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
flagify-com/UniMCPSim UniMCPSim is a general-purpose MCP (Model Context Protocol) simulator that dynamically sim 17 Claude Code, Codex, OpenCode 2 8,026 tok
amitrechavia/langsmith-mcp-server-js A TypeScript implementation of langsmith MCP 17 Claude Code 1 739 tok
erans/autoagent-action A composable GitHub Action that integrates with AI agents like Cursor CLI, Claude Code, Ge 17 Codex, OpenCode 1 1,807 tok
flagify-com/soar-mcp SOAR MCP Server is an innovative security orchestration platform integration solution that 17 Claude Code 1 1,618 tok
ozmium7/Ozmium-MCP-Server-for-Sbox Connect AI coding assistants to the S&box editor using the Model Context Protocol (MCP). W 17 Claude Code 1 1,273 tok
cfircoo/claude-code-toolkit 17 Claude Code 5 828 tok
gear-foundation/vara-skills 17 Claude Code, Codex, OpenCode 2 1,161 tok
sbraind/excel-mcp-server 17 Claude Code 9 1,739 tok
LoftyTao/Honeybee-MCP MCP Tools by LBT-Honeybee 17 Codex, OpenCode 1 1,542 tok
sparesparrow/mcp-project-orchestrator Analyze user input to identify suitable design patterns and project templates. Orchestrate 17 Claude Code, Cursor 2 616 tok
adamwulf/mcp-template adamwulf.me A barebones MCP server implementation in Swift using loopwork-ai's mcp-swift-sdk. 17 Codex, Cursor, OpenCode 2 2,623 tok
LearnAIHubC/AgentRules A practical workflow for reliable AI-assisted software development 17 Codex, OpenCode 1 1,280 tok
joobisb/mcp-installer mcp-installer.com Simplifies the installation and management of MCP (Model Context Protocol) servers across 17 Claude Code 1 2,931 tok
pablof7z/mcp-money MCP server to give nutsack wallets to agents, an important milestone in the path towardssk 17 Claude Code 1 498 tok
khromov/context-coder npmjs.com MCP for agentic full-context coding 17 Claude Code 1 1,992 tok
LarryStanley/heptabase-mcp The heptabase mcp 17 Claude Code 1 954 tok
BeCrafter/prompt-manager Prompt management service based on the MCP protocol, supporting HTTP streaming and web/des 17 Codex, OpenCode 1 9,435 tok
verdexhq/verdex-mcp MCP Server for Playwright Test Writing 17 Claude Code 1 —
ranjanrishikesh/taketomarket npmjs.com Marketing OS for developerneurs + solopreneurs (engineers shipping products with zero mark 17 Claude Code, Codex, Gemini CLI, OpenCode 3 7,146 tok
schwepps/skills Claude Code skills marketplace - documentation-based skills that extend Claude Code with s 17 Claude Code 1 925 tok
lunashia/code-generation-skill Top 20 prompts for Chinese AI programming, packaged as a skill to assist Codex/Claude with 17 Claude Code 1 385 tok
AceDataCloud/Skills Agent Skills for AceDataCloud AI services — music, image, video generation, web search, an 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 628 tok
d4rkNinja/arcforge arcforge.infynon.com Production architecture decisions your AI coding agent can explain, challenge, and prove. 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,072 tok
cruxible-ai/cruxible Governed state engine for AI agents: typed, executable knowledge artifacts with a code-lik 17 Codex, OpenCode 1 2,555 tok
otaviocc/ObsidianMCPServer A Model Context Protocol (MCP) server that enables AI assistants to interact with your Obs 17 Claude Code 1 1,532 tok
prassanna-ravishankar/clearml-mcp lightweight MCP server for ClearML 17 Claude Code 1 780 tok
