Engineering agents

Best AMP skills for agent workflows.

Skills for AMP-style engineering agents focused on codebase understanding, implementation planning, reviews, and systematic debugging.

48
Ranked
1.1M
Stars
92
Top fit

Workflow

Codebase intake

Workflow

Architecture review

Workflow

Systematic debugging

Install path

How to use skills with AMP

The goal is to hand your agent one reviewed skill path, not a broad directory.

  1. 01

    Pick a AMP skill from the ranked shortlist.

  2. 02

    Open the skill detail page and review trust, audit, repository, and install signals.

  3. 03

    Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.

AMP shortlist

Skills ranked for this agent

#1

Antigravity Awesome Skills

92 fitTrust 100Excellent 100

A comprehensive library of over 1,273 agentic skills for various AI coding assistants, featuring clear documentation and installation instructions.

Excellent quality, production candidate, and a strong fit for AMP workflows.

40K starsJun 10, 2026 pushProduction candidateClaude CodeOpenAI Agents
$ npx skills add sickn33/antigravity-awesome-skills
#2

Open Code Review

80 fitTrust 100Excellent 100

Open-source & free — Battle-tested at Alibaba's scale. Hybrid architecture code review tool: deterministic pipelines + LLM Agent, precise line-level comments, built-in fine-tuned ruleset (NPE, thread-safety, XSS, SQL injection), OpenAI & Anthropic compatible.

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.4K starsJun 12, 2026 pushProduction candidateGoCode Review
$ npx skills add alibaba/open-code-review
#3

Fallow

80 fitTrust 100Excellent 100

Codebase intelligence for TypeScript and JavaScript. Free static layer: unused code, duplication, circular deps, complexity hotspots, architecture boundaries. Optional paid runtime layer: hot-path review and cold-path deletion evidence from real production traffic. Rust-native, sub-second, zero-config framework support.

Excellent quality, production candidate, and a strong fit for AMP workflows.

3.6K starsJun 12, 2026 pushProduction candidateRustStatic Analysis
$ npx skills add fallow-rs/fallow
#4

Kubesphere

73 fitTrust 100Excellent 100

KubeSphere is a comprehensive container platform designed for managing Kubernetes across multi-cloud, datacenter, and edge environments.

Excellent quality, production candidate, and a strong fit for AMP workflows.

17K starsJun 4, 2026 pushProduction candidate
$ npx skills add kubesphere/kubesphere
#5

Agent Skills For Context Engineering

73 fitTrust 100Excellent 100

A comprehensive collection of Agent Skills for context engineering, multi-agent architectures, and production agent systems. Use when building, optimizing, or debugging agent systems that require effective context management.

Excellent quality, production candidate, and a strong fit for AMP workflows.

17K starsMay 26, 2026 pushProduction candidatePythonAI Agents
$ npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering
#6

GenerativeAIExamples

71 fitTrust 100Excellent 100

Generative AI reference workflows optimized for accelerated infrastructure and microservice architecture.

Excellent quality, production candidate, and a strong fit for AMP workflows.

4.1K starsMay 29, 2026 pushProduction candidateJupyter NotebookRAG
$ npx skills add NVIDIA/GenerativeAIExamples
#7

Drawio Skill

70 fitTrust 100Excellent 100

Generate draw.io diagrams from natural language — 6 presets, vision self-check + up to 5-round refinement, codebase-to-diagram, 10,000+ official shapes & 321 AI/LLM brand logos. Exports PNG/SVG/PDF/JPG.

Excellent quality, production candidate, and a strong fit for AMP workflows.

2.5K starsJun 3, 2026 pushProduction candidatePythonAI Agents
$ npx skills add Agents365-ai/drawio-skill
#8

CodeBoarding

70 fitTrust 100Excellent 100

Interactive architecture diagrams for codebases

Excellent quality, production candidate, and a strong fit for AMP workflows.

