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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tomevault-io Bundle Material Design 3 LayoutApplies Material Design 3 Expressive layout, spacing, and size hierarchy principles including grid systems, responsive design, and elevation. Use this when working on page layouts, spacing, grids, responsive design, or when the user asks to apply Material Design 3 layout guidelines. Use when this capability is needed.
- tomevault-io Bundle Material Design 3 Motion
Applies Material Design 3 Expressive motion and animation principles to create natural, intuitive, and engaging user experiences. Use this when implementing animations, transitions, micro-interactions, or when the user asks to apply Material Design 3 motion guidelines. Use when this capability is needed.
- tomevault-io Bundle Response Optimization
This skill should be used when the user asks about "JSON flags", "token IDs", "cross-tool references", "progressive detail", "response optimization", "human and LLM readable", "automation flags", "confidence-based detail", or discusses optimizing MCP responses for both human and machine consumption. Provides patterns for human/LLM readable responses with automation-friendly structures. Use when this capability is needed.
- tomevault-io Bundle Standardbeagle Standardbeagle Tools Slop MCP Slop Migrate
Migrate MCP Configurations to slop-mcp
- tomevault-io Bundle C4 Architecture C4 Architecture
Generate comprehensive C4 architecture documentation for an existing repository/codebase using a bottom-up analysis approach. Use when this capability is needed.
- tomevault-io Bundle Code Documentation Code Explain
You are a code education expert specializing in explaining complex code through clear narratives, visual diagrams, and step-by-step breakdowns. Transform difficult concepts into understandable expl... Use when this capability is needed.
- tomevault-io Bundle Code Refactoring Refactor Clean
You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and refactor the provided code to improve its... Use when this capability is needed.
- tomevault-io Bundle Codebase Cleanup Refactor Clean
You are a code refactoring expert specializing in clean code principles, SOLID design patterns, and modern software engineering best practices. Analyze and refactor the provided code to improve its... Use when this capability is needed.
- tomevault-io Bundle Comprehensive Review Pr Enhance
You are a PR optimization expert specializing in creating high-quality pull requests that facilitate efficient code reviews. Generate comprehensive PR descriptions, automate review processes, and e... Use when this capability is needed.
- tomevault-io Bundle Security Scanning Security Sast
Static Application Security Testing (SAST) for code vulnerability Use when this capability is needed.
- tomevault-io Bundle Copilot Customization Selector
Help decide which GitHub Copilot customization to use (instructions, prompts, agents, or skills). Use this skill when users ask which customization type to create, want to understand the differences, or need guidance choosing between .instructions.md, .prompt.md, .agent.md, or SKILL.md files. Use when this capability is needed.
- tomevault-io Bundle Copilot Skill Builder
Create and maintain Agent Skills for VS Code and GitHub Copilot. Use this skill when setting up new skills, skill directories, or SKILL.md files. Helps scaffold project skills in .github/skills/ or personal skills in ~/.copilot/skills/. Use when this capability is needed.
- tomevault-io Bundle Tunatuna1002 Lab Amore Pacific RAG Kg Hybrid Agent Guides
Feature Planner
- tomevault-io Bundle Canvas Course Audit
Audit an entire Canvas LMS course against the Four Learning Design Pillars (Clear Structure, Active Content, Continuous Practice, Intuitive UX). Use when users want to evaluate course quality, identify improvement areas, or prepare for course redesign. Requires canvas-mcp server for course data access. Triggers on "audit course", "course review", "evaluate my course", or Canvas course IDs/codes. Use when this capability is needed.
- tomevault-io Bundle Repo Defining Workflows
Workflow pattern standards for creating multi-agent orchestrations including YAML frontmatter (name, description, tags, status, agents, parameters), execution phases (sequential/parallel/conditional), agent coordination patterns, and Gherkin success criteria. Essential for defining reusable, validated workflow processes. Use when this capability is needed.
- tomevault-io Bundle Machine Learning Engineering
Optimize and maintain XGBoost machine learning models for football predictions. Use when tuning hyperparameters, implementing feature engineering, analyzing model performance, or deploying ML models to production. Use when this capability is needed.
- tomevault-io Bundle Yedanyagamiai Cmd Openclaw MCP Servers Agentforge Compare
OpenClaw AgentForge Compare v2.0
- tomevault-io Bundle Create Vscode Instructions
Create VS Code custom instructions files (.instructions.md) and prompt files (.prompt.md) for GitHub Copilot. Use when creating agent rules, coding standards, module-specific instructions, or reusable prompts for VS Code projects. Includes YAML frontmatter format, markdown formatting standards, and file organization patterns. Use when this capability is needed.
