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 Langgraph Agent PatternsImplement multi-agent coordination patterns (supervisor-subagent, router, orchestrator-worker, handoffs) for LangGraph applications. Use when users want to (1) implement multi-agent systems, (2) coordinate multiple specialized agents, (3) choose between coordination patterns, (4) set up supervisor-subagent workflows, (5) implement router-based agent selection, (6) create parallel orchestrator-worker patterns, (7) implement agent handoffs, (8) design state schemas for multi-agent systems, or (9) debug multi-agent coordination issues. Use when this capability is needed.
- tomevault-io Bundle Model Quantization
Expert skill for AI model quantization and optimization. Covers 4-bit/8-bit quantization, GGUF conversion, memory optimization, and quality-performance tradeoffs for deploying LLMs in resource-constrained JARVIS environments. Use when this capability is needed.
- tomevault-io Bundle Publication Bias Detection
Detect and assess publication bias in meta-analysis using funnel plots, Egger's test, trim-and-fill, and selection models. Use when users need to evaluate whether missing studies might affect their conclusions. Use when this capability is needed.
- tomevault-io Bundle Mattermost Test Data
Backfill realistic test data into a Mattermost server using the Mattermost MCP tools. Creates users, teams, channels, and natural conversations. Use when the user asks to populate a Mattermost instance, create test data, set up a demo environment, seed conversations, or backfill a Mattermost server. Also provides guidance on reading, searching, and interacting with Mattermost via MCP tools. Use when this capability is needed.
- tomevault-io Bundle Magento Performance Analyst
Conducts comprehensive Magento 2 performance analysis and optimization. Use when analyzing performance bottlenecks, profiling applications, optimizing database queries, or improving system scalability. Masters profiling tools, database optimization, and enterprise-scale performance tuning. Use when this capability is needed.
- tomevault-io Bundle Agent Specialization
Guide creation of focused single-purpose agents following the One Agent One Prompt One Purpose principle. Use when designing new agents, refactoring general agents into specialists, or optimizing agent context for a single task. Use when this capability is needed.
- tomevault-io Bundle AI Writing Assistant
Leverage AI tools effectively for professional writing tasks. Provides prompt patterns, refinement workflows, voice preservation techniques, and quality checkpoints for AI-augmented drafting. Use when this capability is needed.
- tomevault-io Bundle Export System Prompt
Export Claude Code's current system prompt to console or file Use when this capability is needed.
- tomevault-io Bundle LLM Serving Patterns
LLM inference infrastructure, serving frameworks (vLLM, TGI, TensorRT-LLM), quantization techniques, batching strategies, and streaming response patterns. Use when designing LLM serving infrastructure, optimizing inference latency, or scaling LLM deployments. Use when this capability is needed.
- tomevault-io Bundle Subagent Development
Central authority for Claude Code subagents (sub-agents). Covers agent file format, YAML frontmatter, tool access configuration, model selection (inherit, sonnet, haiku, opus), automatic delegation, agent lifecycle, resumption, command-line usage (/agents), Agent SDK programmatic agents, priority resolution, and built-in agents (Plan subagent). Assists with creating agents, configuring agent tools, understanding agent behavior, and troubleshooting agent issues. Delegates 100% to docs-management skill for official documentation. Use when this capability is needed.
- tomevault-io Bundle Template Engineering
Guide creation of meta-prompt templates that encode engineering workflows into reusable, scalable units. Use when creating slash commands that generate plans, designing workflow templates, or encoding team best practices into agentic prompts. Use when this capability is needed.
- tomevault-io Bundle Django Production Engineering
Complete methodology for building, scaling, and operating Use when this capability is needed.
- tomevault-io Bundle Finance Search Agent Strategy
This skill provides specialized capabilities for finance search agent strategy. Use when this capability is needed.
- tomevault-io Bundle LLM Wiki Setup
Initialize a Karpathy-style LLM wiki (personal knowledge base / AI second brain) in a folder. Creates a CLAUDE.md schema with routing table and naming conventions, AGENTS.md mirror, raw/wiki directory structure, and index.md/log.md scaffolding — a complete working vault in one pass. Use when the user asks to "set up an LLM wiki", "create a second brain", "build a personal knowledge base", "install the Karpathy wiki pattern", "initialize a knowledge vault", or points at an empty folder and wants to turn it into an AI-maintained wiki. Use when this capability is needed.
- tomevault-io Bundle Agent Teams Command
Ender's Game approach to commanding Claude Code Agent Teams. Strategic multi-agent orchestration with Karpathy Agentic Engineering principles — plan, act, observe, iterate. L1-L5 commander progression. Use when this capability is needed.