2.2K starsJun 13, 2026 pushProduction candidatePythonStatic Analysis
$ npx skills add CodeBoarding/CodeBoarding
#9

Skills

65 fitTrust 100Excellent 100

Public repository for Agent Skills

Excellent quality, production candidate, and a strong fit for AMP workflows.

150K starsJun 9, 2026 pushProduction candidatePythonAI Agents
$ npx skills add anthropics/skills
#10

Tesseract

65 fitTrust 100Excellent 100

Tesseract Open Source OCR Engine (main repository)

Excellent quality, production candidate, and a strong fit for AMP workflows.

75K starsJun 4, 2026 pushProduction candidateC++OCR
$ npx skills add tesseract-ocr/tesseract
#11

Awesome Claude Skills

65 fitTrust 100Excellent 100

A curated list of resources and tools for enhancing Claude AI workflows.

Excellent quality, production candidate, and a strong fit for AMP workflows.

64K starsMay 22, 2026 pushProduction candidateClaude Code
$ npx skills add ComposioHQ/awesome-claude-skills
#12

Open Design

65 fitTrust 100Excellent 100

🎨 Local-first, open-source Claude Design alternative. 🖥️ Native desktop app. ⚡ 259+ Skills · ✨ 142+ Design Systems 🖼️ Web · desktop · mobile prototypes · slides · images · videos · HyperFrames 📦 Sandboxed preview · HTML/PDF/PPTX/MP4 export 🤖 Claude Code / OpenClaw / Codex / Cursor / OpenCode / Qwen / Copilot / Hermes / Kimi & 17+ CLIs.

Excellent quality, production candidate, and a strong fit for AMP workflows.

64K starsJun 13, 2026 pushProduction candidateTypeScriptAI Agents
$ npx skills add nexu-io/open-design
#13

Oh My Openagent

65 fitTrust 100Excellent 100

omo/lazycodex: The coding agent for tokenmaxxers;the one and only agent harness for complex codebases. For your Codex, for your OpenCode

Excellent quality, production candidate, and a strong fit for AMP workflows.

62K starsJun 12, 2026 pushProduction candidateTypeScriptAI Agents
$ npx skills add code-yeongyu/oh-my-openagent
#14

OpenClaw Core Skills

65 fitTrust 100Excellent 100

Core skill set for the OpenClaw autonomous agent platform

Excellent quality, production candidate, and a strong fit for AMP workflows.

45K starsJun 9, 2026 pushProduction candidateOpenClawClaude
$ npx skills add anthropics/anthropic-cookbook
#15

MetaGPT

65 fitTrust 100Excellent 99

Coordinate multi-agent teams for software and product work

Excellent quality, production candidate, and a strong fit for AMP workflows.

69K starsJan 21, 2026 pushProduction candidateMetaGPTPython
$ npx skills add FoundationAgents/MetaGPT
#16

ChatDev

65 fitTrust 100Excellent 100

Use multi-agent collaboration for software development

Excellent quality, production candidate, and a strong fit for AMP workflows.

33K starsMay 27, 2026 pushProduction candidatePythonMulti-Agent
$ npx skills add OpenBMB/ChatDev
#17

Academic Research Skills

64 fitTrust 100Excellent 100

Academic Research Skills for Claude Code: research → write → review → revise → finalize

Excellent quality, production candidate, and a strong fit for AMP workflows.

31K starsJun 12, 2026 pushProduction candidatePythonResearch
$ npx skills add Imbad0202/academic-research-skills
#18

Claude Scientific Skills

64 fitTrust 100Excellent 100

A comprehensive collection of ready-to-use scientific and research skills for AI agents.

Excellent quality, production candidate, and a strong fit for AMP workflows.

28K starsJun 11, 2026 pushProduction candidateClaude CodeOpenAI Agents
$ npx skills add K-Dense-AI/claude-scientific-skills
#19

RAG Techniques

64 fitTrust 100Excellent 100

This repository showcases various advanced techniques for Retrieval-Augmented Generation (RAG) systems. Each technique has a detailed notebook tutorial.

