How real projects configure their agents

44,996 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 agents8,544Claude Code6,892Git and workflow3,622Data and AI3,580Backend and APIs3,558Languages3,492Planning3,321Code review2,907Testing2,690DevOps and cloud2,489Writing and docs2,484Memory and context2,374Research2,321Frontend2,311Security2,178Project management1,971

All Claude Code32,539 Codex24,879 OpenCode23,799 GitHub Copilot3,723 Gemini CLI2,040 Cursor1,772 Windsurf202 Kiro116

Project Stars Configures Files Always loaded
arezous/pm-pilot AI copilot for product managers. Built for Claude Code and Cursor. 20 Claude Code, Codex, OpenCode 2 2,216 tok
mshahiddigital/agentic-local-seo-audit mshahid.com Complete 21-phase local business SEO audit plugin for Claude Code — 24 skills, 36 commands 20 Claude Code, Codex, OpenCode 3 9,429 tok
lh17708357536-gif/flutter-cn-overseas-app-skills China and overseas dual-market Flutter+NestJS multi-platform App development Agent Skills: 20 Codex, OpenCode 1 943 tok
sethdeckard/atria TUI for managing multiple AI coding agents in terminal tabs and panes, plus a Go library ( 20 Claude Code, Codex, OpenCode 2 6,772 tok
oro-ad/nuxt-claude-devtools Nuxt DevTools integration for Claude Code AI assistant 20 Claude Code 1 —
changoo89/claude-pilot 🎯 Claude Code workflow engine - SPEC-first planning, TDD automation, GPT delegation, and 20 Claude Code 59 2,106 tok
stefanhoelzl/codehydra codehydra.stho.net Multi-Workspace IDE for Parallel AI Agent Development 20 Claude Code, Codex, OpenCode 8 3,120 tok
scitex-ai/emacs-claude-code Emacs interface for Claude Code with auto-response, vterm integration, and session managem 20 Claude Code 1 93 tok
OcHub-team/OcHub Native desktop control center for AI coding tools — provider switching, local relay, MCP, 20 Codex, OpenCode 1 247 tok
andre-simplifica/oracle-apex-ai-skills Vibe coding for Oracle APEX 24.2. Stop hand-building pages; let AI agents inspect, generat 20 Codex, OpenCode 1 556 tok
algorismo-au/lanekeep Governance guardrails and insights for AI coding agents 20 Claude Code 1 1,255 tok
brockwebb/open-census-mcp-server Turn any AI assistant into your personal Census data expert. Ask questions in plain Englis 20 Claude Code 1 3,359 tok
ChronoAIProject/Ornn ornn.chrono-ai.fun Your all-in-one skills-as-a-service platform to manage your skills, auto-generate skills a 20 Claude Code 1 6,198 tok
LastSearch-HQ/lastsearch lastsearch.ai Reliable research infrastructure for AI agents. Evidence-backed web search with citations, 20 Claude Code, Codex 2 3,130 tok
Optima-Chat/cc-best-practice cc-best-practice.optima-ai.biz Best practices for AI-native development 20 Claude Code 1 87 tok
MrPickl3s/AI-Innovator-Radar A personal AI intelligence system for solo builders. Filter daily AI noise against your ac 20 Claude Code 2 765 tok
MySetsuna/ridge mysetsuna.github.io Split-screen terminal workspace — split panes, embedded editor, Git graph, Claude Code age 20 Claude Code, Codex, OpenCode 2 378 tok
NERDSORG/Mutsumi Multi-Agents VSCode Extension that Focuses on the Full Control of Context, Observability a 20 Codex, OpenCode 1 1,385 tok
coalesce-labs/catalyst Deprecated — Catalyst local runtime, kept for history. Use coalesce-labs/catalyst-dev-skil 20 Claude Code, Codex, OpenCode 2 7,966 tok
jamesmontemagno/mcp-badge-creator mcpbadge.dev Add badges for your README to install MCP servers in VS Code & Visual Studio 20 Claude Code, GitHub Copilot 4 4,017 tok
Alenryuichi/openmemory-plus 🧠 AI Agent Memory Management Framework - Dual-layer memory architecture with smart classi 20 Codex, OpenCode 1 1,017 tok
gmaynez/debugssy marketplace.visualstudio.com AI debugger for VS Code 20 Codex, OpenCode 1 2,686 tok
