How real projects configure their agents

43,636 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 agents7,571Claude Code6,627Data and AI3,684Backend and APIs3,492Languages3,401Planning3,221Git and workflow3,179Code review2,740Testing2,368Memory and context2,365Writing and docs2,309DevOps and cloud2,308Research2,298Frontend2,256Security2,015Productivity1,715

All Claude Code31,984 Codex23,196 OpenCode22,145 GitHub Copilot3,551 Gemini CLI1,917 Cursor1,736 Windsurf133 Kiro79

Project Stars Configures Files Always loaded
rizal72/TimeCapsule-Pi Turn your Raspberry Pi into a macOS Time Machine backup server. Replaces Apple Time Capsul 45 Codex, OpenCode 1 2,561 tok
dvdxfv/skill-writing-dna Writing DNA + AI rewriting skill workflow: a paper/document rewriting pipeline based on an 45 Claude Code, Codex, GitHub Copilot 4 10,844 tok
tanbro/uiautomator2-mcp-server A MCP (Model Context Protocol) server that provides tools for controlling and interacting 45 Claude Code, Codex, OpenCode 5 3,916 tok
bex-co/bex-security Open-source AI security scanner for Codex, Claude Code, and ACP-compatible coding agents—k 45 Claude Code, Codex, OpenCode 7 873 tok
dcc-mcp/dcc-mcp-core dcc-mcp.github.io Skill-first control plane for creative tools: shared MCP/REST runtime, gateway, CLI, marke 45 Claude Code, Codex, Gemini CLI, OpenCode 3 15,472 tok
JosephHampton/awesome-gemini-cli-subagents A curated collection of 81 production-ready subagents for Gemini CLI. Drop them into .gemi 45 Gemini CLI 1 252 tok
TelivityAI/otaip telivity.app Open Travel AI Platform — domain-specific AI agent orchestration for the travel industry 45 Claude Code 1 5,118 tok
josesiqueira/zotero-watch-folder josesiqueira.github.io Zotero 7/8/9 plugin: watch a folder and auto-import PDFs with metadata, dedup, smart rules 45 Claude Code 1 4,482 tok
dylantarre/design-system-skills Design system skills for agentic coding 45 Claude Code 1 486 tok
chyp3r/KACHOW-Teknofest-2026 chyp3r.github.io Teknofest 2026 Doğal Dil Ajanları Yarışması 1. Senaryo kapsamında geliştirilen, kamu sektö 45 Codex, OpenCode 1 2,260 tok
TAJD/projektor tajd.github.io Self hosted Wiki + Jira-style AI native issue tracker on Cloudflare Workers 45 Claude Code, Codex, OpenCode 2 7,583 tok
thevibeworks/claude-code-docs Everything Anthropic ships for builders, archived and updated 4× daily. 3,900+ files. 12 s 45 Claude Code 2 2,775 tok
oaslananka/easyeda-mcp-pro oaslananka.github.io MCP server for EasyEDA Pro: PCB inspection, BOM sourcing, manufacturing export, and AI-ass 45 Claude Code, Codex, OpenCode 5 497 tok
congwa/mobile-agent Mobile AI automated testing platform — MCP tools + AI Agent + visual control console 45 Windsurf 15
EastStarAI/sanad-agent sanad.eaststarai.com Open-source AI agent and cross-platform client for local and remote development workflows. 45 Claude Code, Codex, OpenCode 15 3,247 tok
nozomi-koborinai/terradart terradart.dev 🎯 Type-safe IaC for Dart. 45 Claude Code, Codex, OpenCode 10 8,961 tok
LEO001020/codex-loop-orchestra A control loop that turns Codex subagents into a continuously refilled engineering team—wi 45 Claude Code, Codex, OpenCode 1 2,189 tok
vertz-dev/vertz vertz.dev The Agent-native TypeScript stack 45 Claude Code 7 923 tok
ash-project/ash_events An event-architecture extension for Ash. 45 Claude Code 3 4,169 tok
N0zoM1z0/touhou-university n0zom1z0.github.io 幻想鄉立東方大學 — an unofficial Touhou Project fan university website 44 Codex, OpenCode 1 1,072 tok
aliafshar/brain A multi-agent framework built into GEMINI.md to run on the Gemini CLI 44 Gemini CLI 1 1,188 tok
AlanSong2077/Amplipost A multi-platform intelligent content marketing hub based on the Openclaw & Claude Code Mul 44 Claude Code, Codex, OpenCode 9 3,130 tok
