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
hekivo/superpowers-sage Sage + Acorn + Lando superpowers for Claude Code — ACF Composer, Livewire, Eloquent, Route 13 Claude Code, Codex, OpenCode 2 2,014 tok
kyungseo/ai-workflow-harness A manual-first, human-in-the-loop workflow harness for AI-assisted development—aligns plan 13 Claude Code, Codex, OpenCode 30 1,483 tok
daveepope/arena A cross platform sandboxing framework with built in profiling workflows. 13 Claude Code, Codex, OpenCode 2 8,712 tok
transparentlyok/mcp-context-manager in short: gives claude a search engine for your project 13 Claude Code 1 933 tok
vin-spiegel/htmldrop htmldrop.link Publish HTML for agents — one API call, MCP server included 13 Claude Code, Codex, OpenCode 2 1,597 tok
tigrisdata/mcp-oidc-provider tigrisdata.com Open-sourced mcp-oidc-provider: a minimal, vendor-neutral OIDC layer that sits between MCP 13 Claude Code, Codex, OpenCode 2 639 tok
ethancod1ng/bybit-mcp-server npmjs.com A Model Context Protocol (MCP) server for integrating AI assistants with Bybit cryptocurre 13 Claude Code 1 497 tok
nmeierpolys/mcp-structured-memory Structured Memory MCP Server 13 Claude Code 1 160 tok
OleksandrKucherenko/mcp-obsidian-via-rest mcp-obsidian.artfulbits.se MCP Server connected to Obsidian Vault with Local REST API. (re-write it completely with B 13 Claude Code, Codex, OpenCode 3 3,828 tok
deployhq/deployhq-mcp-server deployhq.com DeployHQ MCP Server 13 Claude Code 1 1,487 tok
0xNullAI/DG-MCP 0xnullai.com Archived — development has moved to 0xNullAI/0xNuller: https://github.com/0xNullAI/0xNulle 13 Claude Code 2 2,260 tok
dkyazzentwatwa/substack_mcp Substack MCP that gives structured access to Substack publications with real-time content 13 Claude Code 1 2,328 tok
Smart-AI-Memory/empathy-framework smartaimemory.com Combining a five-level AI framework with git-native memory overcomes session amnesia, enab 13 Claude Code 9
Open-Agent-Tools/open-paper-trading-mcp Open Paper Trading MCP - A dual-interface paper trading simulation platform with FastAPI R 13 Claude Code 1 6,749 tok
Bjern/jw-org-mcp A Model Context Protocol (MCP) server that provides controlled, verifiable access to conte 13 Claude Code 1 1,125 tok
willwebster5/crowdstrike-mcp 13 Claude Code 1
lie5860/openai-search-mcp 13 Claude Code, Codex, Cursor, OpenCode 40 111 tok
yusong652/yade-mcp pypi.org MCP server connecting AI agents to YADE — run DEM simulations through natural conversation 13 Claude Code, Codex, OpenCode 2 1,379 tok
cubedevinc/cube-mcp-server 13 Claude Code 1 866 tok
CaullenOmdahl/youtube-music-mcp-server YouTube Music MCP Server - Search, curate, and manage YouTube Music playlists through Clau 13 Claude Code 10 2,008 tok
christopherekfeldt/mcp-bitbucket-dc MCP server for Bitbucket Data Center — code search, file browsing, PRs, commits, and more 13 Claude Code, Codex, OpenCode 5 572 tok
thaleslaray/hotmart-mcp Hotmart API MCP server — sales, subscriptions, club, products, coupons, tickets, negotiati 13 Claude Code 1 949 tok
emergent-wisdom/sema Sema is a content-addressed vocabulary for AI agents. Precise thinking, reliable reference 13 Claude Code, Codex, OpenCode 2 7,363 tok
4kk11/RhinoMCPServer 13 Claude Code 1 2,311 tok
RedberryProducts/mcp-client-laravel Laravel-native client for Model Context Protocol (MCP) servers. Built by Redberry (Diamond 13 Claude Code, Codex, OpenCode 2 2,069 tok
