How real projects configure their agents

44,931 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
escapeboy/ai-prompts 91 Claude Code 1 1,330 tok
iLearn-Lab/ACL25-AdaReTaKe Official implementation of paper AdaReTaKe: Adaptive Redundancy Reduction to Perceive Long 91 Codex, OpenCode 1 2,221 tok
mitos-run/mitos mitos.run Millisecond microVM sandbox forking for AI agents on Kubernetes. Firecracker VMs that rest 91 Claude Code 1 2,367 tok
rbren/personal-ai-devbox 91 Codex, OpenCode 1 2,052 tok
rsionnach/sloppylint Python AI Slop Detector - Find over-engineering, hallucinations, and dead code in Python c 91 Codex, OpenCode 1 2,553 tok
ayunis-core/ayunis-legal-mcp An MCP server for German legal codes 91 Claude Code 1 1,899 tok
merlinhu1/truthmark Git-native truth docs for AI-assisted codebases, keeping branch-scoped documentation align 91 Claude Code, Codex, OpenCode 11 3,734 tok
zkwi/VoxType Privacy-conscious, open-source AI voice typing for Windows. 91 Claude Code, Codex, OpenCode 2 2,734 tok
ET06731/Memflow 91 Claude Code, Codex, OpenCode 2 2,556 tok
nikita-rulenko/Helixir One infinite session for any agents and harness you have. No more degradation and hallucin 91 Codex, OpenCode 1 8,101 tok
disnet/skyreader skyreader.app An RSS reader for the AT Protocol 91 Claude Code, Codex, OpenCode 5 4,221 tok
lonely-lockley/archinsight archinsight.org Simplicity in Code, Power in Design 91 Codex, OpenCode 1 127 tok
avivsinai/agent-message-queue File-based message queue for local agent-to-agent communication (Maildir-style) 91 Claude Code, Codex, OpenCode 2 5,024 tok
CloudLLM-ai/mentisdb mentisdb.com Memory that lasts and compounds. MentisDB gives agents durable memory so they do not just 91 Codex, OpenCode 1 176 tok
cloudmanic/spice-edit spice-edit.com An opinionated mouse-focused terminal editor. 91 Claude Code, Codex, OpenCode 3 2,655 tok
Dicklesworthstone/coding_agent_usage_tracker Single CLI to monitor LLM provider usage across Codex, Claude, Gemini, Cursor, and Copilot 91 Codex, OpenCode 1 9,768 tok
oguzcankaraman/Watch_Youtube_Skill 91 Claude Code 3 901 tok
hamzafarooq/multi-agent-course 91 Claude Code, Codex, OpenCode 3 2,434 tok
adrianosantostreina/delphi-dev Delphi development expert plugin for Claude Code — automatically applies Delphi Style Guid 91 Claude Code 1 1,640 tok
AndyEverything/openproject-mcp-server A Model Context Protocol (MCP) server that provides seamless integration with OpenProject 91 Claude Code 9 —
raia-live/amfs sense-lab.ai Recursive Self-Improvement for AI agents and models, helping your agents self-improve with 91 Claude Code 1 3,099 tok
pantalytics/odoo-mcp-pro pantalytics.com AI connector for Odoo ERP | Connect Claude, ChatGPT, Cursor and other AI tools to Odoo via 91 Claude Code 1 1,764 tok
zwl467135974/lumina Lumina is an enterprise-grade AI Agent development framework built on AgentScope Java and 91 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode 17 9,612 tok
ldclabs/KIP anda.ai 🧬 KIP (Knowledge Interaction Protocol) is an open protocol for durable AI agent memory an 91 Codex, OpenCode 1 2,737 tok
whistlegraph/aesthetic-computer aesthetic.computer 91 Claude Code, Codex, OpenCode 11 2,968 tok
rknall/claude-skills Generic skills used in my daily work 91 Claude Code 1 1,410 tok
