AI & ML

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.

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Alterlab Scikit Learn

Classical machine learning in Python with scikit-learn — algorithms, preprocessing, pipelines, and best-practice reference documentation. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, feature preprocessing, or building ML pipelines. Part of the AlterLab Academic Skills suite. Use when this capability is needed.

Sep 17
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Setup Claude Code Tracing

Set up and configure Arize tracing for Claude Code sessions or Agent SDK applications. Use when users want to set up tracing, configure Arize AX or Phoenix, create a new Arize project, get an API key, enable/disable tracing, or troubleshoot tracing issues. Triggers on "set up tracing", "configure Arize", "configure Phoenix", "enable tracing", "setup-claude-code-tracing", "create Arize project", "get Arize API key", "agent sdk tracing", or any request about connecting Claude Code or the Agent SDK to Arize or Phoenix for observability. Use when this capability is needed.

Sep 17
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Agentic System Reviewer

Use when reviewing agent PRDs, implementation plans, unfinished ideas, or agent code against the Production-grade agentic systems course, especially when scope, archetype, chapter relevance, or course-aligned design quality is uncertain.

Sep 17
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Smolagents

Use Hugging Face Smolagents framework for code-based agentic research with tool support. Supports multiple LLM providers and web search. Use when this capability is needed.

Sep 17
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Colrudev Job Candidate Matcher Langchain Agent Architecture

When to Use

Sep 17
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Typescript Node Expert

Expert TypeScript/Node.js developer for building high-quality, performant, and maintainable CLI tools and libraries. Enforces best practices, strict typing, and modern patterns. Use when this capability is needed.

Sep 17
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Instructor

Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library Use when this capability is needed.

Sep 17
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Didit Protocol Didit Agent Skills Didit Database Validation

Didit Database Validation API

Sep 17
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Backend Atomic Commit

Pedantic backend pre-commit + atomic-commit skill for Django/Optimo repos that enforces local AGENTS.md, repo-local docs, pre-commit hooks, and repo-local commit hygiene without AI signatures. Use when this capability is needed.

Sep 17
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Parallel Swarm Implementation

Loop 2 of the Three-Loop Integrated Development System. META-SKILL that dynamically compiles Loop 1 plans into agent+skill execution graphs. Queen Coordinator selects optimal agents from 86-agent registry and assigns skills (when available) or custom instructions. 9-step swarm with theater detection and reality validation. Receives plans from research-driven-planning, feeds to cicd-intelligent-recovery. Use for adaptive, theater-free implementation. Use when this capability is needed.

Sep 17
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Andrej Karpathy Skill

Apply Andrej Karpathy-inspired coding-agent guidelines in Codex. Use when writing, reviewing, debugging, or refactoring code to surface assumptions, avoid overengineering, keep edits surgical, and define verifiable success criteria. Use when this capability is needed.

Sep 17
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Eama Github Routing

Use when routing GitHub operations (issues, PRs, projects, releases) to the appropriate specialist agent. Trigger with GitHub-related requests.

Sep 17
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Obra Test Driven Development

Use when implementing new behavior or fixing bugs via tests-first (TDD) in VS Code Copilot Agent mode.

Sep 17
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Flux Point Studios Cardano Agent Skills Cardano CLI Staking

cardano-cli-staking

Sep 17
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Flux Point Studios Cardano Agent Skills Cardano CLI Wallets

cardano-cli-wallets

Sep 17
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A2a Sdk Patterns

SDK installation and setup patterns for Agent-to-Agent Protocol across Python, TypeScript, Java, C#, and Go. Use when implementing A2A protocol, setting up SDKs, configuring authentication, or when user mentions SDK installation, language-specific setup, or A2A integration. Use when this capability is needed.

Sep 17
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Forceinjection Domain Driven Design Skills Model Evaluation

Model Evaluation

Sep 17
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Exporting Agent Bundles

Create and export PABP agent bundles for cross-platform portable behavior Use when this capability is needed.

Sep 17
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Markdown Structure To YAML

Extract markdown document structure (headings, code blocks, lists) as YAML metadata - for token-efficient grep-friendly analysis Use when this capability is needed.

Sep 17
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Flow Next Export Context

Export RepoPrompt context for external LLM review (ChatGPT, Claude web, etc.). Use when you want to review code or plans with an external model. Triggers on /flow-next:export-context. Use when this capability is needed.