- tomevault-io Bundle Creating Agent Teams
Use when facing a complex task that could benefit from multiple agents, parallel work, or specialized roles - triggers on "create a team", "parallelize", "multi-agent", or cross-layer implementation needs
Audited - tomevault-io Bundle Aaronbassett Agent Foundry Flutter Coreflutter Performance
Flutter Performance Optimization
- tomevault-io Bundle Krammeprresolve Reviewteam
Resolve review findings in parallel using multi-agent execution. Groups findings by file area and assigns to separate agents for faster resolution. Best when review has 5+ findings across different areas. Use when this capability is needed.
- tomevault-io Bundle Polymarket Paper Trader
Everyone's trading Polymarket with AI agents. Practice first — $10k paper money, real order books, zero risk. No wallet, no API keys, no real money. Then compete on the leaderboard. Use when this capability is needed.
- tomevault-io Bundle Test Spec Gen
Universal test specification generator that explores codebases, researches best practices, and generates comprehensive test specs via multi-agent orchestration. Outputs Hermes-style test specification documents with TC-XXX formatting, area segmentation, and optional Trello card conversion. Use when this capability is needed.
- tomevault-io Bundle Deep Research Synthesizer
Given outputs from 5 research sub-agents (time-sliced or partitioned), validate and synthesize them into a coherent, citation-backed Markdown deep research report with deduplication, contradiction handling, and explicit debug visibility when inputs are missing or malformed. Use when this capability is needed.
- tomevault-io Bundle Claude Automation Recommender
Analyze a codebase and recommend Claude Code automations (hooks, subagents, skills, plugins, MCP servers). Use when user asks for automation recommendations, wants to optimize their Claude Code setup, mentions improving Claude Code workflows, asks how to first set up Claude Code for a project, or wants to know what Claude Code features they should use. Use when this capability is needed.
- tomevault-io Bundle Araujomartin Angular Agent Skills Angular Access Modifiers
Version Support
- tomevault-io Bundle Arenukvern MCP Flutter Flutter MCP Toolkit Repo Maintainer
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- tomevault-io Bundle Pre Review
Check your branch before opening a PR (lint, format, tests, title) Use when this capability is needed.
- tomevault-io Bundle Avdlee Swift Testing Agent Skill Swift Testing Agent Skill
Swift Testing
- tomevault-io Bundle Business Continuity
Develop business continuity plans and impact analysis. Implement BCP testing and communication procedures. Use when building organizational resilience. Use when this capability is needed.
- tomevault-io Bundle Security Automation
Automate security workflows and remediation. Build security pipelines, automate compliance checks, and implement SOAR capabilities. Use when scaling security operations or implementing DevSecOps. Use when this capability is needed.
- tomevault-io Bundle Playwright Efficient Web Research
Use when you need web research or browser interaction with high token efficiency. Prefer Playwright CLI session-based navigation, snapshot refs, and targeted extraction over full-page fetches or verbose DOM dumps.
- tomevault-io Bundle Annotate Ask Playwright
INVOKE THIS SKILL when users ask questions about specific visual UI elements (e.g., "What is this button?", "What does this section do?", "Can you change this element's color?") or when they want to identify/discuss particular page components, and the agent lacks information to infer which part of the web page the user refers to. This skill lets users draw/circle elements instead of describing them. Use when this capability is needed.
- tomevault-io Bundle Subagent Prompt Longrun
為 Codex 產生長時間或 one-shot subagent 開發 prompt。用於使用者要求先閱讀目前 repo、理解 `Spec.md` / `AGENTS.md` / entrypoints / tests / build scripts 與可用 skills，再依使用者語言輸出一份可直接貼上的 prompt，驅動多個 subagents 完成完整開發、整合、測試與 e2e 交付。 Use when this capability is needed.
- tomevault-io Bundle Surrealdb Python
Master SurrealDB 2.3.x with Python for multi-model database operations including CRUD, graph relationships, vector search, and real-time queries. Use when working with SurrealDB databases, implementing graph traversal, semantic search with embeddings, or building RAG applications. Use when this capability is needed.
- tomevault-io Bundle Generate Server Card
Generate an MCP server card JSON (mcp-gateway-registry format) by analyzing server source code in a folder or GitHub URL. Studies code to detect server name, tools, transport, auth, and generates a registry-compatible config. Use when this capability is needed.
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 material-design-3-layout, material-design-3-motion, response-optimization. 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.