opena2a-org/hackmyagent hackmyagent.com Metasploit for AI agents: scan, attack, and fix AI agents and MCP servers. Open source sec 91 Claude Code 1 —
zavora-ai/computer-use-mcp adk-rust.com High Performance MCP server + client for Windows and macOS computer control built in Rust. 91 Codex, OpenCode 1 17,300 tok
intentic/intentic intentic.dev An open-source workspace for coding agents, running on your own machine. More work. Less A 91 Codex, OpenCode 1 4,972 tok
LIDR-academy/lidr-specboot This repository contains a comprehensive set of development rules, standards, and AI agent 90 Claude Code, Codex, Gemini CLI, OpenCode 6 18 tok
HKUST-KnowComp/DeepRefine-Skill hhy-huang.github.io An agent skill to evolve the quality of LLM-Wiki (Graphify) at test time. 90 Gemini CLI 1 372 tok
nguyenthedat123/agents-md-generator 90 Codex, OpenCode 1 939 tok
interviewstreet/hackerrank-orchestrate-june26 90 Claude Code, Codex, OpenCode 2 2,427 tok
vincentlaucsb/experiencer An interactive resume editor made with React 90 Claude Code, Codex, OpenCode 2 1,152 tok
yours-org/yours-wallet yours.org A non-custodial and open-source wallet for BSV and 1Sat Ordinals. 90 Claude Code, Codex 1 —
ShurikenTrade/shuriken-skills app.shuriken.trade Agent-consumable integration skills for the Shuriken platform 🥷 90 Gemini CLI 1 116 tok
drpedapati/sciclaw sciclaw.dev Paired-scientist AI assistant for reproducible research — lightweight Go runtime, lifecycl 90 Codex, OpenCode 2 93 tok
vstorm-co/memv vstorm-co.github.io Structured, temporal memory for AI agents. 90 Claude Code 6 1,576 tok
prime-radiant-inc/streamlinear A lightweight Linear MCP server for Claude Code that exposes one tool with action dispatch 90 Claude Code, Codex, OpenCode 2 1,716 tok
aws-samples/aws-iot-securetunneling-localproxy docs.aws.amazon.com AWS Iot Secure Tunneling local proxy reference C++ implementation 90 Codex, OpenCode 1 2,164 tok
PriNova/graphone A visual workbench for coding agent orchestration for Windows, Linux & macOS. Chat interfa 90 Codex, OpenCode 1 2,832 tok
CodeAlive-AI/codealive-mcp codealive.ai Context engine for large codebases, exposed through MCP. Gives AI coding agents precise re 90 Claude Code, Codex, OpenCode 5 5,503 tok
blockmatic/basilic basilic-docs.vercel.app FullStack Agentic Starter 90 Codex, OpenCode 1 3,626 tok
jparkerweb/ai-assist-skills 🤖 A collection of AI agent skills that automate recurring engineering workflows that can 90 Claude Code, Codex, OpenCode 2 650 tok
Tako-Research/TakoVM tako-research.github.io A secure file system for your agents to execute code 90 Claude Code 3 926 tok
CloudChef/atlasclaw atlasclaw.ai AtlasClaw is an enterprise agent framework supporting mutliple users and multi system inte 90 Claude Code, Codex, OpenCode 2 2,068 tok
ivbeg/newsworker Advanced news feeds extractor and finder library. Helps to automatically extract news from 90 Codex, OpenCode 1 143 tok
kangarooking/tiktok-gen AI-powered digital human video generation platform for TikTok marketing 90 Claude Code, Codex, OpenCode 2 1,563 tok
fivetran/connector_sdk_tools AI coding agent tools to build connectors using Fivetran Connector SDK 90 Gemini CLI 1 849 tok
justi/claude-code-project-boundary Claude Code plugin: scope-aware protection — allows destructive ops (rm, mv, chmod) within 90 Claude Code 1 483 tok