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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rmanish2000-del Bundle Warrant Policy AuthorWrite a warrant-mcp policy in plain English, shaped for the closed rule set so review has the best chance of accepting it first time — only `warrant-mcp review` can say whether it compiles. Use when the user wants to create or edit .warrant/policy.md, write rules for what an AI agent may do in a project, or asks what warrant-mcp can and cannot enforce. Interviews the user, drafts numbered policy sentences that map cleanly onto the closed rule set, screens for the sentence shapes the compiler refuses, and hands off to `warrant-mcp review`.
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runapi-ai Skill Runway AlephGenerate and edit video with Runway Aleph through RunAPI. Use when the user asks an agent to create, edit, or transform video with Runway Aleph. 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 Runapi SdkChoose RunAPI SDK packages for application developers building web apps, backends, workers, or libraries. Use when the user asks to integrate RunAPI into code, pick JavaScript/Python/Ruby/Go/Java/PHP packages, or understand core SDK vs Provider Client packages. Do not use for one-off generation or agent-executed media tasks; use the RunAPI CLI or the relevant model skill instead.
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runapi-ai Skill SeedanceGenerate and edit video with Seedance through RunAPI. Use when the user asks an agent to create, edit, or transform video with Seedance. 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 SeedreamGenerate and edit images with Seedream through RunAPI. Use when the user asks an agent to create, edit, or transform images with Seedream. 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 SunoGenerate and transform music or compose lyrics with Suno through RunAPI. Use when the user asks an agent to create, extend, transform music/audio, generate or blend lyrics, prepare voice validation phrases, or create reusable custom voices with Suno. 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 TopazUpscale and enhance media with Topaz through RunAPI. Use when the user asks an agent to upscale or enhance images and video with Topaz. 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 Veo 3 1Generate and edit video with Veo 3 through RunAPI. Use when the user asks an agent to create, edit, or transform video with Veo 3. 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 Volcengine Lip SyncGenerate lip-sync video with Volcengine Lip Sync through RunAPI. Use when the user asks an agent to sync mouth movement in a source video to an audio track. Default to the RunAPI CLI for one-off generation; use SDKs only when integrating RunAPI into an app or backend.
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rmyndharis Skill AimhoomanKeep AI tooling artifacts out of Git. Use whenever staging, committing, or pushing changes: block AI session/state files (.claude/session.json, .codex/history, .copilot, .cursor/session, .aider.*, .specstory, .agent) and unwanted AI attribution in commit messages (Co-authored-by an AI, "Generated with AI"). Also use when the user says "aimhooman", "ship it like a hooman", or asks to clean AI residue before a commit.
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robbyczgw-cla Bundle RoundtableMulti-agent debate council - spawns 3 specialized sub-agents in parallel (Scholar, Engineer, Muse) for Round 1, then optional Round 2 cross-examination to challenge assumptions and strengthen the final synthesis. Configurable models and templates per role.
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runapi-ai Skill WanGenerate and edit video with Wan through RunAPI. Use when the user asks an agent to create, edit, or transform video with Wan. 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 Z ImageGenerate and edit images with Z-Image through RunAPI. Use when the user asks an agent to create, edit, or transform images with Z-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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runesleo Bundle Video ExplainerTurn a research brief or finished script into a reviewed, narrated, rendered, and verified vertical explainer video. Use when an agent must create a short 9:16 explainer, run a no-key local demo, enforce a pre-render review gate, diagnose the video toolchain, or verify a generated MP4 before any manual publication step.
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runkids Bundle AI Hooks IntegrationIntegrate lifecycle hooks across AI coding tools (Claude Code, Gemini CLI, Cursor, OpenCode) and any CLI. Use when: (1) installing/removing hooks, (2) creating OpenCode plugins, (3) setting up auto-formatting, testing, notifications, security policies, (4) wrapping CLI tools without hooks API. Triggers on: "add hook", "install hook", "hook integration", "PreToolUse", "PostToolUse", "PermissionRequest", "PostToolUseFailure", "SubagentStart", "SubagentStop", "TeammateIdle", "TaskCompleted", "ConfigChange", "WorktreeCreate", "WorktreeRemove", "PreCompact", "beforeShellExecution", "auto-format", "notify on complete", "wrap CLI", "intercept command", "HTTP hook", "prompt hook", "agent hook", "async hook".
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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.
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 rolecraft, warrant-policy-author, runway-aleph. 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.