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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lord1egypt Bundle TransformersThis skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.
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lord1egypt Skill RAG Vector DBRetrieval-Augmented Generation implementation using vector databases, embedding models, and query routines.
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lord1egypt Bundle Stable Baselines3Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API. Use for standard RL experiments, quick prototyping, and well-documented algorithm implementations. Best for single-agent RL with Gymnasium environments. For high-performance parallel training, multi-agent systems, or custom vectorized environments, use pufferlib instead.
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lord1egypt Skill Claude System PromptOperational rules, safety instructions, reasoning guidelines, and behavioral patterns from the Claude 3.7 Sonnet system prompt.
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lord1egypt Bundle Hypothesis GenerationStructured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method framework. For open-ended ideation use scientific-brainstorming; for automated LLM-driven hypothesis testing on datasets use hypogenic.
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lord1egypt Skill Skill Computer Use MCPInstructions for using computer-use MCP tools including tool selection tiers, app access tiers, link safety, and financial action restrictions
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lord1egypt Skill System Prompt Auto ModeContinuous task execution, akin to a background agent.
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lord1egypt Skill Skill Loop Slash CommandParses user input into an interval and prompt, converts the interval to a cron expression, and schedules a recurring task
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lord1egypt Skill Data Claude Model CatalogCatalog of current and legacy Claude models with exact model IDs, aliases, context windows, and pricing
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lord1egypt Skill Tool Description WorkflowDescribes the Workflow tool for running deterministic multi-subagent orchestration scripts, including opt-in requirements, script metadata, agent hooks, concurrency, budgeting, quality patterns, and resume behavior
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lord1egypt Skill Data Cowork Plugin ExamplesReference examples of minimal, medium, and complex Cowork plugin structures with plugin metadata, skills, agents, hooks, MCP config, README, and connectors
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lord1egypt Skill Skill Agent Design PatternsReference guide covering decision heuristics for building agents on the Claude API, including tool surface design, context management, caching strategies, and composing tool calls
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lord1egypt Skill Skill Model Migration GuideStep-by-step instructions for migrating existing code to newer Claude models, covering breaking changes, deprecated parameters, per-SDK syntax, prompt-behavior shifts, and migration checklists
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lord1egypt Skill Skill Team Onboarding GuideTemplate for onboarding a new teammate to a team's Claude Code setup, walking them through usage stats, setup checklists, MCP servers, skills, and team tips in a warm conversational style
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lord1egypt Skill System Prompt Learning ModeMain system prompt for learning mode with human collaboration instructions
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lord1egypt Skill Data Managed Agents OverviewProvides the agent with a comprehensive overview of the Managed Agents API architecture, mandatory agent-then-session flow, beta headers, documentation reading guide, and common pitfalls
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lord1egypt Skill Skill Create Verifier SkillsPrompt for creating verifier skills for the Verify agent to automatically verify code changes
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lord1egypt Skill Agent Prompt Memory SynthesisSubagent that reads persistent memory files and returns a JSON synthesis of only the information relevant to each query, with cited filenames
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lord1egypt Skill Agent Prompt Quick Git CommitStreamlined prompt for creating a single git commit with pre-populated context
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lord1egypt Skill Data Token Counting ReferenceReference documentation for counting Claude model tokens with the Messages count_tokens endpoint and Anthropic SDK or CLI examples, including warnings against OpenAI tokenizers
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lord1egypt Skill Agent Prompt Claude Md CreationSystem prompt for analyzing codebases and creating CLAUDE.md documentation files
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lord1egypt Skill Agent Prompt Quick Pr CreationStreamlined prompt for creating a commit and pull request with pre-populated context
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lord1egypt Skill Agent Prompt Status Line SetupSystem prompt for the statusline-setup agent that configures status line display
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lord1egypt Skill System Prompt Option PreviewerSystem prompt for previewing UI options in a side-by-side layout
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lord1egypt Skill System Reminder Ultraplan ModeSystem reminder for using Ultraplan mode to create a detailed implementation plan with multi-agent exploration and critique.
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lord1egypt Skill Agent Prompt Claude Guide AgentSystem prompt for the claude-guide agent that helps users understand and use Claude Code, the Claude Agent SDK and the Claude API effectively.
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lord1egypt Skill Data Live Documentation SourcesWebFetch URLs for fetching current Claude API and Agent SDK documentation from official sources
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lord1egypt Skill Agent Prompt Batch Slash CommandInstructions for orchestrating a large, parallelizable change across a codebase.
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lord1egypt Skill Agent Prompt Webfetch SummarizerPrompt for agent that summarizes verbose output from WebFetch for the main model
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lord1egypt Skill System Prompt Agent Thread NotesBehavioral guidelines for agent threads covering absolute paths, response formatting, emoji avoidance, and tool call punctuation
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lord1egypt Skill Agent Prompt Dream Memory PruningInstructs an agent to perform a memory pruning pass by deleting stale or invalidated memory files and collapsing duplicates in the memory directory
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lord1egypt Skill System Prompt Hooks ConfigurationSystem prompt for hooks configuration. Used for above Claude Code config skill.
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lord1egypt Skill System Prompt Worker InstructionsInstructions for workers to follow when implementing a change
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lord1egypt Skill Data Managed Agents Reference CurlProvides cURL and raw HTTP request examples for the Managed Agents API including environment, agent, and session lifecycle operations
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lord1egypt Skill System Prompt Harness InstructionsCore interactive-agent identity and harness instructions for terminal markdown output, permissions, system reminders, compaction, tool use, and code references
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lord1egypt Skill System Prompt Insights SuggestionsGenerates actionable suggestions including CLAUDE.md additions, features to try, and usage patterns
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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 claude-system-prompt, transformers, rag-vector-db. 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.