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
3.1M
Stars
72
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

FreeCodeCamp

72 fitTrust 89Excellent 100@freeCodeCamp

freeCodeCamp.org's open-source codebase and curriculum. Learn math, programming, and computer science for free.

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

448K starsJun 16, 2026 pushProduction candidateTypeScriptEducation
$ npx skills add freeCodeCamp/freeCodeCamp
#2

Code Review

72 fitTrust 89Excellent 100@mattpocock

Review a branch or diff against repository standards and the originating spec in two independent analysis passes.

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

169K starsJul 13, 2026 pushProduction candidateClaude CodeCodex
$ npx skills add mattpocock/skills --skill code-review
#3

Grill With Docs

71 fitTrust 85Excellent 100@mattpocock

A relentless interview that pressure-tests a plan against the codebase, sharpens domain language, and updates CONTEXT.md and ADRs when decisions become durable.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

165K starsJul 10, 2026 pushStrong shortlistClaude CodeCodex
$ npx skills add mattpocock/skills --skill grill-with-docs
#4

To Spec

71 fitTrust 85Excellent 100@mattpocock

Turn the current conversation and codebase context into a structured implementation spec, then publish it to the configured project issue tracker.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

165K starsJul 10, 2026 pushStrong shortlistClaude CodeCodex
$ npx skills add mattpocock/skills --skill to-spec
#5

Agent Skills For Context Engineering

71 fitTrust 90Excellent 100@muratcankoylan

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 starsJul 14, 2026 pushProduction candidatePythonAI Agents
$ npx skills add muratcankoylan/Agent-Skills-for-Context-Engineering
#6

Drawio Skill

69 fitTrust 88Excellent 100@Agents365-ai

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.

7.4K starsAug 5, 2026 pushProduction candidatePythonAI Agents
$ npx skills add Agents365-ai/drawio-skill
#7

Humanlayer

68 fitTrust 85Excellent 96@humanlayer

The best way to get AI coding agents to solve hard problems in complex codebases.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

11K starsJun 19, 2026 pushStrong shortlistTypeScriptCoding Agent
$ npx skills add humanlayer/humanlayer
#8

Open Design

63 fitTrust 89Excellent 100@nexu-io

🎨 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.

88K starsAug 17, 2026 pushProduction candidateTypeScriptAI Agents
$ npx skills add nexu-io/open-design
#9

Gitea

63 fitTrust 88Excellent 100@go-gitea

Git with a cup of tea! Painless self-hosted all-in-one software development service, including Git hosting, code review, team collaboration, package registry and CI/CD

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

56K starsJun 16, 2026 pushProduction candidateGoGitHub
$ npx skills add go-gitea/gitea
#10

Apple Design

63 fitTrust 90Excellent 100@emilkowalski

Apple's approach to interface design and fluid, physical motion, translated for the web. Use when building or reviewing gesture-driven UI, spring animations, drag/swipe/sheet interactions, momentum and interruptible transitions, translucent materials and depth, typography (optical sizing, tracking, leading), reduced-motion, or the design foundations (feedback, spatial consistency, restraint) behind Apple-style interfaces.

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

34K starsAug 21, 2026 pushProduction candidateClaude CodeCodex
$ npx skills@latest add emilkowalski/skills
#11

Umami

63 fitTrust 89Excellent 100@umami-software

Umami is a modern, privacy-focused analytics platform. An open-source alternative to Google Analytics, Mixpanel and Amplitude.

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

37K starsJun 16, 2026 pushProduction candidateTypeScriptAnalytics
$ npx skills add umami-software/umami
#12

Vercel React Best Practices

63 fitTrust 90Excellent 100@vercel-labs

React and Next.js performance guidance for writing, reviewing, and refactoring production UI code.

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

32K starsAug 28, 2026 pushProduction candidateCodexClaude Code
$ npx skills add vercel-labs/agent-skills --skill vercel-react-best-practices
#13

To Tickets

63 fitTrust 87Excellent 100@mattpocock

Break a plan, spec, or conversation into independently actionable tracer-bullet tickets with explicit blocking relationships.

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

177K starsJul 17, 2026 pushProduction candidateClaude CodeCodex
$ npx skills add mattpocock/skills --skill to-tickets
#14

Implement

63 fitTrust 87Excellent 100@mattpocock

Implement work from an approved spec or ticket set, run focused and full tests, invoke code review, and commit the result to the current branch.

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

176K starsJul 17, 2026 pushProduction candidateClaude CodeCodex
$ npx skills add mattpocock/skills --skill implement
#15

Understand Anything

63 fitTrust 87Excellent 100@Egonex-AI

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini CLI, and more.

