How real projects configure their agents

43,579 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 agents7,541Claude Code6,614Data and AI3,687Backend and APIs3,492Languages3,397Planning3,211Git and workflow3,159Code review2,735Memory and context2,362Testing2,357DevOps and cloud2,306Writing and docs2,299Research2,296Frontend2,252Security2,009Productivity1,710

All Claude Code32,137 Codex23,307 OpenCode22,079 GitHub Copilot3,547 Gemini CLI1,916 Cursor1,738 Windsurf121 Kiro77

Project Stars Configures Files Always loaded
Azure/gpt-rag-ingestion The GPT-RAG Data Ingestion service automates processing of diverse documents—PDFs, images, 188 Claude Code, Codex, GitHub Copilot, OpenCode 19 3,887 tok
Hessesian/kmp-lsp Fast, low-memory LSP server for Kotlin and Java, written in Rust 188 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,045 tok
liyupi/openclaw-guide clawfather.cn Open-source OpenClaw Chinese documentation site and guide, supporting installation and dep 187 Codex, OpenCode 1 589 tok
toolsdk-ai/toolsdk-mcp-registry toolsdk.ai MCPSDK.dev(ToolSDK.ai)'s Awesome MCP Servers and Packages Registry and Database with Struc 187 Codex, OpenCode 1 204 tok
tdi/awesome-private-ai Curated list of tools, frameworks, and resources for running, building, and deploying AI p 187 Claude Code 1 493 tok
StarRocks/mcp-server-starrocks StarRocks MCP (Model Context Protocol) Server 187 Claude Code 1 907 tok
jeeftor/audiobook-organizer Organize and rename audiobook libraries for Audiobookshelf using metadata.json, EPUB, MP3, 187 Codex, OpenCode 18 3,189 tok
minipuft/claude-prompts-mcp MCP server for reusable prompt templates, multi-step workflow chains, and quality gates. C 187 Claude Code, Codex, OpenCode 2 13,685 tok
verseles/codewalk A native (really fast!!) cross-platform client for OpenCode 187 Codex, OpenCode 1 1,518 tok
peltmonger/stardrive astro-stardrive.com The Astro boilerplate to create super stable and fast websites in the AI age 187 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 5 3,374 tok
40RTY-ai/shopify-admin-skills skills.40rty.ai Community-maintained AI agent skills for operating Shopify stores — workflows, optimizatio 187 Claude Code 1 816 tok
panaversity/ksor ksor.panaversity.org KSoR (Knowledge System of Record) is an open-source SDK for building governed, authoritati 187 Claude Code, Codex, OpenCode 8 29,017 tok
dynatrace-oss/dtctl dynatrace-oss.github.io CLI for managing Dynatrace platform resources - built for humans and AI agents alike 187 Claude Code, Codex, OpenCode 4 6,751 tok
sylverb/game-and-watch-retro-go-sd 187 Claude Code 1 2,946 tok
clojurewasm/ClojureWasm A JVM-free Clojure runtime in Zig — call WebAssembly from Clojure to use libraries written 187 Claude Code 8
alexei-led/cloud-mcp-server A lightweight service that enables AI assistants to execute AWS CLI commands (in safe cont 186 Claude Code 1 1,114 tok
permit0-ai/permit0 permit0.com Stop AI agents from doing things they shouldn't. The action authorization layer — pre-exec 186 Claude Code 10 1,759 tok
VerisimilitudeX/DNAnalyzer Precision genomics for everyone, everywhere. Powered by private AI. 186 Codex, OpenCode 1 1,306 tok
databricks-industry-solutions/security-analysis-tool databricks-industry-solutions.github.io Security Analysis Tool (SAT) analyzes customer's Databricks account and workspace security 186 Claude Code, Codex, OpenCode 3 8,442 tok
thalysjuvenal/advpl-specialist thalysjuvenal.github.io Plugin para Claude Code especializado em ADVPL e TLPP para desenvolvimento TOTVS Protheus 186 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 17 2,354 tok
nerdai/llm-agents-from-scratch masfromscratch.com Build LLM agents and multi-agent systems from scratch, with MCP, Skills, and A2A 186 Claude Code 3 921 tok
phil65/agentpool phil65.github.io A unified agent orchestration hub that lets you configure and manage multiple AI agents (n 186 Claude Code, Codex, GitHub Copilot, OpenCode 6 3,723 tok