- tomevault-io Bundle Diagnostic Meta Analysis
Teach meta-analysis of diagnostic test accuracy studies including sensitivity, specificity, SROC curves, and bivariate models. Use when users need to synthesize diagnostic accuracy data, understand SROC curves, or assess quality with QUADAS-2. Use when this capability is needed.
- tomevault-io Bundle Magento Alpine Specialist
Develops reactive components using Alpine.js for modern Magento 2 frontends. Use when working with Alpine.js, Hyvä themes, or building reactive UI components. Masters reactive programming, declarative syntax, and lightweight JavaScript solutions. Use when this capability is needed.
- tomevault-io Bundle Magento Cronjob Developer
Implements scheduled tasks and background processing for Magento 2. Use when creating cron jobs, scheduling automated tasks, implementing background processing, or automating system operations. Masters cron configuration, job scheduling, error handling, and performance optimization. Use when this capability is needed.
- tomevault-io Bundle Magento Feature Developer
Implements business requirements as scalable, maintainable Magento 2 features. Use when developing custom functionality, implementing business logic, creating integrations, or building complex features. Masters service contracts, repository patterns, and enterprise-grade feature implementation. Use when this capability is needed.
- tomevault-io Bundle Closed Loop Design
Design closed-loop prompts with Request-Validate-Resolve structure for reliable agentic workflows. Use when creating self-validating agents, adding feedback loops, or improving agent reliability through verification. Use when this capability is needed.
- tomevault-io Bundle List Prompt Levels
Show the seven levels of agentic prompts with quick reference. Use when deciding prompt complexity level. Use when this capability is needed.
- tomevault-io Bundle Plugin Development
Central authority for Claude Code plugins. Covers plugin creation, plugin structure (plugin.json, commands/, agents/, skills/, hooks/), plugin manifest configuration, plugin installation and management (/plugin command), plugin marketplaces (marketplace.json, adding marketplaces), team plugin workflows, plugin development and testing, plugin debugging, plugin sharing and distribution, MCP servers in plugins, and plugin settings. Assists with creating plugins, installing from marketplaces, configuring team plugins, and troubleshooting plugin issues. Delegates 100% to docs-management skill for official documentation. Use when this capability is needed.
- tomevault-io Bundle Prompt Improvement
Meta-skill for improving and optimizing prompts using Anthropic's prompt engineering best practices. Provides the 4-step improvement workflow (example identification, initial draft, chain of thought refinement, example enhancement), keyword registries for documentation lookup, and decision trees for improvement strategies. Use when improving prompts, optimizing for accuracy, adding chain of thought reasoning, structuring with XML tags, enhancing examples, or iterating on prompt quality. Delegates to docs-management skill for official prompt engineering documentation. Use when this capability is needed.
- tomevault-io Bundle Update MCP Servers
Comprehensive MCP server management. Discovers, updates, and helps set up MCP servers with dependency detection and best practice guidance. Use when this capability is needed.
- tomevault-io Bundle Kb Strands Agentcore
Strands Agents フレームワークのナレッジ。Agent作成、ツール定義、イベント処理、会話履歴管理等（CDKは /kb-agentcore-cdk、Observabilityは /kb-agentcore-observability、Identity認証は /kb-agentcore-identity） Use when this capability is needed.
- tomevault-io Bundle Saa Agent
Enables AI agents to generate images using the Character Select Stand Alone App (SAA) image generation backend via command-line interface.
- tomevault-io Bundle Work Recording
Transform development sessions into compelling engineering stories that capture not just what happened, but why it mattered and what was learned. Covers journal discipline, session templates (planning, bug hunt, feature build, multi-agent orchestration), and the mandatory end-of-day deliverable summary. Use when this capability is needed.
- tomevault-io Bundle Awesome LLM Paper Wiki
Academic literature management and survey system. Supports journal organization, Use when this capability is needed.
- tomevault-io Bundle Muhammadyasir678 The Evolution Of Todo App AI Agent Dev
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- tomevault-io Bundle Nexu Io Auto Github Contributor Auto Github Contributor
auto-github-contributor — interactive OSS PR agent
- tomevault-io Bundle Ngpestelos Readwise MCP Server API Pagination Debugging
API Pagination Debugging
- tomevault-io Bundle Nlelouche Unity3d Antigravityskills Unity MCP Connector
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- tomevault-io Bundle Check Style Guide
Validates existing components against daisyUI style guide documentation
- tomevault-io Bundle Nousresearch Hermes Agent Debugging Hermes Tui Commands
Debugging Hermes TUI Slash Commands
- tomevault-io Bundle Omer Metin Skills For Antigravity Business Model Design
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- tomevault-io Bundle Omer Metin Skills For Antigravity Godot LLM Integration
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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 langgraph-agent-patterns, model-quantization, publication-bias-detection. 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.