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
github Integrate Context Matic
Integrates third-party APIs by discovering available SDKs, getting integration guidance, and looking up models and endpoints via the context-matic MCP server.
36.2k
github Salesforce Apex Quality
Enforces bulk-safety rules, sharing model requirements, CRUD/FLS security, SOQL injection prevention, PNB test coverage, and modern Apex idioms for Salesforce development.
36.2k
github Add Educational Comments
Transform code files into learning resources by adding educational comments that explain syntax, idioms, and design choices.
36.2k
github Github Actions Hardening
Reviews and hardens GitHub Actions workflows against injection, privilege escalation, supply-chain, and token-scoping risks that pattern matchers miss.
36.2k · bundle
github PHP MCP Server Generator
Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK.
36.2k
github Structured Autonomy Plan
Collaborates with users to design structured development plans broken into testable commits, with research and clarification steps.
36.2k
github Arize Prompt Optimization
Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations from Arize AI.
36.2k · bundle
github Draw Io Diagram Generator
Generate, edit, and validate draw.io diagram files (.drawio) with correct mxGraph XML structure for flowcharts, architecture, sequence, ER, and UML diagrams.
36.2k · bundle
github Java MCP Server Generator
Generate a complete, production-ready Model Context Protocol server project in Java using the official MCP Java SDK with Maven or Gradle.
36.2k
github MCP Create Adaptive Cards
Add Adaptive Card response templates to MCP-based API plugins for visual data presentation in Microsoft 365 Copilot.
36.2k
github Microsoft Agent Framework
Create, update, refactor, explain, or review Microsoft Agent Framework solutions using shared guidance plus language-specific references for .NET and Python.
36.2k · bundle
github Rust MCP Server Generator
Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK.
36.2k
github Nano Banana Pro Openrouter
Generate or edit images via OpenRouter using the Gemini 3 Pro Image model, with support for prompt-only generation, single-image edits, and multi-image compositing at 1K/2K/4K resolutions.
36.2k · bundle
github Playwright Explore Website
Explores websites using Playwright to identify core features and generate test cases.
36.2k
github Readme Blueprint Generator
Generates a comprehensive README.md by analyzing project documentation files in .github/copilot and copilot-instructions.md.
36.2k
github Swift MCP Server Generator
Generate a complete, production-ready Model Context Protocol server project in Swift using the official MCP Swift SDK.
36.2k
github Adobe Illustrator Scripting
Write, debug, and optimize Adobe Illustrator automation scripts using ExtendScript (JavaScript/JSX). Covers the complete object model, coordinate system, measurement units, export workflows, and best practices.
36.2k · bundle
github Kotlin MCP Server Generator
Generates a complete Kotlin MCP server project with Gradle structure, dependencies, and implementation using the official kotlin-sdk library.
36.2k
github Python MCP Server Generator
Generate a complete MCP server project in Python with tools, resources, and proper configuration using uv and the MCP SDK.
36.2k
github MCP Create Declarative Agent
Creates a declarative agent for Microsoft 365 Copilot by integrating an MCP server with authentication, tool selection, and configuration.
36.2k
github Power Bi Model Design Review
Evaluates Power BI data model architecture, relationships, storage modes, and performance to identify optimization opportunities and ensure adherence to best practices.
36.2k
github Structured Autonomy Implement
Executes a predefined implementation plan step by step, updating progress inline and running build or test commands.
36.2k
github Qdrant Search Quality Diagnosis
Diagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.
36.2k
github Typescript MCP Server Generator
Generate a complete, production-ready MCP server project in TypeScript with tools, resources, and proper configuration.
36.2k
github Breakdown Feature Implementation
Creates detailed technical implementation plans for features based on a Feature PRD, including system architecture, database schema, API design, and frontend component hierarchy.
36.2k
github Remember Interactive Programming
Reminds the agent to act as an interactive programmer using a live REPL for exploration and modification, with structural editing and todo list management.
36.2k
github Write Coding Standards From File
Analyze existing code files to generate a project-specific coding standards document, with options for templates, README insertion, and inconsistency detection.
36.2k
github Acreadiness Generate Instructions
Generate tailored AI agent instruction files for VS Code Copilot and other coding agents, using AgentRC to analyze your codebase and produce flat or nested instruction files with optional per-area scoping.
36.2k
github Playwright Automation Fill In Form
Automates filling in a Microsoft Forms form using Playwright MCP, with a review step before submission.
36.2k
github Power Platform MCP Connector Suite
Generate complete Power Platform custom connectors with Model Context Protocol integration for Copilot Studio, including schema generation, validation, troubleshooting, and certification preparation.
36.2k
github AI Prompt Engineering Safety Review
Analyzes prompts for safety, bias, security vulnerabilities, and effectiveness, providing detailed improvement recommendations with frameworks, testing methodologies, and educational content.
36.2k
github Power Bi Report Design Consultation
Guides the design of effective, user-friendly, and accessible Power BI reports with optimal chart selection and layout design.
36.2k
github Qdrant Scaling Query Volume
Optimizes Qdrant query performance for large limits across multiple shards by using Poisson-distributed subsampling to reduce inter-shard data transfer.
36.2k
github Flowstudio Power Automate Monitoring
Monitor Power Automate flow health, failure rates, and tenant assets through the FlowStudio MCP cached store with governance metadata and remediation hints.
36.2k
github Power Bi Performance Troubleshooting
Systematically diagnose and resolve performance issues in Power BI models, reports, and queries using a structured troubleshooting methodology.
36.2k
github Qdrant Search Strategies
Guides selection of Qdrant search strategies including hybrid search, reranking, relevance feedback, MMR, and discovery APIs to improve retrieval quality.
36.2k
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 microsoft-agent-framework, github-actions-hardening, arize-prompt-optimization. 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.