How real projects configure their agents

43,636 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
gmf520/openspec-agents A state-machine-based multi-agent collaborative development framework. Driven by a main or 18 Claude Code, Codex, Cursor 40
delphicleancode/lazarus-spec-kit inovefast.com.br Um ecossistema opinativo de regras, skills e steerings para elevar o desenvolvimento FreeP 18 Claude Code, Codex, GitHub Copilot, OpenCode 20 6,135 tok
aerospike/agent-skills Official Aerospike agent skills repo 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,666 tok
Wolfe-Jam/grok-faf-mcp faf.one Persistent Project Context for xAI Grok — IANA-registered .faf format · MCP server on a UR 18 Claude Code, Codex, OpenCode 2 1,137 tok
bluebear-io/angry-bear bluebear.io Enforce skill-loading requirements for AI coding agents 18 Claude Code 1 903 tok
ai-screams/HwpForge ai-screams.github.io Rust library for programmatic control of Korean HWPX documents — Markdown→HWPX conversion, 18 Claude Code 2 9,318 tok
kimimgo/viznoir kimimgo.github.io VTK is all you need. AI-Ready VTK visualization for science and engineering. 18 Claude Code 1 2,647 tok
lorenzosaraiva/mcpforge 18 Claude Code 1
sumyapp/playwright-parallel-mcp MCP server for parallel browser automation with Playwright 18 Claude Code 1 628 tok
3D-Tech-Solutions/code-scalpel Code Scalpel is the bridge between **Generative AI** and **Reliable Software Engineering** 18 Claude Code, Codex, GitHub Copilot, OpenCode 4 15,290 tok
neat-technologies/neat neat.is Network Environment Architecture Tools 18 Claude Code 3 909 tok
hilyfux/knowledge-graph Stop AI Coding from forgetting. A knowledge graph–driven memory layer for LLMs (ChatGPT, 18 Claude Code, Codex, OpenCode 2 1,190 tok
LearnAIHubC/AgentRules A practical workflow for reliable AI-assisted software development 18 Codex, OpenCode 1 1,280 tok
R-s0n/rs0n-bug-bounty-mcp-server An MCP (Model Context Protocol) server that gives Claude Code access to a comprehensive bu 18 Claude Code 1 430 tok
mikhashev/law7 Law7 MCP Server and Core Engine -- Open up-to-date legal database for AI assistants 18 Claude Code 1 3,170 tok
djankies/vitest-mcp AI-optimized Vitest runner with clean, structured output, log capturing, and coverage anal 18 Claude Code 1 1,227 tok
WebMCP-org/webmcp-sh webmcp.sh A modern web-based Model Context Protocol (MCP) playground for testing and developing MCP 18 Claude Code, Codex, OpenCode 2 701 tok
adaptico/adaptico-os The go-to-market operating system for early-stage software products. AI marketing skills f 18 Claude Code, Codex, OpenCode 2 1,913 tok
wjxcom/wjx-ai-kit npmjs.com Wenjuanxing OpenAPI full-stack toolkit: TypeScript SDK + MCP Server + CLI 18 Claude Code 6 1,945 tok
Lykhoyda/ask-llm lykhoyda.github.io MCP server for AI-to-AI collaboration — bridge Claude with Gemini, Codex, and other LLMs f 18 Codex, OpenCode 1 1,375 tok
jschuller/mcp-server-servicenow MCP server for ServiceNow — 19 tools, 5 resources for incidents, CMDB, update sets. OAuth 18 GitHub Copilot 1 421 tok
artcc/openclient-llm arturocarreterocalvo.com Open-source native iOS, iPadOS & macOS LLM client for LiteLLM, Ollama and OpenAI-compatibl 18 Codex, OpenCode 4 2,972 tok
heznpc/AirMCP heznpc.github.io Governed MCP runtime for the Apple ecosystem — verified control over Notes, Mail, Calendar 18 Claude Code 1
bigduu/Bamboo-agent bigduu.github.io Bamboo — a local-first Rust agent harness and runtime with sessions, tools, skills, MCP, s 18 Claude Code, Codex, OpenCode 2 514 tok
