How real projects configure their agents

22,036 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 agents7,510Claude Code6,601Data and AI3,691Backend and APIs3,489Languages3,402Planning3,208Git and workflow3,142Code review2,734Memory and context2,361Testing2,349DevOps and cloud2,296Research2,292Writing and docs2,291Frontend2,248Security2,004Productivity1,708

All Claude Code32,107 Codex23,261 OpenCode22,036 GitHub Copilot3,542 Gemini CLI1,912 Cursor1,737 Windsurf119 Kiro77

Project Stars Configures Files Always loaded
ChatLunaLab/chatluna chatluna.chat Multi-platform model integration, extensibility, multiple output formats, and LLM chat ser 438 Codex, OpenCode 1 4,001 tok
ldclabs/anda anda.ai 🤖 An AI agent framework built with Rust. 438 Codex, OpenCode 1 1,786 tok
vercel-labs/marketing-team-eve-template vercel.com Team of marketing agents built on eve. 437 Claude Code, Codex, OpenCode 2 5,436 tok
Dicklesworthstone/cass_memory_system Procedural memory for AI coding agents: transforms scattered session history into persiste 437 Codex, OpenCode 1 8,655 tok
ChenChenyaqi/learn-anything Learn Anything is an AI-powered recursive learning system — Socratic deep-dives and TDD-st 437 Claude Code, Codex, OpenCode 2 1,052 tok
chenxiachan/thoughtdag chenxiachan.github.io Your thinking deserves a map: an infinite canvas where LLM conversations grow into an edit 437 Claude Code, Codex, OpenCode 2 585 tok
oracle/mcp Repository containing MCP (Model Context Protocol) servers that provides a suite of tools 436 Codex, OpenCode 1 1,557 tok
Nexus-Router/nexus nexusrouter.com Govern & Secure your AI 435 Claude Code, Codex, OpenCode 7 5,596 tok
ratel-ai/ratel ratel.sh Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory 435 Claude Code, Codex, OpenCode 2 1,018 tok
geekjourneyx/hyperframes-motion-director Agent Skill for Chinese-first HyperFrames motion-video production from articles, products, 435 Codex, OpenCode 1 950 tok
boshu2/agentops 12factoragentops.com The operations layer for agentic engineering — portable skills and contracts connecting in 435 Claude Code, Codex, OpenCode 2 3,061 tok
alisaitteke/photoshop-mcp photoshop-mcp.com MCP server for Adobe Photoshop — 118 tools, recipe workflows, generative AI, standalone we 435 Codex, OpenCode 1 1,271 tok
dayinji/sen-3d-resume about.senbuzy.com 434 Claude Code, Codex, OpenCode 2 1,966 tok
dcSpark/shinkai-local-ai-agents shinkai.com Shinkai is a two click install App that allows you to create Local AI agents in 5 minutes 433 Codex, Cursor, OpenCode 2 670 tok
cnighswonger/claude-code-cache-fix Fixes prompt cache regression in Claude Code that causes up to 20x cost increase on resume 432 Claude Code, Codex, OpenCode 2 7,559 tok
microsoft/conductor A CLI tool for defining and running multi-agent workflows with the GitHub Copilot SDK and 432 Claude Code, Codex, OpenCode 2 46,444 tok
kenn-io/kata katatracker.com Local-first issue tracking for AI-assisted software work, with an agent-friendly CLI and h 432 Claude Code, Codex, OpenCode 4 4,813 tok
chandra447/pi-hermes-memory Hermes-style persistent memory and learning loop for Pi coding agent 432 Claude Code, Codex, OpenCode 2 870 tok
Prysai/Prysai-LLM-Playbook docs.prysai.com An evidence-led, eight-locale LLM playbook: a transferable core, the Codex flagship track, 432 Codex, OpenCode 1 847 tok
anzellai/sky Sky — an Elm-inspired language that compiles to Go. Hindley-Milner types, server-driven UI 431 Claude Code, Codex, OpenCode 2 21,880 tok
MotherofallVPNs/MoaV moav.sh Mother of all VPNs 431 Claude Code, Codex, OpenCode 2 2,658 tok
Ancienttwo/repo-harness repoharness.com File-backed workflow harness for reliable Claude Code and Codex sessions. 431 Claude Code, Codex, OpenCode 2 6,510 tok
micro/mu A runtime for agents and services 431 Claude Code, Codex, OpenCode 2 7,025 tok
frenzymath/Danus Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory 431 Claude Code, Codex, OpenCode 5 2,595 tok
