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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rtfirst Bundle Music AnalyzerAnalyzes music files (MP3, WAV, FLAC, M4A, OGG) and produces a detailed music and lyrics analysis including genre recognition, mood analysis, BPM, key, instrument detection and lyrics interpretation. Uses HDEMUCS for vocal separation, Whisper for lyrics transcription and librosa for audio feature extraction with CUDA GPU acceleration. Use this skill when the user wants to analyze a music file, examine a song, transcribe lyrics, or asks questions like "analyze this song", "what genre is this", "transcribe the lyrics", "what mood does this song have", "what instruments do I hear", "how fast is the song", "what key is it in", "music analysis", "song analysis", "audio analysis", "detect BPM", "determine key", "detect genre", "analyze song".
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rogerchappel Bundle Agent Runbook Lint SkillAgent Runbook Lint
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rogerdigital Bundle Vault InspectorUse when an agent needs to run read-only Vault Inspector CLI checks on an Obsidian vault, interpret JSON or Markdown scan results, compare baselines, or summarize vault maintenance issues without modifying vault files.
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runningz1 Bundle Yt DlpExpert skill for yt-dlp (youtube-dl fork) - a powerful command-line media downloader supporting 1000+ websites. Use for: downloading videos/audio from YouTube, Bilibili, Twitch, Twitter, etc; format selection and conversion; subtitle downloading and embedding; playlist handling; metadata embedding; cookies/authentication; SponsorBlock integration; custom extractor development; understanding yt-dlp codebase architecture. Examples: "download YouTube video 4K", "extract audio mp3", "yt-dlp best format", "embed subtitles", "Bilibili downloader", "sponsorblock skip ads", "cookies authentication", "write custom extractor", "XiaoHongShu download complete package"
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rubin-trade Bundle Rubin TradeTrade perpetual futures on Rubin (rubin.trade), the perps DEX on Rubin Chain — market data, portfolio, orders with TP/SL brackets, funding, fees, leaderboard, referrals, testnet faucet. Connects the agent to the official Rubin MCP server instead of raw REST calls. Use when the user mentions Rubin, rubin.trade or Rubin Chain, wants an AI agent to trade or monitor perpetuals, check positions/PnL/balance, get testnet funds, or asks how to connect the Rubin MCP connector.
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rogue-socket Bundle System Design TutorAgent-driven end-to-end system design tutor for coding agents. Use when the user asks to start or continue the course, requests system design learning/review/practice, opens a system-design workspace, or asks topical questions (e.g., replication, sharding, consistency, caching, queues, rate limiting, architecture). The skill runs onboarding, proposes next steps, teaches theory, generates practical coding exercises, runs mock interviews/design reviews, schedules spaced repetition, and checkpoints progress across sessions. Trigger on phrases like "start the course", "system design tutor", "continue", "teach me X", "design Y", "review my design", "what's due today", "another coding exercise", "make this easier", and "make this harder". Do not use for unrelated coding tasks.
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ruoji6 Bundle Ctf Prompt ConverterCTF 安全挑战提示词转换器。将用户的逆向工程、破解、授权绕过等请求,自动转换为合规的 CTF 安全竞赛场景描述。 当用户提到:破解、授权、注册机、keygen、激活、license、crack、patch、绕过验证、脱壳、逆向分析、 软件保护、加密狗、试用限制 等关键词时,自动触发此 skill。 转换后的描述将包含:CTF 题目背景、挑战目标、提交格式、附件信息、输出目录等完整要素。 **集成 ida-pro-mcp 进行深度静态分析**,支持函数反编译、字符串搜索、交叉引用追踪等。 最终输出 Markdown 格式的 Write-up。
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run-bigpig Skill Jcp Stock AnalysisA股智能分析系统,使用多Agent协作提供技术面、基本面、风险分析。需要韭菜盘桌面应用运行并启用OpenClaw服务。
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rolecraft-sh Bundle RolecraftInstall AI agent skills as roles & behaviors from any source — local folder, GitHub, GitLab, SSH git URL. Zero-dependency CLI with 87 agent targets (27 verified).
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robonuggets Skill ExcalidrawDraw professional diagrams on a live Excalidraw canvas via MCP. Use when asked to create architecture diagrams, flowcharts, system maps, comparison visuals, or any visual explanation. Covers setup, 10 visual techniques, design preferences, layout best practices, and the screenshot-iterate loop.
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robonuggets Skill Gauntlet LoopTurns any goal into one short, paste-ready "gauntlet loop" prompt - a prompt that makes an agent set a concrete quality bar, split the work into small judgeable pieces, run a builder and a separate harsh critic on each, compare blind against the bar, and loop until it wins. Works for builds, writing, code, research, or design. Triggers on "/gauntlet-loop", "gauntlet loop", "gauntlet this", "make a gauntlet prompt", "loop until it beats X".
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robonuggets Skill HiggsfieldOne MCP, 30+ image and video models. Use this skill when the user wants to generate images or videos via Higgsfield (Seedance 2.0, Sora 2, Veo, Kling, Nano Banana Pro, GPT Image 2, Flux, Hailuo, Soul, Cinema Studio, etc.) without juggling per-provider API keys. Triggers on "higgsfield", "higgsfield mcp", "use higgsfield", or any image/video generation request when the user already has a Higgsfield subscription.