ambroise-leclerc/MduX Medical-device manufacturer framework in C++23 — IEC 62304 Class B/C compliance modeling, 44 Claude Code, Codex, OpenCode 9 8,189 tok
0xmariowu/Autosearch autosearch.dev Open-source deep research for AI agents: 40 channels, 10+ Chinese sources. 44 Claude Code, GitHub Copilot 2 3,671 tok
ssdeanx/AgentStack AgentStack is a production-grade multi-agent framework built on Mastra, delivering 50+ ent 44 Claude Code, Codex, GitHub Copilot, OpenCode 50 34,906 tok
OptimiLabs/velocity Local-first workspace for Claude Code, Codex CLI, and Gemini CLI with sessions, analytics, 44 Claude Code 1 410 tok
bun913/mcp-testrail npmjs.com Testrail MCP Server 44 Claude Code 3 406 tok
gracefullight/stock-checker Fetches multiple tickers’ stock data, calculates key indicators, and auto-generates daily 44 Claude Code, Codex, Gemini CLI, OpenCode 7 3,936 tok
GoPlausible/algorand-mcp goplausible.com Algorand Local Model Context Protocol (Server & Client) 44 Codex, OpenCode 1 5,347 tok
mcp-agents-ai/mcp-agents-hub mcpagents.dev The open-source ecosystem for building, discovering, and deploying Model Context Protocol 44 Claude Code 1 1,236 tok
nette/claude-code ai.nette.org Official Claude Code plugins for Nette 44 Claude Code 1 871 tok
owainlewis/agent-skills My personal agent skills 44 Codex, OpenCode 1 136 tok
wuzf/claude-channels-patch Cross-platform patcher for enabling Claude Code --channels support on official binaries an 44 Claude Code 1 482 tok
genmcp/gen-mcp genmcp.github.io 44 Codex, OpenCode 1 593 tok
NaniDAO/agentek An extensible TypeScript toolkit that simplifies complex EVM blockchain interactions into 44 Claude Code 1 458 tok
pnizer/wweb-mcp WhatsApp Web MCP Server 44 Claude Code 1 1,221 tok
A3RDLab/LLM-dev-demo Hands-on examples for LLM application development, including agents, RAG, MCP, structured 44 Codex, OpenCode 1 1,682 tok
VARA4u-tech/Vara-s--Portfolio vara-s-portfolio.vercel.app "🤍✨Vara's Portfolio-A modern, high-performance portfolio website built with React, TypeSc 44 Claude Code 1 2,254 tok
geval-labs/geval geval.io Decision orchestration and reconciliation for AI changes. 44 GitHub Copilot 1 846 tok
jordanhubbard/ai-code-reviewer Universal AI-powered code reviewer using vLLM and/or Ollama provided local LLMs. Works wit 44 Codex, OpenCode 1 1,213 tok
huangwb8/m2w pypi.org Automatically upload and update local markdown to WordPress via Python 44 Claude Code, Codex, OpenCode 2 3,340 tok
aiagentflow/aiagentflow aiagentflow.dev A local-first, CLI-driven multi-agent AI software engineering workflow orchestrator with f 44 Claude Code 2
krazyjakee/AGENTS.db AGENTS.db is AGENTS.md on steroids. A file format and toolkit for deterministic context. 44 Claude Code, Codex, Gemini CLI, OpenCode 3 705 tok
cafferychen777/ChatSpatial docs.cafferyang.com MCP server for spatial transcriptomics analysis through natural language interfaces. 44 Claude Code 9
mutonby/pleng pleng.dev Your AI Platform Engineer. Self-hosted cloud built for AI agents — deploy, monitor, and op 44 Claude Code 1 297 tok
AgusRdz/chop getchop.run CLI output compressor for Claude Code. Reduces token consumption by 50–90% by compressing 44 Claude Code 1 129 tok
ArtBlocks/artbot discord.gg The Discord bot for ArtBlocks. 44 Claude Code, Codex, OpenCode 2 2,650 tok
simm-is/repl-mcp Model Context Protocol Clojure support including REPL integration with development tools. 44 Claude Code 1 2,355 tok
Gixsy95/abap_wiki Agent-driven SAP/ABAP knowledge base engine that turns S/4HANA custom objects into citable 44 Claude Code, Codex, OpenCode 22 6,564 tok
mj-meyer/choo-choo-ralph A Claude Code plugin that adds structured, customizable workflow formulas to the Ralph loo 44 Claude Code, Codex 1