How real projects configure their agents

44,931 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 agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
Hmbown/Hegelion hegelion-web.pages.dev Dialectical reasoning architecture for LLMs (Thesis → Antithesis → Synthesis) 176 Claude Code, Codex, OpenCode 3 1,804 tok
GrayboxTech/weightslab graybx.com Monitoring platform for ML teams building real‑world AI at scale. 176 Claude Code, Codex, OpenCode 1 4,997 tok
RapidFireAI/rapidfireai rapidfire.ai RapidFire AI: Rapid AI Customization from RAG to Fine-Tuning 176 Claude Code, Codex, OpenCode 2 94 tok
huifer/skill-security-scan wellally.tech skill-security-scan is a command-line tool designed to scan and detect security risks in C 176 Claude Code 2 1,490 tok
VeryGoodOpenSource/vgv-ai-flutter-plugin AI plugin to enhance and accelerate Flutter & Dart development, built by Very Good Venture 176 Claude Code, Codex, OpenCode 2 4,541 tok
Dynatrace/dynatrace-for-ai dynatrace.com Skills, prompts, and instructions for building AI agents on top of Dynatrace production co 176 Claude Code 1 182 tok
swimmwatch/cloakbrowser-mcp swimmwatch.github.io ⚡ CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwardin 176 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,327 tok
sohaibt/product-mode sohaibthiab.me The most expensive bug in AI-assisted building is shipping the wrong thing, well. A drop-i 176 Claude Code, Codex, OpenCode 2 4,272 tok
kisaragi-mochi/stackchan-mcp MCP gateway for StackChan (xiaozhi-esp32): bridge any MCP client to a CoreS3 + servo + cam 176 Codex, OpenCode 1 770 tok
al3rez/ooda-subagents OODA Loop AI Agents - Observe, Orient, Decide, Act framework for systematic problem-solvin 176 Claude Code 4 —
wenqingyu/ralphy-openspec Ralph loop + OpenSpec integration for Cursor, OpenCode and ClaudeCode heavy lifting. 175 Claude Code, Codex, OpenCode 5 483 tok
suriyel/longtaskforagent 175 Claude Code 1 5,474 tok
robertbarclayy/conducty Stop context-switching. Start batch-planning. Conducty replaces the fragmented cycle of p 175 Claude Code 1 2,329 tok
microsoft/msagljs microsoft.github.io A JavaScript graph layout engine: port of MSAGL 175 GitHub Copilot 1 924 tok
oratis/LISA meetlisa.ai Open-source AI Personal Assistant for planning, writing and personal knowledge. Use LISA C 175 Claude Code 1 —
ston-fi/ton-rs Rust libraries for working with the TON blockchain: cells, TLB, addresses, wallets, contra 175 Claude Code, Codex, OpenCode 2 1,936 tok
pi22by7/In-Memoria Persistent Intelligence Infrastructure for AI Agents 175 GitHub Copilot 1 3,037 tok
devwhodevs/engraph Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults. 175 Claude Code 1 4,463 tok
jonradoff/lastsaas metavert.io SaaS boilerplate/starter-kit in Go+React with Stripe integration, multi-tenant support, co 175 Claude Code 1 556 tok
jongwony/epistemic-protocols Epistemic protocols for Claude Code — structure human-AI interaction quality at every deci 175 Claude Code, Codex, OpenCode 11 3,918 tok
crabbuild/compass compass.crab.build Native, local-first knowledge graph engine for code and project artifacts—inspired by Grap 175 Codex, OpenCode 1 3,115 tok
coleam00/dark-factory-experiment chat.dynamous.ai A repository that ships its own code. AI workflows triage issues, implement them, review, 175 Claude Code 3 8,238 tok
calesthio/Resonant Free, local AI music studio for Windows—generate songs, play instruments, arrange, mix, ex 175 Claude Code, Codex, OpenCode 2 258 tok
