How real projects configure their agents

24,785 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
jiadizhunine/deepPPT Lightweight agent framework for research PowerPoint generation, editable PPTX delivery, an 29 Codex, OpenCode 1 1,300 tok
raintree-technology/docpull raintree.technology Local-first Python CLI and MCP server for versioned, cited context from web and document s 29 Codex, OpenCode 1 159 tok
igmarin/rails-agent-skills 28 Rails-specific skills + 9 workflow templates for agentic development. 29 Claude Code, Codex, Gemini CLI, OpenCode 3 236 tok
nirholas/ethereum-wallet-toolkit ethereum-wallet-toolkit.modelcontextprotocol.name Python toolkit for Ethereum wallets: CLI tools + Model Context Protocol (MCP) servers for 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 791 tok
kaael1/mcp-power-automate Local Power Automate MCP server, browser extension, and installable Codex skill. 29 Codex, OpenCode 1 496 tok
Rubiss-Projects/spec-kit-ralph A ralph extension for spec-kit 29 Codex, OpenCode 1 49 tok
starmynd-org/infinite-brain-harness 29 Claude Code, Codex, OpenCode 9 3,454 tok
tumf/conflux dev.to 🚀 Spec-driven parallel coding orchestrator for AI agents | Automates OpenSpec changes wit 29 Claude Code, Codex, OpenCode 11 7,649 tok
Krv-Labs/topos docs.krv.ai Structural code quality metrics for agent-written programs. 29 Claude Code, Codex, OpenCode 2 405 tok
IceWhaleTech/ZimaOS-Blue ZimaOS Blue - A Local-First Agent Runtime for Bold Builders. Out-of-the-Box, Open-Source, 29 Claude Code, Codex, OpenCode 3 1,834 tok
marcosmarf27/tecjustica-sigilo Anonimizador desktop de PII para textos jurídicos brasileiros (Electron + Presidio + BERT 29 Claude Code, Codex, OpenCode 2 20,149 tok
bensyverson/jobs An agent-first CLI-based hierarchical task manager backed by SQLite 29 Claude Code, Codex, OpenCode 2 4,907 tok
Goldppx/RockDLL DLL injector for the world of Kingdom of Locke; compatible with ReShade 29 Codex, OpenCode 1 1,116 tok
Lukie-81/RepoRelay lukie-81.github.io Secure MCP access to local repositories — without shell, Git, or arbitrary writes. 29 Codex, OpenCode 1 384 tok
wavever/Clipth clipth.app An elegant and powerful clipboard manager designed specifically for macOS. A beautifully d 29 Codex, OpenCode 1 2,683 tok
limsangjin12/app-templates App development monorepo template 29 Claude Code, Codex, OpenCode 6 1,941 tok
flieber-inc/devcake DevCake — your Personal Software Factory 29 Codex, OpenCode 1 4,061 tok
amit-nayar/android-adb-skill AI coding agent skills for Android device automation via ADB — screenshots, UI inspection, 29 Codex, GitHub Copilot, OpenCode 2 406 tok
SVappsLAB/iRacingTelemetrySDK svappslab.com An iRacing SDK for C# .NET. Offers easy access to real-time telemetry data from iRacing f 29 Claude Code, Codex, OpenCode 2 765 tok
syahiidkamil/vibe-ai-partner-entity An AI partner with true active memory. She keeps a diary in her own voice, digests her day 29 Claude Code, Codex, OpenCode 42 2,485 tok
galyarderlabs/galyarder-framework galyarderlabs.github.io Skills, commands, and integrations for AI coding agents. 29 Claude Code, Codex, Gemini CLI, OpenCode 3 2,380 tok
evylegzhanin/test-second-brain 29 Codex, OpenCode 1 1,837 tok
NickZaitsev/ru-normalizr pypi.org ru-normalizr — the best Russian text normalizer without LLMs. Converts numbers, dates, tim 29 Codex, OpenCode 1 1,649 tok
Kahtaf/OpenCandle opencandle.app AI-powered financial analysis agent: real-time market data, multi-analyst workflows, and p 29 Claude Code, Codex, OpenCode 13 1,590 tok
cmyyx/cep end.canmoe.com Endfield Planner—a toolkit for Arknights: Endfield, supporting module planning, character 29 Claude Code, Codex, OpenCode 2 4,556 tok
