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
sidequery/sidemantic sidemantic.com The universal metrics layer. Compatible with 15+ formats: Cube, MetricFlow, LookML, Omni, 141 Claude Code, Codex, OpenCode 2 1,680 tok
atlassian-labs/mcp-compressor An MCP server wrapper for reducing tokens consumed by MCP tools, available in typescript, 141 Codex, OpenCode 1 2,199 tok
REMnux/remnux-mcp-server remnux.org MCP server for using the REMnux malware analysis toolkit via AI assistants 141 Codex, OpenCode 1 14 tok
nexu-io/looper 🔁 Run AI coding agents as an autonomous dev team across all your GitHub repos — plan, rev 141 Codex, OpenCode 1 858 tok
katopz/katgpt-rs A neuro-symbolic micro-Transformer with speculative decoding, constraint pruning, recurren 141 Claude Code, Codex, OpenCode 12 16,262 tok
lambdalisue/cclens cclens — a lens onto your Claude Code usage 141 Codex, OpenCode 1 713 tok
jamesmontemagno/ohmyposh-configurator configurator.ohmyposh.dev Design beautiful terminal prompts without touching configuration files 141 Claude Code, Codex, GitHub Copilot 9 1,937 tok
taskless/cli taskless.io Taskless CLI and Agent Skills 141 Claude Code, Codex, GitHub Copilot, OpenCode 31 10,308 tok
SocketDev/socket-mcp npmjs.com Model Context Protocol server for socket.dev integration 140 Codex, OpenCode 1 180 tok
Aiko-IT-Systems/DisCatSharp docs.dcs.aitsys.dev Your library to write discord apps in C# with focus on always providing access to the late 140 Claude Code, Codex, GitHub Copilot, Gemini CLI, OpenCode 4 1,110 tok
Haaaiawd/ANWS 🚀 A spec-driven workflow framework for AI-assisted development. Empowers prompt engineers 140 Codex, OpenCode 1 2,039 tok
owenHochwald/volt High-performance, concurrent, terminal-based HTTP client 140 Codex 1 —
danielwpz/pokoclaw The claw that actually ships 🚀 140 Codex, OpenCode 1 2,563 tok
haojing8312/WorkClaw 140 Claude Code, Codex, OpenCode 27 12,441 tok
zhing2006/krew-cli A multi agents meeting CLI. 140 Claude Code, Codex, OpenCode 2 2,151 tok
Mark393295827/third-brain-v7-skills agent wiki +engineering skills 140 Claude Code, Codex, Gemini CLI, OpenCode 3 3,383 tok
maquina-app/maquina_components maquina.app Modern UI components for Ruby on Rails, powered by TailwindCSS and Stimulus 140 Claude Code 1 1,489 tok
coleam00/your-claude-engineer Demonstration of an agent harness with access to tools like Slack, GitHub, and Linear so i 140 Claude Code 1 —
jvm-skills/jvm-skills 140 Claude Code, Codex 20 —
utensils/nxv utensils.io Find any version of any Nix package, instantly. Fast CLI + HTTP API + web UI over 9+ years 140 Claude Code, Codex, OpenCode 8 4,042 tok
edheltzel/dotfiles My setup for 🐠 Fish shell on  macOS - v3 140 Claude Code, Codex, OpenCode 2 2,872 tok
this-rs/project-orchestrator A Rust-based AI agent orchestrator with Neo4j knowledge graph, Meilisearch semantic search 140 Claude Code, Codex, OpenCode 2 9,129 tok
kv0906/pm-kit willtran.xyz AI-augmented PM workspace for Coding Agents — daily standups, decisions, blockers, docs, a 140 Claude Code, Codex, GitHub Copilot, Cursor, OpenCode, Windsurf 51 2,768 tok
postgres-ai/postgresai postgresai – Postgres observability built for humans and AI agents 140 Claude Code, Codex, OpenCode 4 245 tok
SukinShetty/Nemp-memory nemp.dev Nemp - The memory plugin for Claude Code that remembers everything. 140 Claude Code 1 286 tok
