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
automators-com/flowproof automators.ai Open-source E2E testing an AI agent records for you. Plain-language tests, recorded once o 6 Claude Code, Codex 2 1,426 tok
honeycomb-Technologies/Mitsuro Mitsuro is a self-hosted AI workspace for coding, research, and durable agent work. 6 Claude Code, Codex, Cursor, OpenCode 9 6,399 tok
tylerjrbuell/reactive-agents A custom reactive AI Agent framework that allows for creating flexible reactive agents to 6 Codex, OpenCode 1 6,277 tok
vb-nattamai/agent-ready AgentReady — Transform any legacy repo into an AI-agent-ready codebase. Generates agent-co 6 Claude Code, Codex, OpenCode 2 5,630 tok
bigduu/Zenith Bodhi — a local-first AI agent workbench in Rust: desktop app, Bamboo runtime, Jiandu shar 6 Claude Code, Codex, OpenCode 2 3,479 tok
slhaf/AgenticGPT Linux local execution agent and Rust Hub for controlled ChatGPT Actions and Apps MCP acces 6 Codex, OpenCode 1 2,152 tok
Dicklesworthstone/franken_snowflake Clean-room, Rust-first, Asupersync-native Snowflake SQL API connector for coding agents: d 6 Codex, OpenCode 1 3,681 tok
q1ngn1ng-web/kb-rag Personal knowledge base engine: PDF/Word/EPUB → LLM entity relationship graph + hybrid ret 6 Claude Code, Codex, OpenCode 11 1,225 tok
MARUCIE/authbox Your keys. Your identity. Unstoppable. -- Seed-phrase password manager with AI agent gatew 6 Claude Code, Codex, Gemini CLI, OpenCode 3 45,287 tok
Ducksss/LifeHack-2026 visa-woven.vercel.app Woven — an MCP commerce app for ChatGPT and Codex that builds compatible, in-stock carts a 6 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,009 tok
polydera/lunar lunar.polydera.com Browser-based geometry processing. AI-controllable via MCP. Powered by trueform. 6 Codex, OpenCode 1 5,767 tok
HosungYou/LongTable Research control plane for AI-assisted scholarship: durable human checkpoints, lawful evid 6 Codex, OpenCode 1 659 tok
HERRY423/CellTypePilot Agent-native, local-first plugin for auditable single-cell annotation with governed eviden 6 Codex, OpenCode 1 4,451 tok
egarcia74/warp-sql-server-mcp egarcia74.github.io 🗄️ Model Context Protocol (MCP) server for SQL Server integration with Warp terminal. Exe 6 Codex, GitHub Copilot, OpenCode 3 1,702 tok
pwrdrvr/PwrSnap pwrsnap.com Screenshots and recording for macOS and Windows. Snap, annotate, blur, ship. Optional AI r 6 Claude Code, Codex 5 3 tok
JiuTian-dev/SupplyChainCortex An AI Agent that analyzes your supply chain.Ask questions. Agent analyzes data across inve 6 Claude Code, Codex, OpenCode 41 2,191 tok
koul777/NCScope NCS-based job posting analysis and interview question generation system 6 Claude Code, Codex, OpenCode 4 1,028 tok
VitalyChashin/vais-runtime Open-source runtime for AI agents and multi-agent graphs — durable, declarative, self host 6 Codex, OpenCode 1 4,915 tok
Prasad1612/NseKit-MCP NseKit-MCP server that exposes 100+ tools for accessing live and historical data from the 6 Claude Code, Codex 2 —
Agent-Hellboy/mcp-runtime A manager,registry,broker, and infrastructure to manage , deploy, govern, and use MCP serv 6 Claude Code, Codex, OpenCode 4 2,716 tok
altendky/hamster-mcp Full AI debugging and maintenance access to your Home Assistant via MCP 6 Codex, OpenCode 1 636 tok
tddh/clum Secure infrastructure for AI agents operating Linux hosts — persistent terminal sessions p 6 Codex, OpenCode 1 1,018 tok
clash-art/clash clash.art Where agents co-create, humans are welcome too. 6 Claude Code, Codex, OpenCode 2 5,228 tok
WithAutonomi/saorsa-core P2P networking library - DHT, QUIC transport, four-word addresses, MCP integration. (Rust) 6 Claude Code, Codex, Cursor, OpenCode 10 3,139 tok
sergiorbk/petri-net-sim An editor, a simulator, and a natural-language generator for Petri nets and Petri-object m 6 Claude Code, Codex, OpenCode 6 1,637 tok