Excellent quality, production candidate, and a strong fit for AMP workflows.

28K starsJun 11, 2026 pushProduction candidateJupyter NotebookRAG
$ npx skills add NirDiamant/RAG_Techniques
#20

Nautilus Trader

64 fitTrust 100Excellent 100

Production-grade Rust-native trading engine with deterministic event-driven architecture

Excellent quality, production candidate, and a strong fit for AMP workflows.

23K starsJun 12, 2026 pushProduction candidateRustTrading
$ npx skills add nautechsystems/nautilus_trader
#21

Planning With Files

64 fitTrust 100Excellent 100

Persistent file-based planning for long-running agentic tasks. Crash-proof markdown plans, deterministic completion gate, multi-agent shared state on disk. Works with Claude Code, Codex CLI, Cursor, Hermes agent, Pi, Kiro, OpenCode and 60+ agents via the SKILL.md standard.

Excellent quality, production candidate, and a strong fit for AMP workflows.

23K starsJun 10, 2026 pushProduction candidatePythonAI Agents
$ npx skills add OthmanAdi/planning-with-files
#22

Coze Studio

64 fitTrust 100Excellent 100

An AI agent development platform with all-in-one visual tools, simplifying agent creation, debugging, and deployment like never before. Coze your way to AI Agent creation.

Excellent quality, production candidate, and a strong fit for AMP workflows.

21K starsApr 20, 2026 pushProduction candidateTypeScriptRAG
$ npx skills add coze-dev/coze-studio
#23

Temporal

64 fitTrust 100Excellent 100

Temporal service

Excellent quality, production candidate, and a strong fit for AMP workflows.

21K starsJun 13, 2026 pushProduction candidateGoWorkflow
$ npx skills add temporalio/temporal
#24

Cognee

64 fitTrust 100Excellent 100

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Excellent quality, production candidate, and a strong fit for AMP workflows.

18K starsJun 12, 2026 pushProduction candidatePythonAI Agents
$ npx skills add topoteretes/cognee
#25

Pm Skills

64 fitTrust 100Excellent 100

PM Skills Marketplace: 100+ agentic skills, commands, and plugins — from discovery to strategy, execution, launch, and growth.

Excellent quality, production candidate, and a strong fit for AMP workflows.

17K starsJun 6, 2026 pushProduction candidateAI AgentsClaude Code
$ npx skills add phuryn/pm-skills
#26

RagaAI Catalyst

64 fitTrust 100Excellent 100

Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view

Excellent quality, production candidate, and a strong fit for AMP workflows.

16K starsFeb 11, 2026 pushProduction candidatePythonLLMOps
$ npx skills add raga-ai-hub/RagaAI-Catalyst
#27

Ast Grep

63 fitTrust 100Excellent 100

⚡A CLI tool for code structural search, lint and rewriting. Written in Rust

Excellent quality, production candidate, and a strong fit for AMP workflows.

14K starsJun 11, 2026 pushProduction candidateRustStatic Analysis
$ npx skills add ast-grep/ast-grep
#28

KkFileView

63 fitTrust 100Excellent 100

Universal File Online Preview Project based on Spring-Boot

Excellent quality, production candidate, and a strong fit for AMP workflows.

14K starsJun 11, 2026 pushProduction candidateJavaPDF
$ npx skills add kekingcn/kkFileView
#29

Gitpod

63 fitTrust 100Excellent 100

The developer platform for on-demand cloud development environments to create software faster and more securely.

Excellent quality, production candidate, and a strong fit for AMP workflows.

14K starsJun 8, 2026 pushProduction candidateTypeScriptCode Review
$ npx skills add gitpod-io/gitpod
#30

React Doctor

63 fitTrust 100Excellent 100

Your agent writes bad React. This catches it

Excellent quality, production candidate, and a strong fit for AMP workflows.

