How real projects configure their agents

32,505 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
shashankswe2020-ux/whoop-mcp whoopconnector.com Read-only WHOOP MCP server for recovery, sleep, HRV, strain, workouts, and personal health 179 Claude Code, Codex, GitHub Copilot 34 2,866 tok
agenticros/agenticros agenticros.com ROS plugin for OpenClaw, Claude (Code,Desktop,Dispatch), Codex, Google Gemini, Hermes, MCP 179 Claude Code, Codex, OpenCode 2 8,023 tok
eljulians/skillfile One-stop shop for AI skills and agents. Search 110K+ community skills, install and track t 179 Claude Code, Codex, OpenCode 2 1,819 tok
MohamedAbdallah-14/unslop mohamedabdallah-14.github.io Make AI output sound human. Strips AI-isms (sycophancy, stock vocab, hedging stacks, em-da 179 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 4,832 tok
YougLin-dev/Aha-Loop [MVP] Aha Loop is a fully autonomous AI development system, extended from the core ideas o 178 Claude Code, Codex, OpenCode 17 5,776 tok
aws-samples/sample-host-openclaw-on-amazon-bedrock-agentcore 178 Claude Code, Codex, OpenCode 2 13,020 tok
vmDeshpande/ai-agent-automation Modular AI agent workflow automation platform with schedulers, tools, and observability. h 178 Claude Code, Codex, OpenCode 7 3,887 tok
lizyoko9/bitdance-agenthub 178 Claude Code, Codex, OpenCode 7 4,653 tok
joseairosa/recall Persistent cross-session memory for Claude & AI agents. Self-host on Redis/Valkey, or use 178 Claude Code 2 2,930 tok
kairyou/agent-tools Reusable Agent Skills, plus integrations (statusline, provider usage, vision) that install 178 Claude Code, Codex, OpenCode 2 569 tok
severity1/claude-agent-sdk-go Unofficial Go SDK for Claude Code CLI integration. See the Claude Agent SDK documentation 178 Claude Code 7 10,905 tok
montevive/autocache montevive.ai 🚀 Autocache - Intelligent Anthropic API Cache Proxy Automatically inject cache-control 178 Claude Code 1 1,954 tok
ad-repo/nullplayer nullplayer.fyi nullPlayer is a free open source macOS media player with some unique features 178 Claude Code, Codex, OpenCode 2 2,322 tok
bbartling/open-fdd Fault Detection Diagnostics (FDD) for HVAC datasets 178 Claude Code, Codex, OpenCode 9 1,494 tok
tjakoen/bread tjakoen.github.io BREAD: one vocabulary, two operators. A no-build, AI-native web stack: batch (substrate) · 177 Claude Code, Codex, OpenCode 5 2,346 tok
mongodb-js/kerberos Kerberos library for node.js 177 Claude Code, Codex, OpenCode 2 859 tok
SilvioBaratto/optimizer LLM agents decide, skfolio optimizes, you approve. Portfolio optimization with a market-da 177 Claude Code 4 7,389 tok
marimo-team/skills skills for coding agents related to marimo 177 Claude Code, Codex, OpenCode 2 155 tok
gradusnikov/eclipse-chatgpt-plugin Eclipse IDE as an MCP Server for AI Agents 177 Claude Code 6 1,666 tok
oxgeneral/ORCH orch.one One CLI to orchestrate them all. Manage a team of AI agents executing tasks in parallel fr 177 Claude Code 1 1,725 tok
codingagentsystem/cas codingagentsystem.com Multi-agent orchestration for Claude Code. Persistent memory, tasks, rules, and skills tha 177 Claude Code 26 2,157 tok
UiPath/skills This is a repository of skills for interfacing UiPath capabilities to external developers. 177 Claude Code, Codex, OpenCode 3 2,265 tok
AmaniDawn/DGame A framework based on the TEngine framework, modified and expanded with practical extension 177 Claude Code, Codex, OpenCode 6 2,039 tok
jtsylve/re-mcp A headless MCP server for IDA Pro and Ghidra 177 Claude Code 1 1,499 tok
