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
vshrinath/virtual-product-factory Collection of AI agent skills focussed on agentic product engineering 16 Codex, OpenCode 1 4,653 tok
BugRoger/beastmode Agentic workflow skills for Claude Code. Activate beastmode. 16 Claude Code 2 11 tok
lastingyeh/github-copilot-doc provide the github instructions and promptings 16 GitHub Copilot 5 5,000 tok
Sperax/sperax-crypto-mcp MCP server and plugin for Sperax Protocol – USDs, SPA, veSPA & Demeter on Arbitrum and BNB 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 755 tok
gensyn-ai/gensyn-delphi-skills Skills for agents to view markets and place trades on Gensyn's Delphi prediction markets 16 Claude Code, Codex, OpenCode 2 6 tok
andrewhopper/itmcp MCP to provide secure IT tools for AI network troubleshooting (remote ssh, ping, nslookup, 16 Cursor 1 160 tok
profclaw/profclaw profclaw.ai AI agent engine with 22 chat channels, 65 tools, and 15 skills. Self-hosted, local-first, 16 Codex, Cursor, OpenCode, Windsurf 3 2,679 tok
qckfx/node-debugger-mcp An MCP server for a Node.js debugger. Designed to run locally alongside Claude Code or oth 16 Claude Code 1 626 tok
sweatco/archie-hq AI employee for your team — delegate real work in Slack and a team of Claude-powered agent 16 Claude Code 7 1,233 tok
boyand/codex-review Claude Code plugin for multi-round Codex reviews of plans and implementations. 16 Claude Code, Codex, OpenCode 2 1,037 tok
fsbtactic-code/aim-instagram-suite 16 Claude Code 14 —
renatobardi/hapai renatobardi.github.io Deterministic guardrails for AI coding assistants. Enforce rules via Bash hooks before exe 16 Claude Code, Codex, OpenCode 2 13,646 tok
kylesnowschwartz/prompt-tower.nvim ⚡ Turn your codebase into AI-ready context in seconds – the Neovim plugin that bridges the 16 Claude Code 1 1,069 tok
charles-adedotun/notifications-mcp-server MCP server for macOS notifications and sounds when Claude Desktop tasks complete. 16 Claude Code 7 —
GuiminChen/crate CRATE (Compile Raw Archives, Tracked in the vault, into Encyclopedic wiki) 16 Codex, Cursor, OpenCode 2 708 tok
LuChangQiu/lrnev-govern npmjs.com Project governance engine for AI-assisted development. Available as both an MCP service an 16 Codex, OpenCode 1 762 tok
lkk989/Deep-Research-MCP-Server Your AI-Powered Research Assistant. Conduct iterative, deep research using Google Gemini 2 16 Cursor 1 10,405 tok
Zenobia000/vibeCoding-mcp vibeCoding-mcp 16 Cursor 1 6,053 tok
samwang0723/mcp-booking Booking model context protocol server 16 Claude Code 1 973 tok
zengxiaolou/Interactive-Feedback-MCP 16 Cursor 1 7,788 tok
gerred/mcp-server-replicate 16 Cursor 1 1,185 tok
Data-Everything/MCP-Platform data-everything.github.io A flexible platform that provides Docker & Kubernetes backends, a lightweight CLI (mcpt), 16 GitHub Copilot 1 2,374 tok
shreyaskarnik/voice-mcp Bidirectional voice MCP server for Claude Code — listen (STT) and speak (TTS) on Apple Sil 16 Claude Code 6 614 tok
DyanGalih/spec-kit-memory-hub Repository-native persistent memory hub for Spec Kit, powered by an SQLite caching optimiz 16 GitHub Copilot 1 662 tok
bradenleague/UE-Agent-Asset-Toolkit AI-powered Unreal Engine asset inspection toolkit. Analyze Blueprints, Materials, Widgets, 16 Claude Code 2 —
epicsagas/alcove epicsagas.github.io Alcove is an MCP server that gives AI coding agents on-demand access to your private proje 16 Codex, OpenCode 1 2,321 tok