fritzprix/role-playing-mcp-server Role-playing game server for MCP. Lets AI assistants create, manage, and narrate interacti 17 Claude Code 1 1,735 tok
Storybloq/lenses storybloq.com Multi-lens code review MCP server for Claude Code. 8 specialized reviewers run in parallel 17 Claude Code 1 1,630 tok
tiluckdave/hound-mcp npmjs.com The dependency bloodhound for AI coding agents. Free, no API keys. 17 Claude Code 1 1,703 tok
ferdinandobons/diagram-creator-skill Claude Code skill: Turn any input into beautiful architecture diagrams — self-contained HT 17 Claude Code, Codex, OpenCode 2 933 tok
n24q02m/wet-mcp mcp.n24q02m.com Open-source MCP server for AI agents: web search, content extraction, and library docs -- 17 Claude Code, Codex, OpenCode 2 7,026 tok
ForkPoint/agent-lighthouse forkpoint.github.io Lighthouse-style audits for AI agents, LLM crawlers, MCP clients, and the agentic web. 17 Claude Code, Codex, OpenCode 2 3,847 tok
cybertronai/SutroYaro cybertronai.github.io SutroYaro — Sutro Group research workspace for energy-efficient AI training. Point any cod 17 Claude Code, Codex, Gemini CLI, OpenCode 14 7,023 tok
ShenSeanChen/launch-agent-skills 17 Claude Code 1 409 tok
fernandoabolafio/repobase repobase.dev Index and search your Git repositories with AI. Includes a terminal UI and MCP server for 17 Claude Code, Cursor 3 —
heznpc/AirMCP heznpc.github.io Governed MCP runtime for the Apple ecosystem — verified control over Notes, Mail, Calendar 17 Claude Code 1 —
igptai/skills igpt.ai Email intelligence for every role in the company, 13 role-specific plugins, 76 skills, and 17 Claude Code, Codex, OpenCode 2 3,125 tok
taivop/marketplace Agent skills from Taivo Pungas - https://taivo.ai 17 Claude Code, Codex, OpenCode 2 721 tok
kyleoliveiro/sg-gov-skills Agent skills for developers building tech projects for Singapore government agencies. 17 Claude Code, Codex, OpenCode 2 518 tok
MelonS/MelonS-Agents melons.github.io An agent that builds, plays, and verifies its own game ? a colony-sim prototype gated by 1 17 Claude Code 28 2,413 tok
Altinity/altinity-skills Altinity's agent skills for ClickHouse® development and DBA tasks 17 Codex, OpenCode 1 188 tok
dapi/claude-code-marketplace Agents, commands and skills for active development 17 Claude Code 1 5,100 tok
BrianPugh/unraid-claude-code Claude Code plugin for Unraid. 17 Claude Code 1 404 tok
samaritan0/dfir-agentic-suite An autonomous Digital Forensics & Incident Response toolkit built on Claude's skill and MC 17 Claude Code 1 833 tok
kasuken/github-copilot-superpowers Opinionated, repo-local configuration for GitHub Copilot (Chat + Agent mode): instruction 17 Claude Code, Codex, GitHub Copilot 15 5,040 tok
bahayonghang/my-ai-cli-toolkit My AI Agents configuration, including commands, skills, and more 17 Claude Code, Codex, OpenCode 2 1,807 tok
caiaffa/claude-code-ultimate-engineering-system A complete engineering toolkit for Claude Code: premium skills, agent workflows, ADR/PRD t 17 Claude Code, Codex, OpenCode 2 2,237 tok
Evaluris-Solutions/claude-active-directory evaluris.com AI agent harness for Active Directory offensive security — 8 skill domains, 13 slash comma 17 Claude Code 1 1,208 tok
Ratler/dream-team Dream Team is a Claude Code plugin offering structured planning capabilities that generate 17 Claude Code 1 2,345 tok
54yyyu/pyapple-mcp stevenyuyy.com MCP server and CLI for seven macOS apps — Messages, Mail, Notes, Calendar, Reminders, Cont 17 Claude Code 2 2,956 tok