asgard-ai-platform/mcp-shopline MCP server wrapping the Shopline Open API into 143 AI-callable tools (75 read + 68 write) 20 Claude Code 1 1,400 tok
ginkida/rustyhand Agent OS in Rust — one binary, 37 agents, 26 LLM providers, 37 channels (Telegram/Discord/ 20 Codex, OpenCode 1 611 tok
simonrowland/goal-flight Claude/Grokbot plugin and scripts: long-running controller pattern to chunk and delegate c 20 Claude Code, Codex, OpenCode 2 3,253 tok
aigengame/cli-agentic-workflow A lightweight local-first CLI that orchestrates AI agent CLIs (claude, codex) into powerfu 20 Claude Code, Codex, OpenCode 6 198 tok
vastxie/ai-worldcup-2026 wc.lightai.io AI WorldCup Arena 2026: AI agents compete to predict the 2026 World Cup with virtual point 20 Claude Code, Codex, OpenCode 2 2,611 tok
EmZod/Speak-Turbo speakturbo-site.vercel.app Ultra-fast local TTS for AI agents. ~90ms to first sound. 20 Codex, OpenCode 1 768 tok
SoundBlaster/XcodeMCPWrapper soundblaster.github.io MCP that makes Xcode 26.3's MCP compatible with Cursor and other strict MCP-spec-compliant 20 Claude Code, Codex, OpenCode 8 3,421 tok
aws-bench/aws-bench-datasets Scenarios and tasks for evaluating AI agents on real-world AWS automation tasks. Use the a 20 Claude Code, Codex, OpenCode 2 1,233 tok
Kevandrew/sophia sophiahq.com Your AI builds the code. Sophia makes sure it's right. 20 Codex, OpenCode 1 514 tok
Mone-Industries/sempre Docker-based multi-agent AI team. One config file. Unlimited agents. Always on. 20 Claude Code 1 2,654 tok
aaronsb/texflow-mcp LaTeX document compiler with MCP interface — AI agents author documents via structured mod 20 Claude Code 1 770 tok
julymetodiev/post-cortex 369.is Post-Cortex provides durable memory infrastructure with automatic knowledge graph construc 20 Claude Code 5 870 tok
aak204/Tool-Catalog-Compiler A managed proxy gateway and compiler for AI agents. It takes noisy OpenAPI/MCP directories 20 Codex, OpenCode 1 342 tok
jimmyliao/digest-agent 20 Claude Code, Codex, Gemini CLI, OpenCode 7 1,949 tok
Sn4kyGit/antigravity-project-starter Antigravity Supercharged Project Engine. A complete AI Agent architecture featuring jCodeM 20 Claude Code, Codex 6 —
Tiziano-AI/pi-continue Pi package that keeps long runs moving with safe mid-run compaction and a focused continua 20 Codex, OpenCode 1 6,873 tok
eliavamar/repositories-wiki 20 Codex, OpenCode 1 170 tok
tiny-flowlab/novel-studio-copilot-cli AI-powered multi-agent novel creation system for GitHub Copilot CLI 20 Claude Code, Codex, OpenCode 27 1,574 tok
project-koku/koku-metrics-operator Operator to obtain OCP usage data and upload it to koku. 20 Claude Code, Codex, OpenCode 5 1,124 tok
waynesutton/convex-mcp-visual npmjs.com Schema visualizer and dashboard tools for exploring Convex databases. Opens interactive br 20 Claude Code, Codex, OpenCode 2 1,433 tok
rickicode/patchright-browser MCP server for browser automation via Patchright. Multi-profile Chromium, headed/headless, 20 Codex, OpenCode 1 686 tok
validatedpatterns/docs validatedpatterns.io Validated Patterns documentation 20 Codex, OpenCode 1 2,421 tok
sanjeed5/cursor-slidev sanjeed5.github.io Make slides using Cursor. Sample slides below: 20 Claude Code, Codex, OpenCode 23 3,324 tok
KitTheFox123/workspace Kit's open-sourced agent workspace 🦊 - SOUL.md, memory, knowledge, scripts 20 Codex, OpenCode 1 628 tok
vvvvvivekkk/LLM-Wiki-v3 20 Codex, OpenCode 1 1,507 tok
rmedranollamas/research-cli Gemini Deep Research Agent CLI 20 Claude Code, Codex, OpenCode 5 877 tok
dawangcoding/ClawUI Cross-platform desktop client for OpenClaw — built-in Gateway management, onboarding wizar 20 Codex, OpenCode 1 6,103 tok
hyungchulc/memory-forest A verifiable local memory architecture for long-running AI agents 20 Codex, OpenCode 1 195 tok