13K starsJun 13, 2026 pushProduction candidateTypeScriptCode Review
$ npx skills add millionco/react-doctor
#31

PocketFlow Tutorial Codebase Knowledge

63 fitTrust 100Excellent 100

Pocket Flow: Codebase to Tutorial

Excellent quality, production candidate, and a strong fit for AMP workflows.

12K starsMay 31, 2026 pushProduction candidatePythonLLM
$ npx skills add The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge
#32

Pr Agent

63 fitTrust 100Excellent 100

🚀 PR Agent: The Original Open-Source PR Reviewer. This project It is not the Qodo free tier.

Excellent quality, production candidate, and a strong fit for AMP workflows.

12K starsJun 6, 2026 pushProduction candidatePythonCode Review
$ npx skills add The-PR-Agent/pr-agent
#33

Claude Code System Prompts

63 fitTrust 100Excellent 100

All parts of Claude Code's system prompt, 27 builtin tool descriptions, sub agent prompts (Plan/Explore/Task), utility prompts (CLAUDE.md, compact, statusline, magic docs, WebFetch, Bash cmd, security review, agent creation). Updated for each Claude Code version.

Excellent quality, production candidate, and a strong fit for AMP workflows.

11K starsJun 6, 2026 pushProduction candidateJavaScriptClaude Code
$ npx skills add Piebald-AI/claude-code-system-prompts
#34

Cocoindex

63 fitTrust 100Excellent 100

Incremental engine for long horizon agents 🌟 Star if you like it!

Excellent quality, production candidate, and a strong fit for AMP workflows.

10K starsJun 12, 2026 pushProduction candidatePythonAI Agents
$ npx skills add cocoindex-io/cocoindex
#35

Notebooks

63 fitTrust 100Excellent 100

A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.

Excellent quality, production candidate, and a strong fit for AMP workflows.

9.5K starsMay 21, 2026 pushProduction candidateJupyter NotebookMachine Learning
$ npx skills add roboflow/notebooks
#36

Reviewdog

63 fitTrust 100Excellent 100

🐶 Automated code review tool integrated with any code analysis tools regardless of programming language

Excellent quality, production candidate, and a strong fit for AMP workflows.

9.4K starsJun 12, 2026 pushProduction candidateGoCode Review
$ npx skills add reviewdog/reviewdog
#37

Databend

63 fitTrust 100Excellent 100

Data Agent Ready Warehouse : One for Analytics, Search, AI, Python Sandbox. — rebuilt from scratch. Unified architecture on your S3.

Excellent quality, production candidate, and a strong fit for AMP workflows.

9.3K starsJun 12, 2026 pushProduction candidateRustVector Search
$ npx skills add databendlabs/databend
#38

Visual Explainer

63 fitTrust 100Excellent 100

Agent skill that generates rich HTML pages or slide decks for diagrams, diff reviews, plan audits, data tables, and project recaps

Excellent quality, production candidate, and a strong fit for AMP workflows.

8.7K starsApr 27, 2026 pushProduction candidateHTMLAI Agents
$ npx skills add nicobailon/visual-explainer
#39

Agent Orchestrator

63 fitTrust 100Excellent 100

Agentic orchestrator for parallel coding agents — plans tasks, spawns agents, and autonomously handles CI fixes, merge conflicts, and code reviews.

Excellent quality, production candidate, and a strong fit for AMP workflows.

7.5K starsJun 9, 2026 pushProduction candidateTypeScriptMulti-Agent
$ npx skills add AgentWrapper/agent-orchestrator
#40

Agent Orchestrator

63 fitTrust 100Excellent 100

Agentic orchestrator for parallel coding agents — plans tasks, spawns agents, and autonomously handles CI fixes, merge conflicts, and code reviews.

Excellent quality, production candidate, and a strong fit for AMP workflows.

