How real projects configure their agents

31,977 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 agents7,557Claude Code6,620Data and AI3,682Backend and APIs3,496Languages3,401Planning3,217Git and workflow3,165Code review2,733Testing2,364Memory and context2,364DevOps and cloud2,310Writing and docs2,303Research2,297Frontend2,252Security2,013Productivity1,710

All Claude Code31,977 Codex23,157 OpenCode22,109 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,739 Windsurf129 Kiro79

Project Stars Configures Files Always loaded
calvinw/fl-studio-mcp MCP server enabling LLM assistants to interact with FL Studio's piano roll 37 Claude Code 1 4,648 tok
FranRom/pupila Local-first daily job aggregator. AI review per job via your own LLM CLI, swipe-to-apply t 37 Claude Code, Codex, OpenCode 15 13,872 tok
theogbrand/yoink yoink is an AI agent that removes complex dependencies by reimplementing only what you nee 37 Claude Code, Codex, OpenCode 3 18 tok
n24q02m/better-godot-mcp mcp.n24q02m.com Composite MCP server for Godot Engine -- 17 composite tools for AI-assisted game developme 37 Claude Code, Codex, OpenCode 2 2,466 tok
Vaiz/rust-mcp-server MCP server for development in Rust 37 Claude Code, GitHub Copilot 2 691 tok
zxkane/autonomous-dev-team kane.mx Turns issues into merged PRs/MRs with zero human intervention — supports GitHub and GitLab 37 Claude Code, Codex, OpenCode 6 3,736 tok
omnigentx/jarvis Omnigentx Jarvis — voice + chat AI assistant powered by Fast Agent (MCP) with Vue dashboar 37 Claude Code, Codex, OpenCode 2 10,665 tok
artemnovichkov/skills skills.sh Collection of Claude Code plugins for enhanced development workflows. 37 Claude Code, Codex, OpenCode 1 496 tok
kieranklaassen/ruby_llm-skills Agent Skills extension for RubyLLM - load, validate, and integrate skills from filesystem 37 Claude Code 1 961 tok
spranab/saga-mcp npmjs.com Your agent loses the plan between sessions, so saga-mcp gives it a SQLite-backed tracker f 37 Claude Code 1
AlterLab-IEU/AlterLab_GameForge 🎮 34 production-grade Claude Code skills for indie game development — studio agents, work 37 Claude Code 1 2,478 tok
ChenZiHong-Gavin/llm-tech-report A summary of technical reports for various large language models (LLMs). 37 Claude Code, Codex, OpenCode 3 1,353 tok
umutbozdag/agent-skills-manager Manage all your AI agent skills from a single dashboard — Cursor, Claude, and Agents 37 Claude Code, Codex, OpenCode 2 79 tok
0xDarkMatter/claude-mods Expert skills, agents, commands, rules, hooks & output styles for Claude Code — session co 37 Claude Code, Codex, OpenCode 1 2,482 tok
Noveum/orbit orbit.noveum.ai Free, open source, realtime task manager. Issues, boards, sprints, projects and docs that 37 Claude Code, Codex, OpenCode 2 4,573 tok
senna-lang/herdr-agent-usage herdr.dev Context meters and provider rate limits for agents running in Herdr. 37 Claude Code, Codex, OpenCode 2 789 tok
INo-xious/stockbit-mcp npmjs.com Model Context Protocol (MCP) server for Stockbit (Indonesian / IDX market) — broker summar 37 Claude Code 1 1,337 tok
Wirasm/dylan 37 Claude Code 6 2,386 tok
gavinmcfall/home-ops HomeOps driven by Kubernetes and GitOps using Flux 37 Claude Code, Codex, GitHub Copilot, OpenCode 3 4,077 tok
wildcard/caro caro.sh caro: fast Rust CLI that turns natural‑language tasks into a safe POSIX command. Built for 37 Claude Code, GitHub Copilot 16 12,915 tok
prebid/salesagent docs.adcontextprotocol.org A media sales agent that implements the AdCP Media Buy protocol 37 Claude Code, Codex, OpenCode 19 7,336 tok
wandb/vibes wandb.github.io A repo with a devcontainer ready to vibe with Claude, Codex or Gemini 37 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 5 3,573 tok