savethepolarbears/jules-mcp-server Production-ready Model Context Protocol (MCP) server for Google Jules API. Enables autonom 29 Claude Code, Codex, Gemini CLI, OpenCode 3 1,176 tok
Lzh-xbccz/hermes-finance A multi-market financial analysis framework for AI Agents: MCP + Skills dual entry points, 29 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,649 tok
zensation-ai/zenbrain zensation.ai Agent memory for LLM agents: 7 neuroscience-inspired layers (working, episodic, semantic, 29 Codex, OpenCode 1 1,300 tok
navels/neal A plan-driven, multi-agent coding loop: separate planner, coder, and reviewer roles, each 29 Claude Code, Codex, OpenCode 2 997 tok
twaldin/harness Unified Python interface for invoking AI coding-agent CLIs (claude-code, opencode, codex, 29 Claude Code, Codex, OpenCode 2 2,120 tok
daidaiJ/websearch-mcpserver A lightweight self-hosted personal AI web search solution supporting baidu/tavily/exa APIs 29 Codex, OpenCode 1 12,647 tok
brcampidelli/chimera-agent Open-source AI agent that reasons by blending many AI models, does real work on its own, a 29 Codex, OpenCode 1 1,103 tok
timothywarner-org/az104-cert-buddy techtrainertim.com AI-powered AZ-104 certification study buddy built on GitHub Copilot agents. Generates exam 29 Claude Code, Codex, GitHub Copilot 6 2,266 tok
koltyakov/browser-bridge 🤖 Browser Bridge for Agentic AI Development - browser extension, MCP, and skilled CLI 29 Codex, OpenCode 1 4,303 tok
burin-labs/harn harnlang.com Harn is a programming language and runtime for building AI agents. 29 Claude Code, Codex, OpenCode 13 4,497 tok
dennisadriaans/openrun getopenrun.dev Schedule Claude Code, Codex, Grok and Gemini like cron jobs — on your machine, with no API 29 Claude Code, Codex, GitHub Copilot, OpenCode 4 10,087 tok
daloyjs/daloy daloyjs.dev The first TypeScript REST API framework built for secure AI-assisted services. DaloyJS com 29 Codex, GitHub Copilot, OpenCode 2 4,865 tok
seite-sh/seite seite.sh AI-native static site generator — MCP server, Claude Code integration, sub-second Rust bui 29 Claude Code, Codex, OpenCode 3 8,855 tok
MiguelTVMS/tplink-omada-mcp hub.docker.com MCP server for TP-Link Omada Controller. Use your prefered AI agent to see all the informa 29 Claude Code, Codex, GitHub Copilot, OpenCode 4 4,435 tok
ArchSightLabs/archsight-aios Skills, workflows, and multi-agent toolkit for knowledge workers and AI R&D teams in the c 29 Claude Code, Codex, Gemini CLI, OpenCode 3 757 tok
3x-haust/Mimikyu A skill for faithfully implementing Figma designs 29 Claude Code, Codex, OpenCode 3 7,964 tok
akopichin/afm A control plane for AI workflows that need to finish. 29 Claude Code, Codex, OpenCode 3 2,121 tok
kostey/khms-memory Know-how management system - memory for agents 29 Claude Code, Codex, OpenCode 1 4,492 tok
benchristian88/atlas-dns Atlas DNS Controller 29 Codex, OpenCode 1 873 tok
chrisgliddon/bevy-skills Unofficial open source AI skills for Bevy, inspired by PixiJS Skills. These skills teach A 29 Claude Code, Codex, GitHub Copilot, OpenCode 3 3,078 tok
BBBEANNN/limbusZhCN Unofficial Android Chinese localization companion for Limbus Company, based on a VirtualAp 29 Codex, OpenCode 1 5,340 tok
lootlog/monorepo lootlog.pl Repository for Margonem MMORPG game addon. 29 Claude Code, Codex, OpenCode 22 4,188 tok
AnthonyAlcaraz/agentic-graph-rag-skills oreilly.com Companion repo for Agentic Graph RAG (O'Reilly, Anthony Alcaraz & Sam Julien) — 50 runnabl 29 Codex, OpenCode 1 1,137 tok
Weixi779/WICompress ImageIO-based Swift image compression with hard byte limits, metadata stripping, JPEG/PNG/ 29 Claude Code, Codex, OpenCode 2 1,341 tok
themoment-team/datagsm-server Gwangju Software Meister High School OpenAPI & OAuth platform 29 Claude Code, Codex, GitHub Copilot, OpenCode 24 2,606 tok