AI & ML Agent Skills

AI & ML agent skills cover the machine-learning workflow itself: writing and evaluating prompts, building RAG pipelines, running evals, and wiring up model APIs. Each one is a SKILL.md file your agent loads on demand, so the know-how travels across Claude Code, Cursor, and 60+ agents.

AI & ML

5,020 skills

google-labs-code

Stitch Manage Design System

Manage design systems in Stitch using MCP tools, including retrieval of assets, creating or updating design systems, and applying them to screens.

6.4k · bundle

elevenlabs

Speech Engine

Add real-time voice conversations to a custom agent runtime using ElevenLabs Speech Engine, handling WebSocket servers, browser clients, and interruption-aware streaming.

363 · bundle

elevenlabs

Update Skills From Changelog

Update ElevenLabs agent skills from a merged weekly changelog, then open a pull request.

363

github

Noob Mode

Translates Copilot CLI prompts, errors, and technical output into plain English with color-coded risk indicators for non-technical users.

36.2k · bundle

github

Arize Trace

Downloads, exports, and inspects Arize traces and spans to debug LLM application behavior using the ax CLI.

36.2k · bundle

github

Arize Dataset

Manage Arize datasets and examples using the ax CLI: create, list, get, export, and append datasets for evaluation and experimentation.

36.2k · bundle

github

Phoenix Evals

Build and run evaluators for AI/LLM applications using Phoenix, covering error analysis, custom evaluators, experiments, and production monitoring.

36.2k · bundle

github

Breakdown Test

Generates comprehensive test strategies, task breakdowns, and quality assurance documentation for GitHub projects using ISTQB and ISO 25010 frameworks.

36.2k

github

Phoenix Tracing

Instrument LLM applications with OpenInference tracing for Phoenix AI observability, covering setup, custom spans, and production deployment.

36.2k · bundle

github

Secret Scanning

Configure and manage GitHub secret scanning, push protection, custom patterns, and alert remediation.

36.2k · bundle

github

Arize Annotation

Creates and manages annotation configs and annotation queues on Arize, and applies human annotations to project spans via the Python SDK.

36.2k · bundle

github

Prompt Optimizer

Transforms rough drafts, vague ideas, or task descriptions into polished, ready-to-send prompts for any LLM chat interface, with no placeholders or templates.

36.2k

github

Agent Supply Chain

Verify supply chain integrity for AI agent plugins, tools, and dependencies by generating SHA-256 manifests, detecting tampered files, auditing dependency pinning, and enforcing promotion gates.

36.2k

github

MCP Security Audit

Audit MCP server configurations for security issues including secrets exposure, shell injection, unpinned dependencies, and unapproved servers.

36.2k

github

Arize Instrumentation

Adds Arize AX tracing to LLM applications using a two-phase agent-assisted flow that analyzes the codebase before implementing instrumentation.

36.2k · bundle

github

Qdrant Search Quality

Diagnoses and improves Qdrant search relevance by isolating embedding model, configuration, or query strategy issues.

36.2k

github

Agent Owasp Compliance

Check any AI agent codebase against the OWASP Agentic Security Initiative (ASI) Top 10 risks, scanning for controls and generating a compliance report.

36.2k

github

Playwright Generate Test

Generates a Playwright test from a user-provided scenario by recording browser interactions via Playwright MCP, then saves and runs the test until it passes.

36.2k

github

Power Bi Dax Optimization

Analyzes and optimizes DAX formulas for better performance, readability, and maintainability in Power BI.

36.2k

github

Ruby MCP Server Generator

Generate a complete, production-ready MCP server project in Ruby using the official MCP Ruby SDK.

36.2k

github

Structured Autonomy Generate

Generates complete, copy-paste ready implementation documentation from a PR plan, including code blocks and verification checklists.

36.2k

github

MCP Copilot Studio Server Generator

Generates a complete MCP server implementation optimized for Microsoft Copilot Studio, including Power Platform connector schema, custom C# logic, and deployment configuration.

36.2k

github

Flowstudio Power Automate Governance

Govern Power Automate flows and Power Apps at scale by classifying business impact, detecting orphaned resources, auditing connectors, enforcing compliance, and computing archive scores — all without Dataverse or the CoE Starter Kit.

36.2k

trailofbits

Crypto Protocol Diagram

Extracts protocol message flow from source code, RFCs, academic papers, pseudocode, or formal models (ProVerif/Tamarin) and generates Mermaid sequence diagrams with cryptographic annotations.

6k · bundle

minimax-ai

Minimax Music Gen

Generate songs, instrumental tracks, and covers using the MiniMax Music API with basic or advanced control modes.

12.9k · bundle

bankrbot

Siwa

Authenticate AI agents with services using ERC-8004 onchain identity via Sign-In With Agent (SIWA).

1.2k · bundle

jeffallan

Django Expert

Build Django web applications and REST APIs with Django REST Framework, including models, serializers, viewsets, authentication, and testing.

10.4k · bundle

jeffallan

Spark Engineer

Write, optimize, and debug Apache Spark jobs for high-performance distributed data processing, ETL pipelines, and big data workloads.

10.4k · bundle

jeffallan

Prompt Engineer

Designs, optimizes, and evaluates prompts for LLMs, including structured outputs, chain-of-thought, and evaluation frameworks.

10.4k · bundle

jeffallan

Playwright Expert

Write robust, maintainable end-to-end tests with Playwright using Page Object Model, proper selectors, auto-waiting, and debugging workflows.

10.4k · bundle

inference-sh

Javascript Sdk

Integrate 250+ AI models into JavaScript/TypeScript apps with streaming, file uploads, and agent tooling.

584 · bundle

inference-sh

Seedance

Generate videos with synchronized audio using ByteDance Seedance 2.0 via the inference.sh CLI, supporting text-to-video, image-to-video, and reference-to-video modes up to 1080p.

584

inference-sh

Nano Banana

Generate images with Google Gemini native image models via the inference.sh CLI, supporting text-to-image, image editing, multi-image input, and various output options.

584

inference-sh

Text To Speech

Convert text to natural speech using multiple TTS models via the inference.sh CLI, with support for emotion steering, voice cloning, and multi-speaker dialogue.

584

inference-sh

AI Avatar Video

Generate AI avatar and talking head videos using inference.sh CLI with models like P-Video-Avatar, OmniHuman, Fabric, and PixVerse.

584

inference-sh

Background Removal

Remove backgrounds from images using BiRefNet and edit them with Reve via the inference.sh CLI.

584

Frequently asked questions

What are AI & ML agent skills?

Which AI & ML skills are most installed?

Popular AI & ML skills on SkillMD right now include phoenix-evals, siwa, prompt-engineer. Rankings shift as installs change; sort this page by "Most downloaded" for the live list.

Do AI & ML skills work with Claude Code and Cursor?

Yes. Every skill here ships as a SKILL.md file, an open format that works in Claude Code, Claude.ai, Cursor, Codex, Windsurf, and 60+ other agents. Install one with npx skillmds add <owner>/<name>, or copy the file into your agent's skills directory.