How real projects configure their agents

22,145 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
c18229039407-arch/cutlin Cutlin - AI-Orchestrated Video Production Platform 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 271 tok
SourceLin/sourcelin-cloud-blog sourcelin.cn AI-native full-stack microservice blog platform | Spring Cloud Alibaba + Vue 3 | Built wit 17 Codex, OpenCode 1 2,895 tok
sandeepshekhar26/develop-anything 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 5,773 tok
AndreaGriffiths11/teamxray Human discovery through code analysis - VS Code extension that reveals team expertise. 17 Codex, GitHub Copilot, OpenCode 3 3,072 tok
hjqcan/GoodMemory npmjs.com Local-first, auditable memory layer for AI apps and coding agents — Codex, Claude Code, MC 17 Claude Code, Codex, OpenCode 2 3,320 tok
denysdovhan/agents A collection of custom skills for my workflows with AI-agents 17 Claude Code, Codex, OpenCode 2 528 tok
shane9coy/Agent-Skill-Architecture-Guide katana-agent.com A comprehensive reference for building and organizing AI agent skills across Claude Code, 17 Codex, OpenCode 1 2,387 tok
celados/mcpx Apple MCP tools ✅ 17 Codex, OpenCode 1 101 tok
mnvsk97/eyeroll mnvsk97.github.io AI eyes that roll through video footage — watch, understand, act 17 Claude Code, Codex, OpenCode 2 1,607 tok
risingwavelabs/risingwave-mcp go.risingwave.com RisingWave MCP Server. 17 Codex, OpenCode 1 578 tok
mikeprasad/aria-knowledge ariaknowledge.com Applied reasoning, persistent agent memory, context engineering, and human-governed trust 17 Claude Code, Codex, OpenCode 2 16,102 tok
kanopi/cms-cultivator kanopi.github.io A comprehensive Claude Code plugin providing specialized slash commands for Drupal and Wor 17 Claude Code, Codex, OpenCode 3 4,272 tok
M-Pineapple/warp-command-runner Give any chat AI a real terminal. Local stdio MCP for Warp, Claude Desktop, and other host 17 Claude Code, Codex, OpenCode 2 650 tok
Jed-Tech/spar-kit jed-tech.github.io Specify → Plan → Act → Retain: SPAR-kit is a lightweight workflow that helps AI agents ali 17 Codex, OpenCode 1 197 tok
enowdev/succubus Cross-agent coordination for AI coding agents. One daemon, one database — so multiple agen 17 Claude Code, Codex, OpenCode 2 502 tok
zpdcqu/langchain-skills-agent LangChain 1.0 Skills Agent 17 Claude Code, Codex, OpenCode 3 1,389 tok
abhichandra21/Promptheus abhichandra21.github.io Automated prompt engineering for efficient AI interactions | Interactive command-line inte 17 Claude Code, Codex, Gemini CLI, OpenCode 3 6,265 tok
ximihoque/kiwiskil KnowledgeBase, WiKi and Skills for AI agents of your codebase. 17 Claude Code, Codex, OpenCode 2 344 tok
willmarple/harness-visualizer App to help visualize agent harness artifacts 17 Claude Code, Codex, OpenCode 6 5,974 tok
vtex-apps/admin-pages The VTEX Pages CMS Admin 17 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,422 tok
WPS-SmartDocs/WPS-AirPage-Skill Operate [WPS 365 AirPage](https://365.kdocs.cn) smart documents via a local CLI — create d 17 Claude Code, Codex, OpenCode 2 1,718 tok
borhen68/SkillEngine Production-grade engineering skills for AI coding agents. 17 Claude Code, Codex, Gemini CLI, OpenCode 3 2,318 tok
paullukic/coograph coograph.com Save your tokens! 17 Claude Code, Codex, GitHub Copilot, OpenCode 28 7,698 tok
cx2002302-lang/zettelkasten-second-memory An OpenClaw (2026.4/2026.6+) and Hermes Agent plugin that turns AI conversations into a pe 17 Codex, OpenCode 1 1,918 tok