dhasap/nft-mint-agent ⚡ Competitive multi-wallet NFT auto-minting agent for OpenSea/SeaDrop & direct contracts — 6 Codex, OpenCode 1 657 tok
GauranshMathur/ARR_MCP An MCP server for your *Arr stack for you to be able to communicate, find out information 6 Claude Code, Codex, OpenCode 2 3,111 tok
leestott/generative-ui-foundry-hosted-agents Generative UI for AI agents on Microsoft Foundry: a .NET 10 Agent Framework agent over AG- 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,426 tok
nette/mcp-inspector ai.nette.org Nette application inspector via MCP protocol 6 Codex, OpenCode 1 1,952 tok
cesarfrancots/Xolotl-Code Desktop AI coding-agent platform (Tauri + Rust) for racing, evaluating & orchestrating LLM 6 Claude Code, Codex, OpenCode 2 2,191 tok
ahmadrrrtx/xr xr-gules.vercel.app XR — the secure, self-hosted AI agent. BYOK · local-first · spend-capped · tamper-evident. 6 Codex, OpenCode 1 1,063 tok
boldare/mcp-farmer A CLI tool for scaffolding, testing, extending and analyzing MCP (Model Context Protocol) 6 Codex, OpenCode 1 617 tok
kai-linux/agent-os Autonomous agent OS: multi-agent system that turns GitHub issues into shipped PRs — task r 6 Claude Code, Codex, OpenCode 2 160 tok
avvocati-e-mac/AnonyMCP Server MCP locale che pseudonimizza documenti legali italiani prima di esporli a un LLM (p 6 Claude Code, Codex, OpenCode 4 6,194 tok
teamclawai/teamclaw Multiple AI agents working together in simple, collaborative chat workspace by Typescript. 6 Codex, OpenCode 1 1,863 tok
huvaxstra/AGNT huvaxstra.github.io Agent Lifecycle Framework: Documentation as executable infrastructure for birthing and evo 6 Claude Code, Codex, Cursor, OpenCode 3 1,209 tok
rizvee/multimodel-dev-os rizvee.github.io Portable, validation-first workspace and localhost gateway foundation for governed multi-a 6 Codex, OpenCode 1 602 tok
dsnger/dev-workflow-kit Claude Code plugin: spec-driven agentic coding with cross-model review gates (Claude build 6 Claude Code, Codex, OpenCode 4 12,642 tok
retflo/retflo retflo.org Find out if you're right. Structured argumentation protocol for agents, researchers, educa 6 Codex, OpenCode 1 3,723 tok
meiiie/wiii wiii.holilihu.online Wiii is an open-source durable AI workbench for conversations, local and cloud agents, fil 6 Claude Code, Codex, OpenCode 11 2,681 tok
WhiteBite/opencode-dejavu npmjs.com OpenCode plugin: cross-session memory for recurring tool-call failures. Detects repeating 6 Codex, OpenCode 1 4,679 tok
afollestad/alveary alveary.af.codes 🐝 A native AI agent orchestration app for macOS. 6 Claude Code, Codex, OpenCode 4 2,329 tok
OneHillAI/ASDD onehillai.github.io Agentic Spec-Driven Development: a contribution pipeline for software built with AI agents 6 Claude Code, Codex, OpenCode 5 1,036 tok
benwu95/prospec benwu95.github.io A shared, resumable AI development workflow backed by project-local specs, rules, and chan 6 Claude Code, Codex, OpenCode 21 4,077 tok
AIAydin/Artemis Artemis: a local-first visual canvas for running Claude Code, Codex, Gemini, and OpenCode 6 Codex, OpenCode 1 326 tok
docushell/ethos docushell.com Open-source verifier for document citations, source evidence, RAG, and agents, with built- 6 Codex, OpenCode 1 295 tok
All-The-Vibes/ATV-Phoenix Intent in, outcome out. A self-healing, self-learning/hill climbing harness that drives co 6 Claude Code, Codex, GitHub Copilot, OpenCode 4 2,741 tok
BioSymphony/cryocore Cryo-EM workflows for maps, models, figures, state comparison, and local or cloud compute 6 Codex, OpenCode 1 945 tok
Naoray/scribe usescribe.dev Local skill manager for AI coding agents. One SKILL.md, projected across Claude Code, Curs 6 Claude Code, Codex, OpenCode 2 2,229 tok
j-i-l/contAIn Container based opencode setup for strict agent isolation 6 Codex, OpenCode 1 1,686 tok