pinecone-io/skills Pinecone's official Agent Skills library, for use with agentic IDEs such as Cursor, Github 16 Claude Code 1 517 tok
backspace-shmackspace/claude-devkit bksp.ca claude-devkit - an agentic coding framework 16 Claude Code, Gemini CLI 2 1,674 tok
burhankhatri/e2e-testing A set of 8 global skills for Claude Code that enforce disciplined, test-driven agentic dev 16 Claude Code 1 766 tok
HolobiomicsLab/asb-skill-collections holobiomicslab.github.io Evidence-grounded skills and software-tool records for scientific AI agents, distilled fro 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,892 tok
alexei-led/coding-posture A single SKILL.md skill giving coding agents task-aware working modes (debug, fix, review, 16 Codex, OpenCode 1 241 tok
microsoft/azure-ai-search-foundry-iq-live-knowledge-sources microsoft.github.io Reusable accelerator for Foundry IQ live grounding with Fabric Ontology and MCP Server Kno 16 Codex, OpenCode 1 2,138 tok
PCIRCLE-AI/memesh pcircle.com local collaboration layer for AI coding agents 16 Claude Code, Codex, OpenCode 2 7,477 tok
najaeda/naja-scope pypi.org MCP server for AI agents to explore SystemVerilog/Verilog netlists: trace connectivity, wa 16 Claude Code, Codex, OpenCode 2 806 tok
grahambrooks/symgraph Semantic code intelligence MCP server - build knowledge graphs of codebases to enhance AI- 16 Claude Code, Codex, OpenCode 3 1,521 tok
brsbl/ottonomous Set of Claude Code skills for product development 16 Claude Code 1 1,291 tok
komluk/scaffolding Spec-driven multi-agent orchestration plugin for Claude Code — 13 agents, 35 skills, per-p 16 Claude Code 1 1,174 tok
berrzebb/consensus-loop Claude Code plugin — structural guardrails for multi-agent software development. RTM-based 16 Claude Code 1 1,064 tok
keyboardgdy/woke_novel Fully Automated Novel Generation Tool, Making Claude Your "English Web Novel Auto-Generato 16 Claude Code 1 3,733 tok
zauberzeug/nicegui-template A copier template for a basic NiceGUI project 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 48 tok
regexp-lin/llm-wiki-agent AI-powered wiki agent that ingests source documents, extracts knowledge, and builds a pers 16 Claude Code, Codex, Gemini CLI, OpenCode 12 2,632 tok
wangqiqi/cursor-ai-rules 🤖 Cursor AI collaboration rules system — making AI a better programming partner. Provides 16 Claude Code, Cursor 5 —
hletrd/kiwi-paper 🥝 Turns dense academic papers or API documentation into Baidu Baike-style articles. Suppo 16 Codex, Gemini CLI, OpenCode 2 2,585 tok
proofsh/obsidian-notes-rag Local vector store for Obsidian notes with semantic search via MCP server 16 Claude Code 1 1,233 tok
HendryAvila/Hoofy hendrycode.xyz Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, a 16 Codex, OpenCode 1 2,790 tok
Knuckles-Team/vector-mcp Vector MCP Server for AI Agents - Supports ChromaDB, Couchbase, MongoDB, Qdrant, and PGVec 16 Claude Code, Codex, OpenCode 2 3,464 tok
mjherich/memory-visualizer Interactive visualizer for Anthropic's Memory MCP knowledge graphs. Instantly explore, deb 16 Claude Code 1 704 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
nickzren/biomed-agent Connecting AI to biomedical data 16 Claude Code, Codex, OpenCode 2 1,091 tok
apache/axis-axis2-c-core axis.apache.org Apache Axis2/C - JSON/REST and SOAP web services framework in C. Runs as an Apache httpd m 16 Codex, OpenCode 1 1,947 tok