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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kmshdev Skill Autonomous UI WorkflowUse when building or modifying SwiftUI views autonomously - orchestrates the full UI development loop from spec through research, design, implementation, build verification, and visual validation using Xcode MCP and documentation skills
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spillwavesolutions-doc-serve-skill Skill Gsd SettingsConfigure GSD workflow toggles and model profile
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alterlab-ieu Skill Alterlab Rma Academic WriterThis skill should be used when the user asks about "academic writing", "scholarly writing", "journal article", "research paper writing", "IMRAD structure", "literature review writing", "thesis writing", "dissertation writing", "peer review response", "revision letter", "hedging language", "academic vocabulary", "cohesion devices", "argument structure", "paragraph structure", "topic sentences", "signposting", "academic tone", "act as an academic writer", "academic writer mode", "scholarly tone", "writing productivity", "manuscript preparation", "abstract writing", "discussion section", "methods section writing", "APA style writing", "Swales CARS model", "reverse outline", "writer's block", "revision strategy", or needs expertise in academic writing craft, scholarly manuscript development, and publication strategy. Part of the AlterLab FC Skills collection (Research Methods & Academic Writing department).
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tippyentertainment Skill Comfyui Comics 01Skill for generating gritty Mirage Comics–style graphic novel images, panels, and sequences via ComfyUI / image models using a consistent prompt template.
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tippyentertainment Skill Comfyui Retro AnimeMulti-modal ComfyUI skill that generates retro late-1990s / early-2000s anime-style characters, movie frames, images, sounds, and voices using a single, consistent Midjourney-style prompt template.
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spillwavesolutions-doc-serve-skill Skill Gsd Set ProfileSwitch model profile for GSD agents (quality/balanced/budget/inherit)
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spillwavesolutions-doc-serve-skill Skill Gsd Discuss PhaseGather phase context through adaptive questioning before planning. Use --auto to skip interactive questions (the agent picks recommended defaults).
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alterlab-ieu Skill Alterlab Genai Text To ImageThis skill should be used when the user asks about "text-to-image", "AI image generation", "prompt engineering", "Higgsfield", "Nano Banana Pro", "KLING", "Soul Cinema", "Seedance", "image prompts", "GPT Image", "Seedream", "FLUX", "Reve", "Higgsfield Assist", "Soul Cast", "act as a text-to-image creator", "text-to-image mode", "photorealistic generation", "character consistency", "Soul ID", "reference images", "AI art", "image prompt structure", "stylized images", "cinematic stills", "canvas workspace", "Soul Inpaint", "inpainting", or needs expertise in AI image generation workflows, prompt engineering for Higgsfield models, model selection, character sheet design, and reference-driven visual creation. Part of the AlterLab FC Skills collection (GenAI pack).
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alterlab-ieu Skill Alterlab Genai Music ProducerThis skill should be used when the user asks about "AI music", "Suno", "song creation", "music generation", "lyrics writing", "song structure", "verse chorus bridge", "genre prompting", "lo-fi", "cinematic music", "indie folk", "electronic music", "hip hop beat", "song extending", "stems separation", "music for social media", "act as a music producer", "music producer mode", "AI song", "custom lyrics", "song variations", "remix style", "music prompt", "MIDI export", "negative prompt", "section editing", "sample to song", "loops", "Suno Studio", or needs expertise in creating original songs and music tracks using Suno's AI generation platform. Part of the AlterLab FC Skills collection (GenAI pack).
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tippyentertainment Skill Godot Engine 2d DeveloperSkills and agent workflows for 2D game development with Godot Engine.
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tippyentertainment Bundle Amazon Connect Custom CcpDesign, build, and refine a custom Contact Control Panel (CCP) and full Amazon Connect contact‑center configuration. This skill helps create tailored web‑based CCP UIs, integrate them with Amazon Connect Streams, and model security profiles, routing profiles, queues, campaigns, contact flows, IVR/bots, monitoring (barge‑in/whisper), and metrics so the overall experience matches business needs.
