How real projects configure their agents

24,815 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 agents8,505Claude Code6,886Git and workflow3,611Data and AI3,580Backend and APIs3,556Languages3,487Planning3,327Code review2,899Testing2,686Writing and docs2,480DevOps and cloud2,479Memory and context2,375Research2,323Frontend2,308Security2,172Project management1,965

All Claude Code32,517 Codex24,815 OpenCode23,733 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,770 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
walkindude/gosymdb A Go symbol and call-graph database backed by SQLite. Query symbols, callers, callees, bla 18 Claude Code, Codex, OpenCode 4 2,267 tok
joelazar/kagi-skills Skills for using Kagi APIs 18 Codex, OpenCode 1 209 tok
liqiongyu/agentpack crates.io A declarative, safe control plane for deploying coding-agent assets across tools. 18 Codex, OpenCode 2 1,011 tok
YangsonHung/awesome-agent-skills A collection of AI Agent Skills that provide professional domain capabilities for intellig 18 Claude Code, Codex, OpenCode 2 1,678 tok
trabian/fluxwing-skills fluxwing.com Claude skills for generating ASCII components and screens for humans to review, and AI to 18 Claude Code, Codex, OpenCode 2 5,484 tok
heurema/signum skill7.dev Risk-adaptive development pipeline with adversarial consensus code review 18 Codex, GitHub Copilot, OpenCode 2 1,731 tok
xuzhougeng/agent-control cc-remote.app one agent or one fleet 18 Codex, OpenCode 1 771 tok
spences10/mcp-turso-cloud 🗂️ A Model Context Protocol (MCP) server that provides integration with Turso databases f 18 Claude Code, Codex, OpenCode 2 259 tok
evepupil/CloudMind An open-source, user-owned AI memory layer running in your personal Cloudflare account. 18 Claude Code, Codex, OpenCode 2 9,868 tok
movahedan/monobun 🏎️ Monobun: The ultimate Bun-powered monorepo. Entity-driven architecture, Docker-first d 18 Codex, OpenCode 1 1,901 tok
ognistik/ursus Local MCP, CLI, and utilities for Bear. AI for your Notes. 18 Codex, OpenCode 1 732 tok
VirtusLab-Open-Source/astro-strapi-loader astrostrapi.io Integration of Astro with Strapi CMS that enables easy data loading from Strapi Content AP 18 Claude Code, Codex 1 —
check-technologies/mcp-server-check MCP server for the Check Payroll API 18 Codex, OpenCode 1 941 tok
sandeepshekhar26/develop-anything 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,773 tok
chuancyzhang/deepseek-cowork DeepSeek Cowork is a Windows desktop agent workspace built around DeepSeek-style reasoning 18 Codex, OpenCode 1 2,394 tok
xi-kari/crossframe-skill xi-kari.github.io CrossFrame Skill Suite: Chinese-language structural diagnosis, public-issue analysis, orga 18 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 37 12,411 tok
gpdir16/tabyAgent A more autonomous, more persistent, and easier alternative to OpenClaw/Hermes. Give it 18 Codex, OpenCode 1 726 tok
cdnwetzel/pxx Local-first AI coding agent runtime — your models, fail-closed safety, evidence-gated self 18 Codex, OpenCode 1 511 tok
joshuaalpuerto/mcp-agent Lightweight, focused utilities to manage connections and execute MCP tools with minimal in 18 Claude Code, Codex, GitHub Copilot 5 1,506 tok
conectlens/lenserfight moon.lenserfight.com Turn AI prompts into reusable, versioned Lenses - organize with Tags and Threads, automate 18 Claude Code, Codex, Cursor, Gemini CLI, OpenCode 67 1,849 tok
olyannaa/clickadvisor clickadvisor.lovable.app CLI advisor for ClickHouse query optimization. Formally verified rewrite rules + RAG + MCP 18 Codex, OpenCode 1 783 tok
AgentConnect/awiki-agent-id-message Provide a skill that offers identity, public profile, and end-to-end messaging services fo 18 Claude Code, Codex, OpenCode 2 5,848 tok
