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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tools-only Bundle 2906 Mermaid Style Guide F4aaeebe<!-- Source: https://github.com/SuperiorByteWorks-LLC/agent-project | License: Apache-2.0 | Author: Clayton Young / Superior Byte Works, LLC (Boreal Bytes) -->
7 - tools-only Bundle 2141 Plugin Development 5c7d8c5f
Guide for developing custom benchmarks and extensions for mcpbr, including the Benchmark protocol, model providers, custom metrics, and end-to-end examples.
7 - tools-only Bundle 2561 LLM Assisted Setup 4f7a18d7
LLM Assisted Setup
7 - tools-only Bundle 728 Prompt Optimization Ccc38e0e
Prompt Optimization
7 - tools-only Bundle 1781 Copilot Instructions 310f347e
Copilot Coding Agent Instructions
7 - tools-only Bundle 1781 Copilot Instructions 727ce275
Copilot Coding Agent Instructions
7 - tools-only Bundle 2919 Surrogate Guidelines 146893b4
Surrogate Model Guidelines
7 - tools-only Bundle 2498 Sdlc Layer Agent Candidates 272ca777
SDLC Layer Separation Architecture — Agent Candidates
7 - tools-only Bundle 2629 2026 02 25 Kairn Memory MCP F1bffb51
Evaluation: Kairn — Knowledge Graph Memory MCP
7 - tools-only Bundle 2682 Preprocessing Decision Tree 69e150de
Decision Framework: Preprocessing vs LLM
7 - tools-only Bundle 2292 Complete Setup Guide 3a153fcd
Complete Setup Guide: MCP Gateway & Registry from Scratch
7 - tools-only Bundle 2292 Complete Setup Guide 6c03ede3
Complete Setup Guide: MCP Gateway & Registry from Scratch
7 - tools-only Bundle 2296 Metrics Architecture 43573c5b
MCP Gateway Metrics Architecture
7 - tools-only Bundle 3049 032 MCP Session Pool Fd39527c
ADR-032: MCP Session Pool for Connection Reuse
7 - tools-only Bundle 1048 System Prompt Design E24eb3f3
System Prompt Design
7 - tools-only Bundle 345 Evaluate Repository 4564c383
Repository Evaluation Prompt (Awesome-Claude-Code · Full Version)
7 - tools-only Bundle 340 Ephemeral Dependency 9333220a
Unit testing a model that depends on ephemeral model(s)
7 - tools-only Bundle 1370 Custom Model Provider 22aec3c4
Creating a Custom Model Provider
7 - tools-only Bundle 1589 Typescript MCP Server 292a1388
TypeScript MCP Server Implementation Guide
7 - tools-only Bundle 1589 Typescript MCP Server 86e3f251
TypeScript MCP Server Implementation Guide
7 - tools-only Bundle 1031 Strict Compilation Model 71729204
ADR 020: Strict Static Compilation Model
7 - tools-only Bundle 301 Devkitprompt Optimize 21511e5e
Prompt Optimization
7 - tools-only Bundle 2265 Anthropic Registry API F9d572f6
Anthropic MCP Registry API Documentation
7 - tools-only Bundle 2721 Forward Client Headers 239e5a02
Forward Client Headers to LLM API
7 - tools-only Bundle 2992 Implementation Summary Fd90d438
Product Design Skill - MCP Integration Implementation Summary
7 - tools-only Bundle 531 LLM Evaluation Frameworks B87239c5
LLM Evaluation Frameworks
7 - tools-only Bundle 727 Prompt Eval Opensource En Dc5023d6
Jailbreak Evaluation
7 - tools-only Bundle 601 Model Information API 46c2efb8
Model Information Api
7 - tools-only Bundle 098 Implementation Summary 76b7daad
LLM CLI Skill - Implementation Summary
7 - tools-only Bundle 427 Agent Skills Learnings 5965710d
Agent Skills learnings
7 - tools-only Bundle 646 03 Build Your First Agent 9a0db523
🤖 Build Your First Agent Challenge
7 - tools-only Bundle 1531 Adr 001 Agent Workflow Design F4f0da37
ADR-001: Seven-Step Agent Workflow Design
7 - tools-only Bundle 252 Multi Agent Patterns 349c3d38
Multi-agent Patterns
7 - tools-only Bundle 418 Kuyuchi Threat Model Eef4d743
Kuyuchi Clawdbot Threat Model (Pre-Implementation)
7 - tools-only Bundle 2571 00 Overview And Mental Model Cd0f38f1
00 Overview and Mental Model
7 - tools-only Bundle 643 MCP Builder Tools Guide 232ef699
Agent Builder MCP Tools - MCP Integration Guide
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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 2906-mermaid_style_guide_f4aaeebe, 2141-plugin-development_5c7d8c5f, 2561-llm_assisted_setup_4f7a18d7. 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.