richardcb/oh-my-gemini Multi-agent orchestration for Gemini CLI. Zero learning curve. 18 Claude Code, Gemini CLI 4
danmaps/gis-agent-skills 18 GitHub Copilot 1 50 tok
understudylabs/understudy-agent-tools Public MIT-licensed Understudy agent tools and skill library 18 Claude Code, Codex, OpenCode 3 2,402 tok
kubiyabot/skill A universal skill runtime for agents that runs anywhere. No servers, no context bloat, jus 18 Claude Code 53 1,633 tok
RufengLai/ansa-api-mcp MCP Server for searching ANSA Python API documentation 18 Claude Code 1
getcargohq/cargo-skills getcargo.ai GTM engineering skills for AI coding agents — build lead lists, find & verify emails, wate 18 Claude Code, Codex, OpenCode 2 327 tok
respawn-llc/firefox-cli Let AI Agents control your real firefox browser: fill forms, authenticate, automate action 18 Codex, OpenCode 1 2,533 tok
kdr/overcast overcast.video Video OSINT agent: senses + OSINT reach for any agent. 18 Claude Code, Codex, OpenCode 4 13,813 tok
thalesholleben/copy-thief Skill do Claude para escrever copy de alta conversao (landing pages, advertoriais, VSL) pa 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 716 tok
blxzer77/cursor-trellis 18 Claude Code, Codex, OpenCode 15 4,726 tok
bigbio/sdrf-skills sdrf.quantms.org Agentic plugins to annotate SDRF using Claude; Codex; Cursor; Gemini 18 Claude Code, Gemini CLI 2 6,449 tok
Ramsbaby/jarvis Self-healing AI operations platform — Discord bot + RAG + Insight Layer + 99 automation sc 18 Claude Code 3 468 tok
motlin/claude-code-plugins A Claude Code skill for tracking and completing tasks from a markdown task list 18 Claude Code 1
wenhanweime/herdr-plugin-renamer LLM-powered session naming for herdr: Claude Code / Codex / Grok / Pi / opencode, Chinese 18 Claude Code, Codex, OpenCode 2 3,323 tok
ThinkingAIAgenticEngine/ae-cli CLI tool for ThinkingAI AgenticEngine (AE) platform. Designed for both AI Agent and human 18 Codex, OpenCode 1 3,813 tok
soujava/sldd-skills SLDD (Spec Loops Driven Development) Skills for AI-Assisted Development - Based on Loiane 18 Codex, OpenCode 1 1,798 tok
kingpanther13/Hubitat-local-MCP-server 18 Claude Code, Codex, OpenCode 2 32,542 tok
keshrath/agent-knowledge npmjs.com Cross-session memory and recall for AI agents — git-synced knowledge base, hybrid semantic 18 Claude Code 1 1,822 tok
wuguirongsg/coreldraw-mcp Let AI drive CorelDRAW directly via the Model Context Protocol — automated design file gen 18 Claude Code, Codex, Cursor, OpenCode 8 2,405 tok
tmustier/codex-computer-use-mcp Background-safe MCP server for the signed Codex Computer Use broker on macOS. Works with a 18 Codex, OpenCode 1 332 tok
russeell/jobfindsme A local-first AI job-hunting MCP Server: search BOSS Zhipin, Liepin, Zhaopin, and 51job wi 18 Codex, OpenCode 1 2,682 tok
orangeboyChen/codebuddy2api orangeboychen.github.io Proxy CodeBuddy with OpenAI-compatible and Anthropic-compatible APIs for Codex, Claude Cod 18 Codex, OpenCode 1 579 tok
AEndrix03/Graft Your coding agents forget. Graft doesn't. Persistent local memory that brings back fixes, 18 Claude Code 1
arjitj2/skillindex skillindex.app Keep your AI setup aligned across every agent, 100% locally. 18 Codex 1
mxrsv/spacevibe-deck deck.spacevibe.dev SpaceVibe Deck — a minimal macOS terminal for AI agent CLIs 18 Claude Code, Codex, OpenCode 2 2,222 tok
dualface/onevoke quicktui.ai Onevoke - One person. Many agents. 18 Codex, OpenCode 1 12,247 tok