th3nolo/openrouter-mcp th3nolo.com Mcp compatible with claude code cli tool to use open router models 13 Claude Code 1 392 tok
samefarrar/mcp-ankiconnect 13 Claude Code 1 967 tok
amansk/librelink-mcp-server MCP server to connect with Freestyle Libre Link and bring CGM data into LLMs 13 Claude Code 1 740 tok
narailabs/doc-wiki Documentation wiki generator + maintainer — Claude Code skill + agents + TypeScript helper 13 Claude Code, Codex, Gemini CLI, OpenCode 4 8,196 tok
astronomer/astro-airflow-mcp astronomer.io MCP server for Apache Airflow instances. Runs standalone or as an Airflow plugin. 13 Claude Code, Codex, OpenCode 6 749 tok
AdrianRogowski/auto-sdd 13 Claude Code 35 9,835 tok
php-opcua/opcua-client php-opcua.com A PHP library that talks OPC UA binary protocol over TCP. It handles the full stack — tran 13 Claude Code, Codex, GitHub Copilot 2 710 tok
RandomSynergy17/Arcane-MCP-Server A comprehensive Model Context Protocol server that exposes the Arcane Docker Management AP 13 Claude Code 1 1,135 tok
karrolcia/hippocampus Open-source MCP memory server. Universal AI memory across all platforms. 13 Claude Code 14 14,590 tok
juanqui/pdfkb-mcp A PDF document RAG MCP that is easy to setup, supports completely local parsing and embedd 13 Claude Code 1 1,101 tok
dylan-gluck/mcp-background-job Execute long-running commands in the background while continuing to work with Claude 13 Claude Code 1 850 tok
memtomem/memtomem memtomem.com Markdown-first, long-term memory infrastructure for AI agents. Hybrid BM25 + semantic sear 13 Claude Code 1 1,316 tok
ahmad2x4/mcp-server-seq 13 Claude Code 1 267 tok
Mineru98/skills-store 13 Claude Code, Codex, OpenCode 20 1,756 tok
remsky/comic-chat-web comics.remsky.art Modern port of Microsoft Comic Chat 1996 on Cloudflare Durable Objects || Create custom st 13 Claude Code, Codex, OpenCode 2 1,296 tok
NoesisVision/nasde-toolkit noesis.vision CLI for benchmarks & evals of AI coding agents — on tasks you already understand, using yo 13 Claude Code, Codex 3 10,790 tok
mpuig/claude-cloud-diagrams An AI agent that explores your AWS account and draws what it finds. Not a perfect map. A u 13 Claude Code 1 346 tok
oubakiou/mdxg-redline Inline review tool for MDXG markdown — capture highlighted comments and export them as str 13 Claude Code, Codex, OpenCode 4 585 tok
Tencent-RTC/agent-skills trtc.io TRTC AI Integration Assistant - helps developers integrate Tencent Real-Time Communication 13 Claude Code, Codex, OpenCode 2 1,537 tok
oubakiou/md2idx md2idx — Markdown to indexed JSON. Slice big docs with jq, feed LLMs only what they need. 13 Claude Code, Codex, OpenCode 4 526 tok
mixedbread-ai/skills mixedbread.com Agent skills for search, RAG, and document parsing with Mixedbread. Install with: npx skil 13 Claude Code 1 1,397 tok
tmux-python/libtmux-mcp libtmux-mcp.git-pull.com MCP for tmux, powered by libtmux 13 Claude Code, Codex, OpenCode 3 865 tok
frankbolero/dotnet-dump-mcp 🤖 An AI-native CLI Tool and MCP server for .NET memory dump investigations. Leverage LLMs 13 Claude Code, Codex, OpenCode 3 1,826 tok
montezuma-p/harken crates.io Your agent cannot listen to audio. harken fixes that — locally. MCP server + CLI, one 13 M 13 Claude Code 1 2,689 tok
ariaxhan/kernel-claude Claude Code learns from itself. Persistent memory, multi-agent orchestration, and a scient 13 Claude Code, Codex, OpenCode 4 13,388 tok