Luligu/matterbridge-hass Matterbridge Home Assistant plugin 186 Claude Code, Codex, GitHub Copilot, OpenCode 4 1,410 tok
Cesarjoquin/Marketing-Skills AI agent Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, 186 Claude Code, Codex, OpenCode 2 2,165 tok
harikrishna8121999/antigravity-workflows npmjs.com Community-driven workflows for Antigravity AI. Like Claude Skills - reusable prompts and a 186 Codex, OpenCode 1 748 tok
Yourdaylight/stock_datasource Builds a local financial database based on tushare. An AI-native multi-Agent financial ana 186 Codex, OpenCode 1 143 tok
cpt13-g/clarify-research-idea Turn vague research directions into falsifiable, evidence-grounded Research Idea Briefs wi 186 Codex 1
akamai/patchdiff-ai 185 Claude Code 1 2,258 tok
jgraph/drawio-tools Various tools for draw.io 185 Claude Code 1 1,838 tok
w7panel/w7panel web UI for Kubernetes clusters 185 Codex, OpenCode 21 10,548 tok
kawayiYokami/astrbot_plugin_angel_memory Gives AstrBot true memory capabilities, enabling AI not only to remember but also to think 185 Codex, OpenCode 1 3,896 tok
yuanzui0728/Enclave enclaveai.top Your own AI-powered virtual world. AI companionship. AI socializing. 185 Codex, OpenCode 1 16,442 tok
mehd-io/dotfiles My dotfiles - including aerospace/sketchybar setup 185 Codex, OpenCode 1 730 tok
zhaoliangbin42/AI-MarkDone chromewebstore.google.com ChatGPT directory navigation, Reader source copy, Dynamic Annotation, bookmarks, PNG expor 185 Claude Code, Codex, GitHub Copilot, OpenCode 3 2,688 tok
Shiyao-Huang/awesome-agent-evolution agent-evolution.com Open survey and evidence map for AI agent evolution, self-evolving agents, memory, skills, 185 Claude Code, Codex, OpenCode 2 10,532 tok
Sergei-thinker/vpn-setup Multi-layer VPN (VLESS Reality + Yandex Cloud Relay + WebRTC) for bypassing Russian intern 185 Claude Code 5 2,498 tok
TheSyart/emperor-agent Local Emperor-style AI agent with Vue WebUI, multi-provider LLMs, streaming chat, tools, s 185 Codex, OpenCode 1 2,670 tok
floflo777/open-crypto-puzzles Unsolved crypto puzzles worth ~10 BTC, ~12 ETH and ~1,900 AR still on-chain: escrow addres 185 Codex, OpenCode 1 1,175 tok
Mahdi-mortazavi/relay mahdi-mortazavi.github.io 📱 Share your phone's internet with your PC — Android → Windows reverse tethering over an 185 Claude Code 2 712 tok
terryso/claude-code-playwright-mcp-test terryso.github.io A YAML-based Playwright MCP automation testing framework designed for Claude Code 185 Claude Code 6 1,719 tok
sourcey/startup-credits sourcey.com The open collection of startup credits, offers and programs. Canonical YAML for evidence-b 185 Codex, OpenCode 1 465 tok
ejboy/agent-scripts Token-efficient, local-first CLI tools for coding agents - compact Maven, npm/Node, and Go 185 Codex, OpenCode 1 222 tok
PromptPartner/agentsmith promptpartner.ai Universal, model-agnostic operating harness for AI agents (Claude, Codex, Gemini, …) — a l 184 Codex, OpenCode 1 8,492 tok
teabranch/open-responses-server open-responses-server.teabranch.dev Wraps any OpenAI API interface as Responses with MCPs support so it supports Codex. Adding 184 Claude Code 3 1,233 tok
tjakoen/grain tjakoen.github.io GRAIN — an AI-interaction design system where every surface is operable by both human and 184 Claude Code, Codex, OpenCode 4 1,250 tok
realtime-ai/realtime-ai A real-time Agent framework for audio and video. 184 Claude Code 1 1,317 tok
freema/openclaw-mcp tomasgrasl.cz 🦞 MCP server for OpenClaw - secure bridge between Claude.ai and your self-hosted OpenClaw 184 Claude Code 1 1,001 tok
yyyzl/push-2-talk PushToTalk is a high-performance desktop voice input tool. More than just speech-to-text, 184 Claude Code, Codex, OpenCode 2 11,391 tok
ykdojo/safeclaw The easiest way to run multiple Claude Code sessions, each in its own container, with a da 184 Claude Code 1 865 tok
adeze/raindrop-mcp Raindrop MCP Server 184 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 15 4,145 tok