openbkn-ai/bkn-foundry BKN Foundry is the Ontology back-end foundation of OpenBKN. It transforms ontology-driven 431 Codex, OpenCode 1 984 tok
LnYo-Cly/ai4j lnyo-cly.github.io Java 8+ agentic SDK: unified LLM access (OpenAI/Anthropic/DashScope/Doubao/DeepSeek...), T 430 Claude Code, Codex, OpenCode 2 3,507 tok
openai/GABRIEL An official OpenAI toolkit for social scientists and data scientists to measure quantitati 430 Codex, OpenCode 1 3,731 tok
arcanite24/gb-recompiled Static recompiler for Game Boy and Game Boy Color ROMs that emits portable C projects with 430 Codex, OpenCode 1 2,762 tok
appautomaton/latex-arxiv-SKILL appautomaton.com A highly customizable agentic harness for arXiv-ready ML/AI review papers (and beyond). It 430 Codex, OpenCode 5 472 tok
ownpilot/OwnPilot ownpilot.dev Privacy-first personal AI assistant platform with autonomous agents, tool orchestration, a 429 Claude Code, Codex, GitHub Copilot, Cursor, Gemini CLI, OpenCode, Windsurf 10 9,916 tok
AFK-surf/OpenBridge openbridge.bridge.surf A free, safe and open agent for everything. Alternative to Claude Cowork & Codex. Open Bri 429 Claude Code, Codex, OpenCode 2 1,166 tok
atomicstrata/atomicmemory docs.atomicstrata.ai Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, M 428 Claude Code, Codex, Gemini CLI, OpenCode 3 2,392 tok
OnlyTerp/UltraCode-Shim Give Claude Code's ultracode mode to ANY model you already pay for. A tiny local proxy + o 428 Codex, OpenCode 1 2,489 tok
YoanWai/agent-manager agent-manager.dev The fastest workflow for every AI coding agent. Live status, quick prompts, worktrees, and 428 Codex, OpenCode 1 1,290 tok
gentoo-zh/overlay gentoozh.org Overlay for Gentoo Users. 427 Codex, OpenCode 1 8,169 tok
jasonjgardner/blockbench-mcp-plugin jasonjgardner.github.io Adds MCP server to Blockbench 427 Claude Code, Codex, GitHub Copilot, OpenCode 11 2,984 tok
wbailey/command_line_reporter A gem for making it easy to produce a report while a ruby script is executing 426 Codex, OpenCode 1 480 tok
Jia-Ethan/grok-keysmith Preview-first Grok Build instruction deployment with compat and hook isolation, durable re 426 Codex, OpenCode 1 822 tok
angiejones/mcp-selenium An MCP implementation for Selenium WebDriver 426 Codex, OpenCode 1 948 tok
code-yeongyu/senpi pi had nothing (nothing), so I made something (something) — sorry mariozechner-senpai, I w 425 Claude Code, Codex, OpenCode 5 4,555 tok
QingquanYao/xilinx-skill Xilinx/AMD FPGA & MPSoC Vivado design skill for Claude — covers block design, IP config, X 425 Codex, OpenCode 1 656 tok
seo-skills/seo-audit-skill seomator.com A comprehensive SEO audit command-line tool with 332 audit rules across 20 categories. Ana 425 Codex, OpenCode 1 1,702 tok
halofyai/halofy halofy.ai Halofy is the open access and governance layer for AI agents across your organization. Ide 424 Codex, OpenCode 1 1,533 tok
Prof-Harita/terminaI terminai.org Open-source, local-first alternative to Cowork-style computer assistants: real PTY termina 424 Codex, Gemini CLI, OpenCode 9 8,528 tok
Noelo-Lab/kuna kuna.noelo.org An agent-first decompiler designed to be refined by other agents. Kuna is written in Rust 424 Claude Code, Codex, OpenCode 2 8 tok
OasAIStudio/symphony-ts Typecript version of https://github.com/openai/symphony 423 Codex, OpenCode 1 899 tok
MeroZemory/ida-multi-mcp Multi-instance IDA Pro MCP server — analyze multiple binaries simultaneously through a sin 422 Codex, OpenCode 1 183 tok
professorpalmer/Puppetmaster Provider-neutral control plane for durable-state agent swarms: subprocess workers, leases, 422 Codex, OpenCode 1 4,607 tok
LimHyungTae/awesome-claudecode-paper-proofreading Claude Code-driven research paper proofreading prompt 421 Codex, OpenCode 1 1,274 tok
stephenleo/cship cship.dev ⚡ A beautiful, fully customizable statusline for Claude Code - Starship-style TOML config, 421 Claude Code, Codex, OpenCode 2 433 tok