miticojo/adk-skill Agent Skill for building AI agents with Google's Agent Development Kit (ADK) in Python, Ja 18 Claude Code, Codex, OpenCode 2 610 tok
castle-x/skills-x AI Agent Skills Repo 18 Claude Code, Codex, OpenCode 23 1,183 tok
lucifertrj/skills-based-app App demo built using Agent Skills via Google Antigravity 18 Claude Code, Codex 19 —
jayll1303/AIEKit AI Agents skills for AI Engineer 18 Codex, OpenCode 1 311 tok
WayneChou-bot/LLM-Wiki-Agent-Workflow-Demo llm-wiki-agent-workflow-demo.vercel.app Karpathy-inspired LLM Wiki demo: AI agents compile raw sources into a persistent, self-lin 18 Codex, OpenCode 1 368 tok
attogram/agents attogram.github.io Standardize your AI collaboration. AGENTS files for your AI. HUMANS files for you. And mo 18 Codex, OpenCode 1 157 tok
leodido/structcli leodido.github.io Define a Go struct. Get a CLI that an agent can discover, call, sandbox, and debug. Flags, 18 Claude Code, Codex 1 —
intellectronica/claude-agentsmd Claude Code plugin that syncs AGENTS.md → CLAUDE.md 18 Codex, OpenCode 1 107 tok
Cadasto/openehr-assistant-mcp cadasto.github.io A Model Context Protocol (MCP) Server to assist you on various openEHR related tasks and A 18 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,466 tok
celados/mcpx Apple MCP tools ✅ 18 Codex, OpenCode 1 102 tok
M-Pineapple/warp-command-runner glama.ai Give any chat AI a real terminal. Local stdio MCP for Warp, Claude Desktop, and other host 18 Claude Code, Codex, OpenCode 2 670 tok
PSPDFKit-labs/nutrient-skills nutrient.io AI agent skills for Nutrient APIs and SDKs — works with Claude Code, Codex, Gemini CLI, C 18 Claude Code, Codex, OpenCode 2 961 tok
clouisle/Clouisle clouisle.asia Next-Generation Multi-Agent Collaboration Platform and Workflow Engine. Build and orchestr 18 Claude Code, Codex, OpenCode 2 1,017 tok
WPS-SmartDocs/WPS-AirPage-Skill Operate [WPS 365 AirPage](https://365.kdocs.cn) smart documents via a local CLI — create d 18 Claude Code, Codex, OpenCode 2 1,718 tok
jiawei686/wechat-dev-mcp Automatically debug WeChat mini programs and mini games from any AI client: capture screen 18 Codex, Cursor, OpenCode 2 1,404 tok
WaniWani-AI/sdk docs.waniwani.ai Build distribution MCPs: multi-step conversational funnels (lead gen, booking, quotes) tha 18 Claude Code, Codex, OpenCode 24 10,302 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
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 2 689 tok
SonAIengine/graph-tool-call pypi.org Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Ze 18 Claude Code, Codex, OpenCode 2 188 tok
aplaceforallmystuff/mcp-fantastical MCP server for Fantastical calendar app - create events, view calendar, and manage schedul 18 Claude Code, Codex, Gemini CLI, OpenCode 4 309 tok
jolokia/jolokia-mcp-server Let LLMs manage your Java application via JMX/Jolokia 🌶️ 18 Codex, OpenCode 1 390 tok
lw396/wechat-mcp A chat MCP tool based on WeChatFerry 18 Codex, OpenCode 1 539 tok
mmnto-ai/totem Rules you can enforce, state you can derive, context you can query: plain files in your re 18 Claude Code, Codex, Gemini CLI, OpenCode 18 1,417 tok
HiAi-gg/hiai-opencode Archived. OpenCode 1.x multi-agent plugin, frozen after OpenCode 2.0. V1 plugins do not lo 18 Codex, OpenCode 1 5,033 tok
BauplanLabs/bauplan-skills Hosting Bauplan skills to be used with coding assistants and autonomous AI agents. 18 Codex, OpenCode 1 2,091 tok
dotcommander/cclint Linter for Claude Code agents, commands, and skills 18 Claude Code, Codex, OpenCode 2 9 tok
understudylabs/understudy-agent-tools Public MIT-licensed Understudy agent tools and skill library 18 Claude Code, Codex, OpenCode 3 2,422 tok
selftune-dev/selftune selftune.dev Skill observability & self-improving toolkit for agent skills. 18 Claude Code, Codex, OpenCode 2 3,418 tok