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
samuraigpt
Muapi Photo Pack Generator
Generate a pack of professional or aesthetic photos from a single reference image while preserving the exact identity of the person.
3.7k · bundle
samuraigpt
Muapi Character Story Video
Generates a multi-part animated story video by establishing a consistent character, creating sequential scenes, and animating them using image generation and image-to-video models.
3.7k
samuraigpt
Muapi Jewelry Product Video
Generates luxury jewelry product videos with high-end commercial cinematography and macro animation using AI image and video generation.
3.7k
samuraigpt
Muapi Animal Video Generator
Generates a humorous, ultra-realistic video of an anthropomorphic animal vlogger in a real-world setting using AI image and video generation.
3.7k
samuraigpt
Muapi Giant Product Showcase
Creates a dramatic 'giant product' visual by compositing a product image into a scene where it appears building-sized next to a person, with an optional animation step.
3.7k
samuraigpt
Muapi Product Showcase Video
Generates a dynamic product advertisement image with flying ingredients, then animates it into a cinematic product showcase video.
3.7k
samuraigpt
Muapi Product Video Ad Maker
Turns a product photo into a cinematic video advertisement using AI rendering and animation.
3.7k
samuraigpt
Muapi Cartoon Dance Animation
Generates a Pixar-style 3D cartoon character from a photo and animates it with a reference dance video using the MuAPI platform.
3.7k
samuraigpt
Muapi Action Figure Generator
Turns a person's photo into a custom 3D action figure with collectible toy packaging.
3.7k
samuraigpt
Muapi Selfie With Celebrities
Generates a realistic behind-the-scenes selfie of the user with a celebrity from a specified movie, with an option to create a cinematic video connecting multiple selfies.
3.7k
samuraigpt
Muapi Storyboard To Cooking Video
Generates a 15-second cinematic cooking tutorial video from a single person photo, using a two-step process that first creates a composite reference sheet and then animates the full sequence with consistent character and environment.
3.7k
juliusbrussee
Cavecrew
Decides when to delegate to compressed-output subagents (investigator, builder, reviewer) instead of using vanilla agents, saving main-context tokens across long sessions.
· bundle
huggingface
Hf Cloud Sagemaker Deployment Planner
Plans and coordinates the deployment of a model to Amazon SageMaker AI, selecting the appropriate pathway (real-time, serverless, async, batch, or Bedrock CMI) based on model type, traffic, latency, and cost constraints.
10.8k
antigravity
AI Analyzer
Integrates multi-dimensional health data to detect anomalies, predict risks (hypertension, diabetes, cardiovascular), and generate personalized recommendations and interactive HTML reports.
42.4k
antigravity
Copilot Sdk
Build applications that programmatically interact with GitHub Copilot using an SDK that wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server integration, and streaming across Node.js, Python, Go, and .NET.
42.4k
antigravity
Lambda Lang
Enables compact, machine-native agent-to-agent messaging using a shared vocabulary of 340+ 2-character atoms across 7 domains, achieving 3x compression over natural language.
42.4k
antigravity
MCP Builder
Guides the creation of MCP servers that enable LLMs to interact with external services through well-designed tools.
42.4k · bundle
antigravity
Mesh Memory
Provides persistent, self-hosted semantic memory for AI agents via MCP, storing worklogs, decisions, and notes in PostgreSQL with pgvector for meaning-based retrieval across sessions.
42.4k
antigravity
Ml Engineer
Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks, including model serving, feature engineering, A/B testing, and monitoring.
42.4k
muratcankoylan
Self Improvement Loops
Designs and governs recursive self-improvement loops where an agent mines its own failures and proposes edits to its own harness, prompts, or workflow, covering acceptance gates, diversity preservation, and the optimization ladder.
16.9k · bundle
thedotmack
Knowledge Agent
Build and query AI-powered knowledge bases from claude-mem observations, enabling focused conversational sessions on specific topics.
jakubantalik
Refine Live
Polls a local relay for animation-refinement jobs from the Timeline Inspector, posts suggestions or applies changes to transition code.
google-gemma
Gemma Dev
Selects the right Gemma model for a task, recommends deployment tooling (Gradio, Transformers.js, Vertex AI, MLX), and applies optimizations like MTP and QAT.
· bundle
kitlangton
Code Walkthrough
Guide a visible, verified code walkthrough in Neovim with Terminal Control and Navi, optionally recording the presentation with OBS or retaining terminal evidence.
heygen
Media Use
Resolves, generates, and operates on media assets (audio, images, icons, logos, voice, color grades, LUTs) for HyperFrames projects, using a local cache and the HeyGen CLI for free-usage catalog search and TTS.
· bundle
dontbesilent2025
Dbs Bridge
Bridge any skill folder or directory of skill folders to Claude Code, Codex, generic Agents, and Grok using symlinks plus Grok bridge files.
· bundle
dontbesilent2025
Dbs Knowledge
Turns a local folder into a searchable, maintainable knowledge base for AI agents, handling setup, navigation, content ingestion, querying, and health checks without external databases or RAG systems.
dontbesilent2025
Dbs Good Question
Transforms fuzzy problems into structured briefs that AI agents can reason about, critique, and act upon, while evaluating how much of the problem can be automated.
kkkkhazix
Aihot
查询 AI HOT 的中文 AI 资讯、精选、当前热点和日报,通过公开只读 API 获取实时数据。
· bundle
voltagent
Bmw Design Analysis
Documents the design system of BMW's corporate website, including color palette, typography, spacing, and layout tokens for UI implementation.
50.9k · bundle
voltagent
Claude Design Analysis
Documents the warm, editorial design system of Claude.com, including color palette, typography, spacing, and surface modes for consistent brand implementation.
50.9k · bundle
zhaoxuya520
LLM Security
Conduct authorized security assessments of LLM applications and AI agents, covering prompt injection, tool abuse, RAG exposure, memory poisoning, and model supply-chain risks.
12.8k · bundle
zhaoxuya520
Malware Analysis
Analyze suspected malware through static, dynamic, and behavioral techniques, including IOC extraction, YARA or Sigma rules, sandboxing, and anti-analysis behavior detection.
12.8k · bundle
zhaoxuya520
Competition Agent Cloud
Specialized CTF sandbox skill for analyzing prompt-to-tool chains, deployment drift, and supply-chain provenance in cloud, container, and CI/CD environments.
12.8k · bundle
zhaoxuya520
Competition Prompt Injection
Analyzes prompt injection, retrieval poisoning, memory contamination, planner drift, and tool-boundary abuse in agentic systems, mapping trust boundaries and proving exploit chains.
12.8k · bundle
gavdalf
Total Recall
Compresses conversation transcripts into prioritized notes using an LLM observer, consolidates them when they grow, and recovers any missed sessions without a database or vector store.
272 · bundle

Frequently asked questions

What are 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.

Which AI & ML skills are most installed?

Popular AI & ML skills on SkillMD right now include self-improvement-loops, mcp-builder, BMW-design-analysis. 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.