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

75K starsJul 18, 2026 pushProduction candidateTypeScriptKnowledge Graph
$ npx skills add Egonex-AI/Understand-Anything
#16

Tesseract

62 fitTrust 86Excellent 100@tesseract-ocr

Tesseract Open Source OCR Engine (main repository)

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

75K starsJun 13, 2026 pushProduction candidateC++OCR
$ npx skills add tesseract-ocr/tesseract
#17

Gpt4free

62 fitTrust 86Excellent 100@xtekky

The official gpt4free repository | various collection of powerful language models | opus 4.6 gpt 5.3 kimi 2.5 deepseek v3.2 gemini 3

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

66K starsJun 14, 2026 pushProduction candidatePythonChatbot
$ npx skills add xtekky/gpt4free
#18

Academic Research Skills

62 fitTrust 87Excellent 100@Imbad0202

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

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

38K starsJul 18, 2026 pushProduction candidatePythonResearch
$ npx skills add Imbad0202/academic-research-skills
#19

Harness

62 fitTrust 87Excellent 100@harness

Harness Open Source is an end-to-end developer platform with Source Control Management, CI/CD Pipelines, Hosted Developer Environments, and Artifact Registries.

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

37K starsJun 15, 2026 pushProduction candidateGoCI/CD
$ npx skills add harness/harness
#20

Erpnext

62 fitTrust 87Excellent 100@frappe

Free and Open Source Enterprise Resource Planning (ERP)

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

36K starsJun 16, 2026 pushProduction candidatePythonHealth Data
$ npx skills add frappe/erpnext
#21

Graphify

62 fitTrust 85Excellent 100@Graphify-Labs

A tool that converts codebases, SQL schemas, and other files into queryable knowledge graphs for AI coding assistants.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

92K starsJul 20, 2026 pushStrong shortlistPython
$ npx skills add Graphify-Labs/graphify
#22

AFFiNE

62 fitTrust 85Excellent 100@toeverything

There can be more than Notion and Miro. AFFiNE(pronounced [ə‘fain]) is a next-gen knowledge base that brings planning, sorting and creating all together. Privacy first, open-source, customizable and ready to use.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

69K starsJun 15, 2026 pushStrong shortlistTypeScriptMarkdown
$ npx skills add toeverything/AFFiNE
#23

Oh My Openagent

62 fitTrust 85Excellent 100@code-yeongyu

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

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

63K starsJun 19, 2026 pushStrong shortlistTypeScriptAI Agents
$ npx skills add code-yeongyu/oh-my-openagent
#24

Terraform

62 fitTrust 85Excellent 100@hashicorp

Terraform enables you to safely and predictably create, change, and improve infrastructure. It is a source-available tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

49K starsJun 16, 2026 pushStrong shortlistGoTerraform
$ npx skills add hashicorp/terraform
#25

Archify

62 fitTrust 85Excellent 100@tt-a1i

Any agent Skill: generate beautiful architecture diagrams with dark/light theme toggle and PNG/JPEG/WebP/SVG export

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

47K starsSep 4, 2026 pushStrong shortlistJavaScriptAI Agents
$ npx skills add tt-a1i/archify
#26

Cognee

62 fitTrust 88Excellent 100@topoteretes

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.

30K starsAug 23, 2026 pushProduction candidatePythonVector Search
$ npx skills add topoteretes/cognee
#27

Dapr

62 fitTrust 89Excellent 100@dapr

Dapr is a portable runtime for building distributed applications across cloud and edge, combining event-driven architecture with workflow orchestration.

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

26K starsJun 15, 2026 pushProduction candidateGoKubernetes
$ npx skills add dapr/dapr
#28

Web Design Guidelines

62 fitTrust 87Excellent 100@vercel-labs

Review UI code for web interface guidelines, UX quality, accessibility, and interaction design best practices.

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

32K starsAug 28, 2026 pushProduction candidateCodexClaude Code
$ npx skills add vercel-labs/agent-skills --skill web-design-guidelines
#29

Nautilus Trader

62 fitTrust 89Excellent 100@nautechsystems

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

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

23K starsJun 14, 2026 pushProduction candidateRustSports Analytics
$ npx skills add nautechsystems/nautilus_trader
#30

Skills

62 fitTrust 84Excellent 100@anthropics

Public repository for Agent Skills

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

171K starsAug 21, 2026 pushStrong shortlistPythonAI Agents
$ npx skills add anthropics/skills
#31

Cs Video Courses

62 fitTrust 84Excellent 100@Developer-Y

List of Computer Science courses with video lectures.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

82K starsJun 15, 2026 pushStrong shortlistMachine Learning
$ npx skills add Developer-Y/cs-video-courses
#32

WhisperX

62 fitTrust 89Excellent 100@m-bain

WhisperX: Automatic Speech Recognition with Word-level Timestamps (& Diarization)

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

23K starsJun 3, 2026 pushProduction candidatePythonSpeech
$ npx skills add m-bain/whisperX
#33

Devdocs

62 fitTrust 85Excellent 100@freeCodeCamp

API Documentation Browser

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

39K starsJun 18, 2026 pushStrong shortlistRubyDeveloper Tools
$ npx skills add freeCodeCamp/devdocs
#34

Deploy to Vercel

62 fitTrust 86Excellent 100@vercel-labs

Deploy applications and websites to Vercel, including preview deployments and shareable deployment links.