Sep 17
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Value Design All Only Text Data

価値デザインモデルの元となるTSVファイルをすべて作成（Phase 2） Use when this capability is needed.

Sep 17
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Helixdevelopment Helixagent Performing Security Code Review

Security Agent

Sep 17
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Quality Engineering Zephyr Coverage Analysis

Audit test coverage health, gaps, and QE debt for Jira stories or epics. Produces coverage_analysis_report.md with AC-to-TC heatmap, risk scores, and prioritized action plan. Use when assessing coverage percentage, pre-release readiness, sprint readiness, or identifying missing test cases. Do NOT use for TC creation — use zephyr-test-generation instead. Use when this capability is needed.

Sep 17
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Huangyuchuh Comfyui Skills Openclaw Comfyui Skills Openclaw

ComfyUI Agent SKILL

Sep 17
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Customercare MCP Builder

Build MCP servers for customer care agents following Watson Orchestrate specifications. Guides agents through tool creation, transaction patterns, authentication, widgets, and context management with strict adherence to reference specifications. Use when creating customer care MCP servers. Use when this capability is needed.

Sep 17
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Brushup Doc

指定された章のドキュメント（index.md）の文章品質を向上させ、内容を充実化する。わかりやすさ・読みやすさの改善と、説明の補足・Tips追加を行う。 Use when this capability is needed.

Sep 17
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Development Guides

Comprehensive development guides for advanced Kailash SDK features including custom node development, MCP development, async patterns, testing strategies, production deployment, RAG systems, security patterns, monitoring, and SDK internals. Use when asking about 'development guide', 'advanced features', 'custom node development', 'async node development', 'MCP development', 'production deployment', 'testing strategies', 'RAG implementation', 'security patterns', 'monitoring setup', 'circuit breaker', 'compliance', 'edge computing', or 'SDK internals'. Use when this capability is needed.

Sep 17
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Blockbench Plugins

Blockbench plugin/extension development for the 3D modeling tool. Use when creating, modifying, or debugging JavaScript plugins for Blockbench including actions, dialogs, panels, menus, toolbars, model manipulation, animation APIs, and custom formats/codecs. Triggers on Blockbench plugin, Blockbench extension, Blockbench API, BBPlugin, model editor plugin, or 3D modeling tool extension. Use when this capability is needed.

Sep 17
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Jeremylongshore Claude Code Plugins Plus Skills YAML Master

YAML Master Agent

Sep 17
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Authoring Stitch Prompts

Converts natural-language descriptions or UI spec files into optimized Google Stitch prompts. Use when creating, refining, or validating design directives for Google Stitch. Use when user says "create a Stitch prompt", "optimize this for Stitch", "convert this spec to a Stitch prompt", "write a UI prompt", or mentions Google Stitch prompt authoring. Follows Stitch best practices with short, directive prompts focused on screens, structure, and visual hierarchy.

Audited Sep 17
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Javascriptkit

Assist Swift developers who consume JavaScriptKit for WebAssembly development Use when this capability is needed.

Sep 17
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Takemi Ohama AI Agent Marketplace Corder Code Templates

Corder Code Templates Skill

Sep 17
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Taylorwilsdon Google Workspace MCP Google Workspace MCP

Google Workspace -- Tool Router

Sep 17
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Team Attention Plugins For Claude Natives Agent Council

Project Instructions (Codex)

Sep 17
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Gemini Gemini API Dev

Build Gemini API integrations with verified source evidence, environment separation, request/response validation, safety settings, and testable examples. Use when expanding, reviewing, or operating Gemini CLI skills, rules, prompt kits, provider lanes, or generated-code handoffs in the TechTide skill library. Use when this capability is needed.

Sep 17
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Git Pr Workflows Git Workflow

Orchestrate a comprehensive git workflow from code review through PR creation, leveraging specialized agents for quality assurance, testing, and deployment readiness. This workflow implements modern g Use when this capability is needed.

Sep 17

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 alterlab-scikit-learn, setup-claude-code-tracing, agentic-system-reviewer. Rankings shift as installs change; sort this page by "Most installs" 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@latest add <owner>/<name>, or copy the file into your agent's skills directory.