How real projects configure their agents

32,540 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 agents8,549Claude Code6,896Git and workflow3,630Data and AI3,579Backend and APIs3,559Languages3,491Planning3,321Code review2,909Testing2,691DevOps and cloud2,492Writing and docs2,490Memory and context2,374Research2,321Frontend2,311Security2,183Project management1,977

All Claude Code32,540 Codex24,898 OpenCode23,819 GitHub Copilot3,723 Gemini CLI2,039 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
Abilityai/agent-corbin Business management assistant with Google Workspace integration 17 Claude Code 24 8,005 tok
Merck/ReactiveDynamics.jl merck.github.io A timed, stochastic, resource-constrained Petri net / discrete-event engine for modeling b 17 Claude Code, Codex, Gemini CLI, OpenCode 3 4,712 tok
stackhawk/agent-skills docs.stackhawk.com Security testing skills for AI coding agents. Find and fix exploitable vulnerabilities wit 16 Claude Code, Codex, OpenCode 2 2,352 tok
terrense/ros2-multimodal-robot-collab 16 Claude Code 3 —
qualixar/slm-mesh Peer-to-peer communication for AI coding agents. 8 MCP tools, full CLI, Python client. Par 16 Claude Code 5 —
SummerSec/AI-Inner-Os AI Inner OS is a plugin for AI CLI tools, supporting Claude Code, Codex CLI, Cursor, and O 16 Claude Code 1 3,502 tok
hildersantos/things-mcp 16 Claude Code 1 693 tok
thoreinstein/aix thoreinstein.github.io A unified CLI for managing AI coding assistant configurations across platforms. 16 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 3 4,455 tok
jonlwowski012/copilot-agent-factory Transform any codebase into an AI-powered development environment by automatically detecti 16 Claude Code, GitHub Copilot 17 6,065 tok
jamesbrink/mcp-coroot MCP server for Coroot observability platform - integrate monitoring, troubleshooting, and 16 Claude Code 3 1,901 tok
khaoss85/mcp-orchestro Transform product ideas into reality with an intelligent orchestration system that bridges 16 Claude Code 5 —
kvncampos/nautobot_mcp kvncampos.github.io Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Em 16 Claude Code 1 —
jbenshetler/mcp-ragex MCP server for intelligent code search: semantic (RAG), symbolic (tree-sitter), and regex 16 Claude Code 1 832 tok
ovr/vibecoder-connector Bridges the gap between your IDE and your body 16 Claude Code 1 446 tok
dend/guildbridge 🏰 Remotely hosted MCP server for Discord 16 Claude Code 1 1,065 tok
wayne930242/Reflexive-Claude-Code A skills-driven Agentic Context Engineering / Harness Engineering workflow for Claude Code 16 Claude Code 1 667 tok
CarlDog/openchronicle-mcp Memory database for LLM agents — persistent keyword + optional semantic memory, project na 16 Claude Code, Codex, GitHub Copilot, OpenCode 3 22,690 tok
multiplex-ai/muggle-ai-works muggletest.com An acceptance test agent that keeps your AI agent team building to your taste. Works with 16 Claude Code, Codex, OpenCode 6 2,487 tok
20alexl/claude-engram The flight recorder for Claude Code. Persistent memory across sessions, hook-level capture 16 Claude Code 1 9,931 tok
kajidog/mcp-tts-voicevox kajidog.github.io VOICEVOX MCP Server (MCP Apps対応) 16 Claude Code 1 2,803 tok
isaacsight/kernel kernel.chat Three packages: @kernel.chat/agent-os (POSIX for AI agents — capabilities, namespaces, quo 16 Claude Code, Codex, OpenCode 2 1,709 tok
sonisoft-cnanda/now-sdk-ext-mcp MCP server for ServiceNow — enables AI assistants (Claude, etc.) to execute scripts, query 16 Claude Code, Codex, OpenCode 2 3,479 tok
kaustubhhiware/agent-skills-fullstack-development How to use agent skills for fullstack development: design, planning, development 16 Claude Code, Codex, OpenCode 2 142 tok
Curt-Park/claudeview Terminal dashboard for real-time Claude Code session monitoring — k9s-style TUI with live 16 Claude Code 1 64 tok
MuhammadHasbiAshshiddieqy/OpenClawn Lightweight, safe, self-improving multi-role AI agent framework. Hybrid local + cloud LLMs 16 Claude Code 1 6,049 tok
BugRoger/beastmode Agentic workflow skills for Claude Code. Activate beastmode. 16 Claude Code 2 11 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
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, Codex, OpenCode 9 1,051 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 —
samwang0723/mcp-booking Booking model context protocol server 16 Claude Code 1 973 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
bradenleague/UE-Agent-Asset-Toolkit AI-powered Unreal Engine asset inspection toolkit. Analyze Blueprints, Materials, Widgets, 16 Claude Code 2 —
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 4,593 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