clxzl/claude-code-best-practice-cn Chinese translation of Claude Code best practices. 140 Claude Code 45 1,807 tok
danielcherubini/pi-archimedes Visual polish and useful context for the Pi coding agent TUI 140 Codex, OpenCode 1 4,598 tok
wrsmith108/linear-claude-skill Agent skill for managing Linear issues, projects, and teams. MCP tools, SDK automation, Gr 140 Claude Code 1 1,448 tok
qrak/LLM_trader semanticsignal.qrak.org An LLM trading agent that shows its work: the chart, the prompt, the memory it retrieved, 140 Codex, OpenCode 1 9,206 tok
probabl-ai/skills probabl-ai.github.io Tabular Data Science Skills for guardrailing AI Agents 140 Codex, OpenCode 1 1,050 tok
JimmyLv/bibigpt-skill Video summarizer agent skill for Claude Code, Codex, ChatGPT & OpenClaw — YouTube/Bilibili 140 Claude Code, Gemini CLI 2 1,000 tok
Joker-x-dev/FlutterKit Flutter project template based on GetX + TDesign, integrating commonly used features and d 140 Codex, OpenCode 10 2,531 tok
RConsortium/pharma-skills A collection of agent skills for BioPharma use cases GSDBench Intake https://rconsortium.g 140 Claude Code 2 1,873 tok
ivanarama/onebase onebase.ivantitov.tech An open business platform with a familiar DSL for accounting tasks, written in Go — open b 140 Claude Code, Codex, OpenCode 9 11,045 tok
papaoloba/spec-based-claude-code Implementation of a Spec-Driven Development workflow in Claude Code using custom slash com 140 Claude Code 1 499 tok
r1c7/CluxMate AI coding agent with one Python core and three front-ends — headless CLI, Textual TUI, and 140 Claude Code, Codex, OpenCode 1 15,399 tok
allora-network/allora-chain allora.network the chain 140 Claude Code, Codex, OpenCode 2 3,600 tok
Kangentic/kangentic kangentic.com An agentic development environment for AI coding agents 140 Claude Code, Codex, OpenCode 33 6,797 tok
vmnog/calendarcn calendarcn.xyz A calendar for React inspired by Notion Calendar, built on shadcn/ui. Day, week and month 140 Claude Code 7 2,577 tok
LYL1015/JarvisX-Cowork JarvisX-Cowork: Your First Personal AI Creative Assistant for Everyone! 139 Claude Code 1 —
dedalus-labs/dedalus-mcp-python docs.dedaluslabs.ai A simple and performant Model Context Protocol framework for Python. 139 Claude Code, Codex, OpenCode 2 1,699 tok
CUTEPKQ/NEWTON newton026.github.io NEWTON: Agentic Planning for Physically Grounded Video Generation 139 Claude Code 2 —
Polarityinc/zenith zenith.polarity.so Zenith: AI-agent-trace database in Rust, Worlds fastest database for FTS, trace loading, a 139 Claude Code 1 2,262 tok
ChuprinaDaria/Vibecode-Cleaner-Fartrun Not another AI reviewing AI. Rust-powered code scanner that actually reads your codebase — 139 Claude Code 1 113 tok
open-infra-skills/infra-skills Open, portable agent skills for AI infrastructure engineering. 139 Codex, OpenCode 1 382 tok
leox255/loopsy Cross-machine AI agent communication, plus a mobile app to control any terminal on your ma 139 Claude Code, Codex, Gemini CLI, OpenCode 3 4,150 tok
chongdashu/cc-skills-nanobananapro 139 Claude Code 5 481 tok
beava-dev/beava beava.dev Real-time decision features without streaming infra. Turn live events into product reflexe 139 Claude Code 1 —
vasu31dev/playwright-ts-template Playwright Typescript Automation testing framework Template is designed for Web (Desktop & 139 Claude Code 1 2,154 tok
glitchedgitz/grroxy grroxy.com A cyber security toolkit blending manual testing with AI Agents 139 Claude Code 1 2,932 tok