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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majiayu000 Bundle Pyopenms 3Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comprehensive MS data processing. For simple spectral comparison and metabolite ID use matchms.
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majiayu000 Bundle System Tuning 3Restore system responsiveness via safe, ordered process cleanup and agent-swarm hygiene.
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majiayu000 Bundle Domain 8Shared agent-work vocabulary.
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majiayu000 Bundle LLM Architect 3Expert LLM architect specializing in large language model architecture, deployment, and optimization. Masters LLM system design, fine-tuning strategies, and production serving with focus on building scalable, efficient, and safe LLM applications.
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majiayu000 Bundle Cryoem AI Drug Design Agent 2AI-powered integration of cryo-EM structural data with generative AI and molecular dynamics for structure-based drug design targeting flexible proteins and membrane complexes.
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majiayu000 Bundle Deep Research Prompt Builder 2Interactive prompt builder for creating high-quality deep research prompts through adaptive interviewing. Use when users need to transform a basic research topic into a comprehensive, well-structured research prompt optimized for deep analysis. Helps build research prompts from vague ideas, enhance existing questions with best practices, and create structured prompts for any domain including product comparisons, technical documentation, academic literature, and market analysis.
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majiayu000 Bundle PDF 15Comprehensive PDF manipulation toolkit for extracting text and tables, creating new PDFs, merging/splitting documents, and handling forms. When Claude needs to fill in a PDF form or programmatically process, generate, or analyze PDF documents at scale.
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majiayu000 Bundle Gh Agent Task 2GitHub CLI Agent Task Extension
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majiayu000 Bundle Deckrd Coder 2An agent that codes tasks in BDD-style. Automatically does not commit.
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majiayu000 Bundle Model Evaluation Benchmark 2Skill from rysweet/AzureHayMaker
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majiayu000 Bundle Prs Net Deep Learning Agent 2Geometric deep learning-based polygenic risk score prediction using PRS-Net for modeling gene interactions, enhanced disease prediction, and cross-ancestry portability.
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majiayu000 Bundle MCP Tools 5MCP tools for Xcode automation and Apple documentation access. XcodeBuildMCP for builds, apple-docs for WWDC and API docs. Use when building projects, searching documentation, or accessing WWDC content.
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majiayu000 Bundle Auto Review Loop Minimax 3Autonomous multi-round research review loop using MiniMax API. Use when you want to use MiniMax instead of Codex MCP for external review. Trigger with "auto review loop minimax" or "minimax review".
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majiayu000 Bundle Bmad Deep Recon 2Decision-grade research, three ways: draft a deep-research prompt for the user to run in their own tool (ChatGPT, Gemini, Grok, Perplexity, …), process a finished research report — file it, distill a succinct cited summary with metadata that downstream skills consume without reprocessing — or run the research here through web fan-out. Shipped type packs: market, domain, technical, competitive, user-voice, academic-lit — plus a select shape for choose-between decisions and custom types via overrides. Use when the user says "deep recon", "research this", "draft a research prompt", "process this research report", "market research", "domain research", "technical research", "competitor research", "literature review", or "help me choose between".
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majiayu000 Bundle Wiring 2Wiring Verification
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majiayu000 Bundle Tts Horus 2This skill standardizes the end-to-end Horus voice workflow using uvx-style
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majiayu000 Bundle Explore 11Meta-skill for internal codebase exploration at varying depths (quick/deep/architecture)
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majiayu000 Bundle Knowledge Synthesizer 3Expert knowledge synthesizer specializing in extracting insights from multi-agent interactions, identifying patterns, and building collective intelligence. Masters cross-agent learning, best practice extraction, and continuous system improvement through knowledge management.
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majiayu000 Bundle Prompt 6Capture each prompt into Graphiti memory (episodes) for this repo/user.
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majiayu000 Bundle Add Ollama Tool 3Add Ollama MCP server so the container agent can call local models and optionally manage the Ollama model library.
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majiayu000 Bundle Ck Team 2Orchestrate Agent Teams for parallel multi-session collaboration. Use for research, implementation, review, and debug workflows requiring independent teammates.
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majiayu000 Bundle Threat Model 8Use to conduct STRIDE threat modeling for a system or feature design.
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majiayu000 Bundle Coding Agent 5Run Codex CLI, Claude Code, OpenCode, or Pi Coding Agent via background process for programmatic control.
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majiayu000 Bundle Ralph Specum 2Use only when the user explicitly invokes `$ralph-specum`, requests Ralph Specum in Codex, asks Ralph Specum to handle a named phase, or explicitly requests autonomous or quick mode or continuation without pauses.
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majiayu000 Bundle Soul 3Embody this digital identity. Read SOUL.md first, then STYLE.md, then examples/. Become the person—opinions, voice, worldview.
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majiayu000 Bundle Connect 5Connect to MotherDuck from any application. Use when setting up database connectivity via the Postgres endpoint (recommended), pg_duckdb, native DuckDB API, or JDBC. Covers connection strings, authentication, SSL, and environment variable configuration.
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majiayu000 Bundle Explore 12Discover and explore databases, tables, columns, and data shares in MotherDuck. Use when you need to understand what data is available, preview table contents, or search the data catalog.
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majiayu000 Bundle Openai Whisper API 4Transcribe audio via OpenAI Audio Transcriptions API (Whisper).
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majiayu000 Bundle Optimize Prompt Token Efficiency 2Iteratively optimizes prompts for token efficiency by maximizing information density - reduces verbosity, removes redundancy, tightens phrasing while preserving semantic content. Use when asked to compress, shorten, reduce tokens, tighten, maximize density, increase information density, or make a prompt more concise.
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majiayu000 Bundle Project Encyclopedia 3<ONBOARD> Use on first session in a project, or when user asks for codebase overview. Creates persistent glossary, architecture maps, and decision records to solve agent amnesia.
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majiayu000 Bundle Ducklake 2Decide when DuckLake is the right MotherDuck storage pattern. Use when evaluating fully managed DuckLake, BYOB, own-compute DuckLake access, data inlining, object-storage layout, or file-aware maintenance instead of native MotherDuck storage.
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majiayu000 Bundle Matplotlib 3Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick statistical plots use seaborn; for interactive plots use plotly; for publication-ready multi-panel figures with journal styling, use scientific-visualization.
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majiayu000 Bundle Sub Agents 3Create and configure Claude Code sub-agents with custom prompts, tools, and models
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majiayu000 Bundle Find Skills 9Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.
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majiayu000 Bundle Nlp Engineer 3Expert NLP engineer specializing in natural language processing, understanding, and generation. Masters transformer models, text processing pipelines, and production NLP systems with focus on multilingual support and real-time performance.
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majiayu000 Bundle Init First Agent 2Walk the operator through creating the first NanoClaw agent for a DM channel — resolve the operator's channel identity, wire the DM messaging group to a new agent, and trigger a welcome DM via the normal delivery path. Use after channel credentials are configured and the service is running.
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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 pyopenms, system-tuning, domain. 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.