xbfighting/tdx2db Quickly obtain an A-share quantitative database containing daily and various minute-level 177 Claude Code, Codex, OpenCode 3 3,993 tok
selmakcby/knowledge-pipeline Terminal-vibe sunum + LLM-Wiki skill'i. Ham sohbetleri, şemayla disipline edilen büyüyen b 177 Claude Code 1 1,460 tok
kky42/codex-as-mcp Convert codex CLI tool to an MCP — unleash the power of GPT-5 177 Claude Code, Codex, OpenCode 2 809 tok
comet-ml/comet-examples Examples of Machine Learning code using Comet.ml 176 Claude Code, Codex, OpenCode 3 1,587 tok
Hmbown/Hegelion hegelion-web.pages.dev Dialectical reasoning architecture for LLMs (Thesis → Antithesis → Synthesis) 176 Claude Code, Codex, OpenCode 3 1,804 tok
GrayboxTech/weightslab graybx.com Monitoring platform for ML teams building real‑world AI at scale. 176 Claude Code, Codex, OpenCode 1 4,997 tok
RapidFireAI/rapidfireai rapidfire.ai RapidFire AI: Rapid AI Customization from RAG to Fine-Tuning 176 Claude Code, Codex, OpenCode 2 94 tok
huifer/skill-security-scan wellally.tech skill-security-scan is a command-line tool designed to scan and detect security risks in C 176 Claude Code 2 1,490 tok
VeryGoodOpenSource/vgv-ai-flutter-plugin AI plugin to enhance and accelerate Flutter & Dart development, built by Very Good Venture 176 Claude Code, Codex, OpenCode 2 4,541 tok
Dynatrace/dynatrace-for-ai dynatrace.com Skills, prompts, and instructions for building AI agents on top of Dynatrace production co 176 Claude Code 1 182 tok
swimmwatch/cloakbrowser-mcp swimmwatch.github.io ⚡ CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwardin 176 Claude Code, Codex, GitHub Copilot, OpenCode 5 2,327 tok
sohaibt/product-mode sohaibthiab.me The most expensive bug in AI-assisted building is shipping the wrong thing, well. A drop-i 176 Claude Code, Codex, OpenCode 2 4,272 tok
al3rez/ooda-subagents OODA Loop AI Agents - Observe, Orient, Decide, Act framework for systematic problem-solvin 176 Claude Code 4 —
wenqingyu/ralphy-openspec Ralph loop + OpenSpec integration for Cursor, OpenCode and ClaudeCode heavy lifting. 175 Claude Code, Codex, OpenCode 5 483 tok
suriyel/longtaskforagent 175 Claude Code 1 5,474 tok
robertbarclayy/conducty Stop context-switching. Start batch-planning. Conducty replaces the fragmented cycle of p 175 Claude Code 1 2,329 tok
oratis/LISA meetlisa.ai Open-source AI Personal Assistant for planning, writing and personal knowledge. Use LISA C 175 Claude Code 1 —
ston-fi/ton-rs Rust libraries for working with the TON blockchain: cells, TLB, addresses, wallets, contra 175 Claude Code, Codex, OpenCode 2 1,936 tok
devwhodevs/engraph Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults. 175 Claude Code 1 4,463 tok
jonradoff/lastsaas metavert.io SaaS boilerplate/starter-kit in Go+React with Stripe integration, multi-tenant support, co 175 Claude Code 1 556 tok
jongwony/epistemic-protocols Epistemic protocols for Claude Code — structure human-AI interaction quality at every deci 175 Claude Code, Codex, OpenCode 11 3,918 tok
coleam00/dark-factory-experiment chat.dynamous.ai A repository that ships its own code. AI workflows triage issues, implement them, review, 175 Claude Code 3 8,238 tok
calesthio/Resonant Free, local AI music studio for Windows—generate songs, play instruments, arrange, mix, ex 175 Claude Code, Codex, OpenCode 2 258 tok
Hunter-Thompson/stardew-mcp 175 Claude Code 1 1,305 tok
JuliusBrussee/skills 175 Claude Code, Codex, OpenCode 2 419 tok
TechDufus/oh-my-claude oh-my-claude.techdufus.com Add ultrawork to any prompt for maximum parallel execution 174 Claude Code 1 978 tok