1 Codex, OpenCode 1 62 tok
browserkit-dev/browserkit Framework for building site-specific MCP servers over authenticated browser sessions 1 Claude Code, Codex, OpenCode 10 5,853 tok
chrisjohntapp/suse-mcp MCP server to interact with SUSE Linux ecosystem 1 Claude Code, Codex, OpenCode 2 103 tok
zombat/scrub-mcp raymondrizzo.com A 22-tool MCP server and CI-ready CLI that cuts cloud LLM token usage on code quality task 1 Codex, OpenCode 1 1,716 tok
Foxhunt/gitlab-mcp-server 1 Claude Code, Codex 1
upamune/chrono-mcp 1 Codex, OpenCode 1 531 tok
ergunsh/ask-user-mcp-app ask-user-mcp-app.vercel.app An MCP App that enables AI agents to ask users multiple questions with tab-based navigatio 1 Claude Code, Codex, OpenCode 2 4,575 tok
dr-code/tessera Persistent codebase memory for Claude Code — open source MCP server 1 Claude Code, Codex, OpenCode 14 3,241 tok
artur282/skills-mcp 1 Claude Code, Codex 3
florianbuetow/arxiv-smart-mcp MCP server for searching and reading arXiv papers from AI assistants — self-rate-limited t 1 Codex, OpenCode 1 653 tok
genai-tools/anygpt AnyGPT Tooling (CLI, MCP, SDK) 1 Codex, OpenCode 1 354 tok
bitovi/freshbooks-mcp-server bitovi.slack.com 1 Claude Code, Codex 1
lbruton/claude-context Code search MCP for Claude Code. Make entire codebase the context for any coding agent. 1 Claude Code, Codex, OpenCode 2 1,777 tok
nerdalytics/mcp-git-sandbox-fix 1 Claude Code, Codex, OpenCode 2 417 tok
SinoEdwards/mail-agent-mcp Local-first email MCP server for Gmail and QQ Mail with secure OAuth, IMAP search/read, at 1 Claude Code, Codex, OpenCode 2 967 tok
0marm0/COORD-Harness An autonomous multi-agent orchestration harness. Agents coordinate through one SQLite-WAL 1 Claude Code, Codex, OpenCode 8 1,458 tok
JasonBates/whoop-mcp-server MCP server for WHOOP fitness tracker - access recovery, sleep, and strain data in Claude D 1 Claude Code, Codex, OpenCode 2 474 tok
nicholaspsmith/Glancey MCP plugin for semantic code search - gives AI coding agents deep context from your entire 1 Claude Code, Codex, OpenCode 4 764 tok
nonsleepr/claude-chrome-mcp nonsleepr.github.io MCP server for browser automation via the Claude Chrome Extension (https://claude.com/chro 1 Codex, OpenCode 1 2,000 tok
zeropsio/zcp 1 Claude Code, Codex, OpenCode 17 6,407 tok
rlemaigre/docpack Bundles documents into a knowledge base queryable using CLI, TS or MCP. 1 Codex, OpenCode 1 1,143 tok
hughmadden/MeuralMCP 1 Codex, OpenCode 1 115 tok
zhangluka/grain-seo-mcp SEO analysis MCP server — Google Search Console, Bing Webmaster Tools, GA4 analytics with 1 Claude Code, Codex 1
0xABADBABE-ops/browser-jet-pilot browser-jet-docs.awhisper.org Self-hosted MCP server for AI browser automation. Drop-in @browserbasehq/mcp alternative. 1 Codex, OpenCode 1 1,238 tok
OzTamir/mcplexer A tiny MCP proxy for running multiple labeled instances of the same MCP 1 Claude Code, Codex, OpenCode 2 732 tok
shdra06/ai-mind-map 🧠 MCP Server that reduces AI coding agent token usage by 80-99%. Knowledge graph + persis 1 Claude Code, Codex, GitHub Copilot, Cursor 5 3,396 tok
zhyx12/projtool Python package + Claude Code MCP server for running ML experiments across a local dev mach 1 Claude Code, Codex, OpenCode 2 5,991 tok
Joncallim/pdf-inline-image-rag-mcp MCP server for searchable PDF text databases with inline image extraction and exact image 1 Codex, OpenCode 1 551 tok
takuyaw-w/a5sql-mcp 1 Claude Code, Codex, OpenCode 4 5,003 tok
artificemachine/obsidian-semantic-mcp MCP server for Obsidian with semantic search, vector embeddings via pgvector, and Claude C 1 Claude Code, Codex, Gemini CLI, OpenCode 3 1,743 tok
md-riaz/google-seo-mcp md-riaz.github.io 1 Claude Code, Codex, OpenCode 3 934 tok
aancw/sanban Simple kanban that just works. No bloat, no login, no SaaS. JSON-backed boards with a REST 1 Codex, OpenCode 1 1,583 tok
sorryorc/mythos-mcp npmjs.com Deterministic verification gate for Codex / Claude Code. 19 tools, zero LLM and zero netwo 1 Codex, OpenCode 1 189 tok
The-Syntax-Slayer/browser-mcp Browser automation + bookmark management over FastMCP 3.2. Playwright-powered: Chrome, Fir 1 Claude Code, Codex, OpenCode 2 402 tok
sugukurukabe/ssw-workforce-intel-mcp MCP server for Specified Skilled Worker (SSW) workforce intelligence in Japan, powered by 1 Codex, OpenCode 1 474 tok
romaco-labs/romaco-mcp 1 Codex, OpenCode 1 679 tok
RoxyAPI/claude-plugin Claude Code plugin and marketplace for RoxyAPI: the multi domain spiritual intelligence AP 1 Claude Code, Codex, OpenCode 1 457 tok
Marcelle-Labs/never-ask-twice Enterprise Support MemoryAgent on Qwen Cloud that remembers customer context across sessio 1 Claude Code, Codex 1
CorvidLabs/agent-3md corvidlabs.xyz 🗃️ Your whole agent in one file. A 3md document where plane 0 is the agent and every othe 1 Claude Code, Codex, Cursor, OpenCode 7 499 tok
bblrlo/pdns-mcp-server PowerDNS MCP server 1 Codex, OpenCode 1 898 tok
Hanzhi0807/document-buddy Serverless MCP toolkit for Feishu/Lark project memory: turn docs, wiki pages, chats, meeti 1 Codex, OpenCode 1 295 tok
datarian/mcp-coco A context engine implemented through cocoindex with a minimal MCP server in front. 1 Claude Code, Codex, OpenCode 6 169 tok
Xingwen37/instrument_mcp 1 Codex, OpenCode 1 2,827 tok