shaftoe/awesome-pi-coding-agent awesome-pi.site An auto-discovered, LLM curated directory of resources for the Pi Coding Agent ecosystem. 175 Codex, OpenCode 1 352 tok
Hunter-Thompson/stardew-mcp 175 Claude Code 1 1,305 tok
JuliusBrussee/skills 175 Claude Code, Codex, OpenCode 2 419 tok
TechDufus/oh-my-claude oh-my-claude.techdufus.com Add ultrawork to any prompt for maximum parallel execution 174 Claude Code 1 978 tok
scopecraft/command Scopecraft Command - A CLI and MCP server for Markdown-Driven Task Management (MDTM) 174 Claude Code 18 1,023 tok
unnecessary-special-projects/ghist Task management that lives in your repo 174 Claude Code, Codex, OpenCode 4 738 tok
enspirit/elo A purely functional expression language for No-Code tools 174 Claude Code 7 1,855 tok
mo-tunn/OpenGuider mo-tunn.github.io An AI companion that lives on your desktop - OpenGuider watches your screen, listens to yo 174 Codex, OpenCode 1 573 tok
integromat/make-mcp-server Make MCP Server 174 Claude Code, Codex, OpenCode 2 913 tok
tubecreate/tubecli tubecli.app ⚡ TubeCLI — The Ultimate Open Source AI Agents Ecosystem | Agents Browser · Agents Workflo 174 Codex, OpenCode 1 169 tok
ilanbenb/wa_llm llm.org.il A WhatsApp bot that can participate in group conversations, powered by AI. The bot monitor 174 Codex, OpenCode 1 628 tok
suryast/indonesia-gov-apis datarakyat.id 🇮🇩 50+ Indonesian Government APIs & Data Sources — BPS, OJK, BPJPH, BPOM, Bank Indonesia 174 Codex, OpenCode 1 592 tok
qualcomm-linux/meta-qcom OpenEmbedded/Yocto Project BSP layer for Qualcomm based platforms 174 Claude Code, Codex, OpenCode 2 2,071 tok
weihong-su/miniQMT miniQMT for Arthur 174 Claude Code, Codex, OpenCode 2 15,190 tok
olivomarco/github-copilot-token-optimization olivomarco.github.io Techniques to optimize token usage on GitHub Copilot 174 Claude Code, Codex, GitHub Copilot 12 94 tok
sorkila/lockpaw getlockpaw.com Cover your Mac's screen with a hotkey while AI agents keep running, even with the lid clos 174 Claude Code, Codex 1 21,426 tok
vaibhavarora14/job-application-agent jobappagent.com JobAppAgent: open-source AI job application agent (Agent Skill + CLI). Searches wide, matc 174 Codex, OpenCode 1 137 tok
wellwelwel/lagune lagune.ai 🪼 Lagune AI is your security copilot as you build, your Blue Team when you audit, whether 174 Claude Code 1 3,008 tok
redis/agent-skills redis.io Redis' official collection of agent skills 174 Claude Code, Codex, OpenCode 2 2,030 tok
Lomnus-ai/TokenBurner A Claude Code skill that burns tokens on demand. Stress test, inflate metrics, or just set 173 Claude Code 1 —
damiansire/web-worker-patterns damiansire.github.io An interactive platform demonstrating advanced Web Worker patterns and architectural strat 173 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,863 tok
sinberCS/switch2ai switch2ai - A JetBrains IDE plugin enabling seamless collaboration between JetBrains IDEs 173 Claude Code 1 733 tok
idaibin/rustzen-admin admin.rustzen.dev A structured monorepo for Rust full-stack admin systems, with an Axum backend, React front 173 Codex, OpenCode 1 770 tok
PsiACE/skills skills.psiace.me A small, shared skill library by builders, for builders. 173 Codex, OpenCode 1 88 tok
earlyaidopters/claudeclaw Claude Code CLI as a personal Telegram bot — voice, memory, scheduled tasks, all your skil 173 Claude Code 2 3,077 tok
makoMakoGo/fish-claude Fish's custom settings and tools about claude code, codex, oh-my-pi etc 173 Claude Code, Codex, OpenCode 2 533 tok
bitwize-ai/Logue bitwize.ai A local-first workspace for documents, tasks and meetings on macOS — nested spaces, typed 173 Claude Code 1 7,535 tok