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

32K starsAug 28, 2026 pushProduction candidateCodexClaude Code
$ npx skills add vercel-labs/agent-skills --skill deploy-to-vercel
#35

Linera Protocol

62 fitTrust 86Excellent 100@linera-io

Main repository for the Linera protocol

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

32K starsJun 29, 2026 pushProduction candidateRustBlockchain
$ npx skills add linera-io/linera-protocol
#36

Coze Studio

62 fitTrust 89Excellent 100@coze-dev

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
#37

Microservices Demo

62 fitTrust 89Excellent 100@GoogleCloudPlatform

Sample cloud-first application with 10 microservices showcasing Kubernetes, Istio, and gRPC.

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

20K starsJun 11, 2026 pushProduction candidateGoKubernetes
$ npx skills add GoogleCloudPlatform/microservices-demo
#38

Planning With Files

62 fitTrust 87Excellent 100@OthmanAdi

Persistent file-based planning for AI coding agents and long-running agentic tasks. Crash-proof markdown plans that survive context loss and /clear, plus a deterministic completion gate and multi-agent shared state on disk. Manus-style. Works with Claude Code, Codex CLI, Cursor, Kiro, OpenCode and 60+ agents via the SKILL.md standard.

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

27K starsSep 7, 2026 pushProduction candidatePythonAI Agents
$ npx skills add OthmanAdi/planning-with-files
#39

Review Animations

62 fitTrust 90Excellent 100@emilkowalski

Reviews animation and motion code against a high craft bar derived from Emil Kowalski's design engineering philosophy. Default to flagging; approval is earned.

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

18K starsJul 15, 2026 pushProduction candidateClaude CodeCodex
$ npx skills@latest add emilkowalski/skills
#40

Generator Jhipster

62 fitTrust 88Excellent 100@jhipster

JHipster is a development platform to quickly generate, develop, & deploy modern web applications & microservice architectures.

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

22K starsJun 16, 2026 pushProduction candidateTypeScriptKubernetes
$ npx skills add jhipster/generator-jhipster
#41

Pm Skills

62 fitTrust 88Excellent 100@phuryn

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.

22K starsJul 3, 2026 pushProduction candidateAI AgentsClaude Code
$ npx skills add phuryn/pm-skills
#42

Equity Research Earnings Analysis

62 fitTrust 83Excellent 100@anthropics

Create a structured post-earnings equity research update with key metrics, estimate changes, charts, and thesis review.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

39K starsSep 21, 2026 pushStrong shortlistClaude CodeCodex
$ npx -y skills add anthropics/financial-services --skill earnings-analysis
#43

Portfolio Monitoring

62 fitTrust 83Excellent 100@anthropics

Review portfolio-company financial packages, flag variance to plan, and prepare monitored KPI summaries.

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

39K starsSep 21, 2026 pushStrong shortlistClaude CodeCodex
$ npx -y skills add anthropics/financial-services --skill portfolio-monitoring
#44

D2

62 fitTrust 86Excellent 100@terrastruct

D2 is a modern diagram scripting language that turns text to diagrams.

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

24K starsApr 24, 2026 pushProduction candidateGoDeveloper Tools
$ npx skills add terrastruct/d2
#45

Temporal

62 fitTrust 87Excellent 100@temporalio

Temporal service

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

21K starsJun 16, 2026 pushProduction candidateGoWorkflow
$ npx skills add temporalio/temporal
#46

ChatDev

62 fitTrust 83Excellent 100@OpenBMB

Use multi-agent collaboration for software development

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

34K starsJun 29, 2026 pushStrong shortlistPythonMulti-Agent
$ npx skills add OpenBMB/ChatDev
#47

Ipython

62 fitTrust 88Excellent 100@ipython

Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.

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

17K starsJun 15, 2026 pushProduction candidatePythonNotebook
$ npx skills add ipython/ipython
#48

RAG Techniques

61 fitTrust 84Excellent 100@NirDiamant

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

Excellent quality, strong shortlist, and a strong fit for AMP workflows.

28K starsJun 17, 2026 pushStrong shortlistJupyter NotebookSemantic Search
$ npx skills add NirDiamant/RAG_Techniques

FAQ

AMP skills FAQ

What are the best skills for AMP?

The current top picks include FreeCodeCamp, Code Review, Grill With Docs. 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.