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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github Skill Onboard Context MaticGuides users through an interactive tour of the context-matic MCP server, explaining its purpose and demonstrating all available APIs with live tool calls.
36.2k - github Bundle Slang Shader Engineer
Write, review, refactor, and optimize Slang shader code for graphics, compute, tessellation, and ray tracing pipelines with cross-compilation support.
Audited 36.2k - github Skill Typespec Create Agent
Generate a complete TypeSpec declarative agent with instructions, capabilities, and conversation starters for Microsoft 365 Copilot.
Audited 36.2k - github Skill Qdrant Model Migration
Guides embedding model migration in Qdrant without downtime, covering alias swap, side-by-side, and hybrid search strategies.
Audited 36.2k - github Skill Convert Plaintext To Md
Converts plain text or generic text-based documentation files to properly formatted markdown, using explicit instructions, documented options, or a reference file as a template.
Audited 36.2k - github Skill Git Flow Branch Creator
Analyzes current git changes and creates an appropriate branch following the Git Flow branching model.
Audited 36.2k - github Skill Go MCP Server Generator
Generate a complete Go MCP server project with proper structure, dependencies, and implementation using the official github.com/modelcontextprotocol/go-sdk.
Audited 36.2k - github Skill 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 Skill 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.
Audited 36.2k - github Skill Add Educational Comments
Transform code files into learning resources by adding educational comments that explain syntax, idioms, and design choices.
Audited 36.2k - github Bundle Github Actions Hardening
Reviews and hardens GitHub Actions workflows against injection, privilege escalation, supply-chain, and token-scoping risks that pattern matchers miss.
Audited 36.2k - github Skill PHP MCP Server Generator
Generate a complete PHP Model Context Protocol server project with tools, resources, prompts, and tests using the official PHP SDK.
Audited 36.2k - github Skill Structured Autonomy Plan
Collaborates with users to design structured development plans broken into testable commits, with research and clarification steps.
Audited 36.2k - github Bundle Arize Prompt Optimization
Optimizes, improves, and debugs LLM prompts using production trace data, evaluations, and annotations from Arize AI.
36.2k - github Bundle 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 - github Skill 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.
Audited 36.2k - github Skill MCP Create Adaptive Cards
Add Adaptive Card response templates to MCP-based API plugins for visual data presentation in Microsoft 365 Copilot.
Audited 36.2k - github Bundle 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 - github Skill Rust MCP Server Generator
Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK.
Audited 36.2k - github Bundle 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 - github Skill Playwright Explore Website
Explores websites using Playwright to identify core features and generate test cases.
Audited 36.2k - github Skill Readme Blueprint Generator
Generates a comprehensive README.md by analyzing project documentation files in .github/copilot and copilot-instructions.md.
Audited 36.2k - github Skill Swift MCP Server Generator
Generate a complete, production-ready Model Context Protocol server project in Swift using the official MCP Swift SDK.
Audited 36.2k - github Bundle 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 - github Skill Kotlin MCP Server Generator
Generates a complete Kotlin MCP server project with Gradle structure, dependencies, and implementation using the official kotlin-sdk library.
Audited 36.2k - github Skill Python MCP Server Generator
Generate a complete MCP server project in Python with tools, resources, and proper configuration using uv and the MCP SDK.
Audited 36.2k - github Skill MCP Create Declarative Agent
Creates a declarative agent for Microsoft 365 Copilot by integrating an MCP server with authentication, tool selection, and configuration.
Audited 36.2k - github Skill 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.
Audited 36.2k - github Skill Structured Autonomy Implement
Executes a predefined implementation plan step by step, updating progress inline and running build or test commands.
Audited 36.2k - github Skill Qdrant Search Quality Diagnosis
Diagnoses Qdrant search quality issues by isolating causes like HNSW approximation, quantization, embedding model, or search pipeline problems.
Audited 36.2k - github Skill Typescript MCP Server Generator
Generate a complete, production-ready MCP server project in TypeScript with tools, resources, and proper configuration.
36.2k - github Skill 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.
Audited 36.2k - github Skill 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.
Audited 36.2k - github Skill 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 Skill 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 Skill Playwright Automation Fill In Form
Automates filling in a Microsoft Forms form using Playwright MCP, with a review step before submission.
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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 qdrant-model-migration, python-mcp-server-generator, java-mcp-server-generator. 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.