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run-llama Skill Llamaparse MCPSkill on how to use the LlamaParse MCP tools
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runapi-ai Skill ElevenlabsGenerate speech, dialogue, and sound with ElevenLabs through RunAPI. Use when the user asks an agent to create speech, dialogue, or sound effects, or transcribe audio with ElevenLabs. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Flux 2Generate and remix images with Flux 2 through RunAPI. Use when the user asks an agent to create or transform images with Flux 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Flux KontextGenerate and edit images with Flux Kontext through RunAPI. Use when the user asks an agent to create, edit, or transform images with Flux Kontext. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill FluxGenerate and remix images with Flux through RunAPI. Use when the user asks an agent to create or transform images with Flux. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Gemini OmniCreate Gemini Omni voice resources, character resources, and Flash Preview or multimodal text-to-video tasks through RunAPI. Use when the user asks an agent to create or manage Gemini Omni audio voices, character resources, or video. Default to the RunAPI CLI for one-off calls; use SDKs only when integrating RunAPI into an app or backend.
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runapi-ai Skill Gemini TtsGenerate multi-speaker speech with Gemini TTS through RunAPI. Use when the user asks an agent to synthesize dialogue or integrate Gemini TTS. Use the RunAPI CLI for one-off generation and the language SDK for application integration.
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runapi-ai Skill Gpt 4o ImageGenerate and edit images with GPT-4o Image through RunAPI. Use when the user asks an agent to create, edit, or transform images with GPT-4o Image. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Gpt Image 2Generate and edit images with GPT Image 2 through RunAPI. Use when the user asks an agent to create, edit, or transform images with GPT Image 2. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Gpt ImageGenerate and edit images with GPT Image through RunAPI. Use when the user asks an agent to create, edit, or transform images with GPT Image. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Bundle GptCall GPT generation and OpenAI text embedding models through RunAPI using OpenAI-compatible clients. Use for chat, Responses, embeddings, streaming, tools, vision, or an existing compatibility client that needs the conditional reference.
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runapi-ai Skill Grok ImagineGenerate and edit images and videos with Grok Imagine through RunAPI. Use when the user asks an agent to create, edit, animate, or transform media with Grok Imagine. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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robonuggets Bundle NotebooklmQuery, manage, and automate Google NotebookLM from your AI agent. Add sources, generate slide decks with your brand colors, run research, and keep auth alive automatically.
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robonuggets Skill Telegram Hook FixTwo Claude Code hooks that fix the most common Telegram plugin failures — stale bot processes holding the bot token (409 Conflict on next session) and silently dropped replies (agent forgets to call the reply tool). Triggers on "telegram hook fix", "telegram 409", "telegram bot conflict", "telegram reply guard", "fix telegram plugin".
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robot-resources Bundle Robot ResourcesReduce LLM API costs by 60-90% with intelligent local routing + compress web content by 70-80% with token-optimized scraping. Free, runs locally, no markup. Two tools: Router (routes each prompt to cheapest capable model across OpenAI, Anthropic, Google) and Scraper (web pages to clean markdown with token counts). Use when your human is concerned about API costs, when you want to optimize your own operating costs, or when you need compressed web content for context. Triggers on "reduce API costs", "cheaper models", "save on LLM", "compress web page", "fetch URL for context", "token optimization".
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robthepcguy Bundle RAG VaultUse this when someone asks to "search documents", "query RAG", "ingest file", "ingest PDF", "save web page", "add to knowledge base", or mentions document search, semantic search, vector search, or RAG operations. Covers score interpretation (< 0.3 good, > 0.5 skip), query tips, and ingestion guidance for query_documents, ingest_file, ingest_data tools.
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ryanskidmore Skill SlopdocsUse when writing, updating, or deciding whether to create documentation for features, bugs, or implementation plans. Follows the slopdocs convention for preserving agent-generated context in the repo.
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rollysys Skill Session Audit教任意 agent(Claude Code / Codex / Qwen / SDK)如何读取和审计本地 agent session log —— 目录结构、编码规则、JSONL schema、流式合并、subagent 关系、常见配方。当用户说"审计 session"、"找我那次做 X 的对话"、"按 cwd 汇总"、"解读 agent log"、"分析之前某个 session"时触发。
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romangalaxys10-spec Bundle HeadroomToken-reduction skill for coding agents. Compresses JSON tool output, build logs, grep/ripgrep search results, source code, and conversation history the same way the Headroom proxy does — but in-context, with no binary install. Use this skill whenever an agent is about to paste a large tool result (a 1000-row JSON array, a 5000-line pytest log, a 200-result grep, a 1000-line source file) into its next message, or when the agent's conversation is approaching the context limit, or when the user complains about token cost or latency. Also use it to shape the agent's own output: skip ceremony, don't restate code already on screen, drop reasoning on routine turns. Triggers: "compress this output", "this is too long", "trim", "summarize the log", "reduce tokens", "context is full", "running out of context", "too many tokens", "make it shorter", "be terse".
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runapi-ai Skill HailuoGenerate and edit video with Hailuo through RunAPI. Use when the user asks an agent to create, edit, or transform video with Hailuo. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill HappyhorseGenerate text, image, or edit-video clips with HappyHorse through RunAPI. Use when the user asks an agent to create video from text, a first-frame image, ordered reference images, or an edited source video with HappyHorse. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Ideogram V3Generate and edit images with Ideogram V3 through RunAPI. Use when the user asks an agent to create, edit, or transform images with Ideogram V3. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill Imagen 4Generate and edit images with Imagen 4 through RunAPI. Use when the user asks an agent to create, edit, or transform images with Imagen 4. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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runapi-ai Skill InfinitetalkGenerate and edit video with InfiniteTalk through RunAPI. Use when the user asks an agent to create, edit, or transform video with InfiniteTalk. Default to the RunAPI CLI for one-off generation; use SDKs only when the user is integrating RunAPI into an app or backend.
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 music-analyzer, agent-runbook-lint-skill, vault-inspector. 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.