ryoha000/launcherg ADV game launcher application 37 Claude Code, Codex, OpenCode 4 847 tok
Artesiana/agent2 getagent2.dev Turn domain experts into production AI agents. 36 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 12 2,346 tok
condevtools/pr-agent pr-agent.condevtools.com AI-powered code review bot for GitHub — supports OpenAI-compatible providers. Built with T 36 Claude Code 2
jpablo/metals-standalone-client Minimal Metals stand alone client that allows running the metals mcp server 36 Claude Code, Codex, OpenCode 2 1,026 tok
n24q02m/better-notion-mcp mcp.n24q02m.com Markdown-first Notion for AI agents -- pages, databases, blocks, and comments in one call. 36 Claude Code, Codex, OpenCode 2 3,552 tok
EngramMemory/engram-memory engrammemory.ai The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. 36 Claude Code 1
ChronoAIProject/NyxID nyx.chrono-ai.fun Connect AI agents to any API, anywhere. Securely. Open-source gateway that proxies request 36 Claude Code, Codex, OpenCode 2 19,654 tok
jhonsfran/unprice unprice.dev Open-source customer money path for usage-based SaaS — authorize customer spend before pai 36 Claude Code, Codex, OpenCode 2 2,095 tok
selvage-lab/selvage 36 Claude Code 4 1,911 tok
openberth/openberth openberth.io Self-hosted deployment platform. Give it code, get a live HTTPS URL. Supports Node.js, Pyt 36 Claude Code 1 1,386 tok
tonkotsuboy/x-impact-checker AI agent skill to analyze X (Twitter) posts for viral potential using the actual recommend 36 Claude Code 1 506 tok
feritzcan2/termloop termloop.ai Cross-platform workspace for running and coordinating coding agents. 36 Claude Code, Codex, Gemini CLI, OpenCode 4 2,484 tok
jaxxchen003/Traceplane traceplane.cc Multi-Agent Continuity Layer — Keep your AI agents on a single, observable, handoff-ready 36 Claude Code, Codex, OpenCode 2 808 tok
haoxiang-xu/PuPu PuPu is a lightweight, cross-platform desktop AI client that works with both local and clo 36 Claude Code, Codex, OpenCode 22 3,110 tok
giovannibrees/travel-roamradar Open-source, self-hosted personal travel app by Giovanni Brees - keep every flight, hotel, 36 Claude Code 1 908 tok
polos-dev/polos polos.dev The open-source runtime for AI agents. Sandboxed execution with built-in tools, human-in-t 36 Claude Code 1 2,140 tok
webrenew/memories memories.sh 36 Claude Code 1 458 tok
digitalocean-labs/do-app-platform-skills Claude/Agent Skills for DigitalOcean App Platform - deployment, migration, networking, dat 36 Claude Code 1 767 tok
lancelin111/douyin-mcp-server 🎥 Douyin (TikTok China) MCP Server - Automated video upload service via Model Context Pro 36 Claude Code 1 764 tok
InsForge/insforge-skills Agent Skills for InsForge 36 Claude Code, Codex, OpenCode 2 1,125 tok
anandsaini18/deadskills 💀 Find the agent skills you never use. Local-first analytics for Claude Code & Codex skil 36 Claude Code 1 1,193 tok
az9713/addyosmani-agent-skills Local clone of addyosmani/agent-skills with additional documentation 36 Claude Code, Codex, OpenCode 2 1,607 tok
influxdata/influxdb3_mcp_server MCP Server for InfluxDB 3 36 Claude Code, Codex, OpenCode 5 1,125 tok
codefriar/sf-mcp 36 Claude Code 1 682 tok
respawn-llc/tool-filter-mcp MCP proxy server that filters tools from upstream MCP servers via regex-based deny list 36 Claude Code, Codex, OpenCode 10 515 tok
daffy0208/ai-dev-standards As Described in the name 36 Claude Code, Cursor 17 4,018 tok
Disentinel/grafema grafema.dev Graph-based static analysis tool 36 Claude Code 40 1,535 tok
procoders/superpowers-v amiainative.dev Compound V — a multi-model orchestrator for Claude Code, layered on Superpowers: a determi 36 Claude Code, Codex, Gemini CLI, OpenCode 4 7,941 tok