vericle/heyclaw 🦞 Headless real-time Python voice assistant powered by ElevenLabs, Gemini, Mem0, MCP tool 17 Codex, OpenCode 1 787 tok
jiawei686/wechat-dev-mcp Automatically debug WeChat mini programs and mini games from any AI client: capture screen 17 Codex, Cursor, OpenCode 2 1,404 tok
icefrag/nbl-superpowers The agent harness performance optimization system. Skills, instincts, memory, security, an 17 Codex, OpenCode 1 57 tok
syndicalt/zaxy docs.zaxy.io Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the 17 Claude Code, Codex, OpenCode 5 5,077 tok
dodeja/anova-skill Agent skill to control the Anova Precision Oven 17 Codex, OpenCode 1 417 tok
linxule/interpretive-orchestration Epistemic partnership infrastructure for AI-assisted qualitative research. Claude Code pl 17 Codex, OpenCode 1 1,396 tok
sawrus/agent-guides sawrus.github.io Install a full engineering team into your AI agent. 7 SDLC roles · 105+ skills · 18 areas 17 Codex, OpenCode 1 1,027 tok
nerdlab-dev/meta-ads-mcp nerdboard.kr Ask Claude Code or Codex CLI to launch and manage your Meta ads in plain language. This re 17 Codex, OpenCode 1 453 tok
tae2089/code-context-graph Vectorless code retrieval for AI coding agents — search code by business intent (@intent, 17 Claude Code, Codex, OpenCode 8 3,836 tok
TGPSKI/leather leather.sh Local agent infrastructure in one stdlib-only Go binary 17 Claude Code, Codex, OpenCode 6 2,738 tok
organvm-iv-taxis/a-i--skills organvm-iv-taxis.github.io Public repository of AI agent skills: specialized capabilities and workflows across 12 cat 17 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 8 8,740 tok
aixiaoxiang/xx-skills Use AI Agents effectively to turn ideas into launched products — for beginners, with 16 sk 17 Claude Code, Codex, Cursor, OpenCode 3 2,921 tok
assisjp/specflow A self-contained, reliability-first agent development flow — grill, spec, build under dete 17 Claude Code, Codex, OpenCode 2 2,081 tok
simonChoi034/image-gen-mcp This MCP server is responsible for generating images for both OpenAI and the Gemini Model. 17 Codex, OpenCode 1 1,067 tok
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
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
mayflower/contextmine Documentation & Code Indexing with MCP - Open-source Context7 alternative 17 Claude Code, Codex, OpenCode 3 3,649 tok
cristianoliveira/dotfiles My dotfiles for macOS and NixOS. :sunglasses: :package: 17 Codex, OpenCode 1 408 tok
gear-foundation/vara-skills 17 Claude Code, Codex, OpenCode 2 1,161 tok
LoftyTao/Honeybee-MCP MCP Tools by LBT-Honeybee 17 Codex, OpenCode 1 1,542 tok
Embassy-of-the-Free-Mind/sourcelibrary-v2 sourcelibrary.org The world's largest library of translated ancient texts. AI-powered OCR and translation of 17 Claude Code, Codex, OpenCode 4 10,375 tok
AceDataCloud/Skills Agent Skills for AceDataCloud AI services — music, image, video generation, web search, an 17 Codex, GitHub Copilot, OpenCode 2 1,097 tok
Boom-Vitt/claude-thai-business-skills 12 Claude Code skills for Thai SME business consulting — pricing waterfall, SME tax tier, 17 Codex, OpenCode 1 949 tok
moshthepitt/lionclaw lionclaw.co.ke Lionclaw is a local control plane for AI coding agents. It runs AI agents as durable, audi 17 Codex, OpenCode 1 747 tok
Approaching-AI/AIMA aimaservice.ai AI-Inference-Managed-by-AI: Go binary for managing AI inference on edge devices 17 Claude Code, Codex, OpenCode 2 13,966 tok
SonAIengine/graph-tool-call pypi.org Graph-based tool retrieval for LLM agents — 248 tools → 82% accuracy, 79% fewer tokens. Ze 17 Claude Code, Codex, OpenCode 2 188 tok