7.4K starsJun 8, 2026 pushProduction candidateTypeScriptMulti-Agent
$ npx skills add ComposioHQ/agent-orchestrator
#41

Inkos

63 fitTrust 100Excellent 100

Autonomous novel writing AI Agent — agents write, audit, and revise novels with human review gates

Excellent quality, production candidate, and a strong fit for AMP workflows.

7.2K starsJun 11, 2026 pushProduction candidateTypeScriptAI Agents
$ npx skills add Narcooo/inkos
#42

Dependency Cruiser

62 fitTrust 100Excellent 100

Validate and visualize dependencies. Your rules. JavaScript, TypeScript, CoffeeScript. ES6, CommonJS, AMD.

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.8K starsJun 11, 2026 pushProduction candidateJavaScriptStatic Analysis
$ npx skills add sverweij/dependency-cruiser
#43

Html Anything

62 fitTrust 100Excellent 100

✨ The agentic HTML editor — your local AI agent writes the HTML, you ship it. 🚀 75 Skills × 9 Surfaces (magazine · deck · poster · XHS / tweet · prototype · data report · Hyperframes) 🛡️ Sandboxed preview · 📤 1-click to WeChat / X / Zhihu / HTML / PNG 🔑 Zero API key — Claude Code / Cursor / Codex / Gemini / Copilot / OpenCode / Qwen / Aider.

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.6K starsJun 2, 2026 pushProduction candidateHTMLAI Agents
$ npx skills add nexu-io/html-anything
#44

Venom

62 fitTrust 100Excellent 100

Venom is a high-performance system developed with JavaScript to create a bot for WhatsApp, support for creating any interaction, such as customer service, media sending, sentence recognition based on artificial intelligence and all types of design architecture for WhatsApp.

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.6K starsJun 12, 2026 pushProduction candidateTypeScriptPuppeteer
$ npx skills add vynect/venom
#45

DeepAudit

62 fitTrust 100Excellent 100

DeepAudit:人人拥有的 AI 黑客战队,让漏洞挖掘触手可及。国内首个开源的代码漏洞挖掘多智能体系统。小白一键部署运行,自主协作审计 + 自动化沙箱 PoC 验证。支持 Ollama 私有部署 ,一键生成报告。支持中转站。​让安全不再昂贵,让审计不再复杂。

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.4K starsApr 1, 2026 pushProduction candidatePythonSAST
$ npx skills add lintsinghua/DeepAudit
#46

Docs

62 fitTrust 100Excellent 100

TensorFlow documentation

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.3K starsMay 12, 2026 pushProduction candidateJupyter NotebookMachine Learning
$ npx skills add tensorflow/docs
#47

Plannotator

62 fitTrust 100Excellent 100

Annotate and review coding agent plans and code diffs visually, share with your team, send feedback to agents with one click.

Excellent quality, production candidate, and a strong fit for AMP workflows.

6.1K starsJun 12, 2026 pushProduction candidateTypeScriptCode Review
$ npx skills add backnotprop/plannotator
#48

OnlySwitch

62 fitTrust 100Excellent 100

⚙️ All-in-One menu bar app, hide 💻MacBook Pro's notch, dark mode, AirPods, Shortcuts

Excellent quality, production candidate, and a strong fit for AMP workflows.

5.7K starsMar 29, 2026 pushProduction candidateSwiftAI Agents
$ npx skills add jacklandrin/OnlySwitch

FAQ

AMP skills FAQ

What are the best skills for AMP?

The current top picks include Antigravity Awesome Skills, Open Code Review, Fallow. They are ranked by AMP workflow fit, quality, trust, adoption, and freshness.

How do I install skills for AMP?

Pick a AMP skill from the ranked shortlist. Open the skill detail page and review trust, audit, repository, and install signals. Use the install command or /api/skills/{slug}/install handoff in a sandbox workflow first.

Can an agent fetch this shortlist programmatically?

Yes. Use /api/skills/search for task-driven discovery or /api/agent/recommend for full recommendation payloads with install handoff links.