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tippyentertainment Skill Godot Engine 3d DeveloperSkills and agent workflows for 3D game development with Godot Engine.
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spillwavesolutions-doc-serve-skill Skill Gsd List Phase AssumptionsSurface the agent's assumptions about a phase approach before planning
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spillwavesolutions-doc-serve-skill Bundle Configuring Agent BrainInstallation and configuration skill for Agent Brain document search system. Use when asked to "install agent brain", "setup agent brain", "configure agent brain", "setting up document search", "installing agent-brain packages", "configuring API keys", "initializing project for search", "troubleshooting agent brain", "pip install agent-brain", "agent brain not working", "agent brain setup error", "configure embeddings provider", "setup ollama for agent brain", "agent brain environment variables", "install agent brain mcp", "configure mcp server", or "connect agent brain to claude desktop". Covers package installation (server, CLI, MCP), provider configuration, project initialization, and server management.
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alterlab-ieu Skill Alterlab Genai Camera DirectorThis skill should be used when the user asks about "camera moves", "AI camera presets", "dolly", "crane shot", "orbit shot", "crash zoom", "bullet time", "360 orbit", "FPV arc", "pan", "tilt", "dutch angle", "tracking shot", "Higgsfield camera", "Cinema Studio", "camera direction", "cinematic grammar", "Sora 2 Presets", "Higgsfield Assist", "Soul Cast", "content scoring", "act as a camera director", "camera director mode", "camera language", "lens selection", "focal length", "21:9 cinematic", "camera motion storytelling", "Turbo model", "camera presets catalog", "combining camera moves", "camera style matching", or needs expertise in AI camera direction on Higgsfield, camera preset selection, cinematic grammar, motion sequencing, and matching camera language to narrative intent. Part of the AlterLab FC Skills collection (GenAI pack).
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alterlab-ieu Skill Alterlab Genai Soundtrack ComposerThis skill should be used when the user asks about "soundtrack", "film scoring", "background music", "scene music", "mood music", "instrumental generation", "content scoring", "video music", "podcast music", "ambient music", "transition music", "stinger", "musical identity", "music licensing", "soundtrack library", "act as a soundtrack composer", "soundtrack composer mode", "score a scene", "music for video", "emotional music", "cinematic score", "Suno instrumental", "MIDI export for scoring", "negative prompt scoring", "section editing cue", "sample to song", "Suno Studio", "re-score segment", "temp track", "loops", or needs expertise in creating instrumental music and soundtracks for visual content using Suno. Part of the AlterLab FC Skills collection (GenAI pack).
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zsutxz Bundle Bmad Agent QAQA engineer for test automation and coverage. Use when the user asks to talk to Quinn or requests the QA engineer.
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zsutxz Bundle Bmad Agent SmScrum master for sprint planning and story preparation. Use when the user asks to talk to Bob or requests the scrum master.
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zsutxz Bundle Bmad Agent Quick Flow Solo DevElite full-stack developer for rapid spec and implementation. Use when the user asks to talk to Barry or requests the quick flow solo dev.
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tippyentertainment Skill Hosted Multi Agent OrchestratorCoordinate multiple AI agents (host + workers) that can chat and generate artifacts in parallel using /api/chat and /api/generate. The host agent stays present at all times, can jump in to steer or summarize, and makes endpoint choices per subtask. The experience is “podcast-like” (guided multi-voice collaboration), not an actual podcast.
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shiiman Skill Shiiman Claude MCPMCP サーバーの一覧表示・追加・削除を一つのスキルで管理する。「MCP 管理」「MCP 一覧」「MCP を追加」「MCP を削除」「MCP サーバー管理」「MCP 設定」「MCP 操作」などで起動。引数があれば優先し、なければ発話内容から list/install/remove を判定。
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shiiman Skill Shiiman Workflow MultiMCP マルチエージェント(Owner/Admin/Worker)で並列実装する開発フロー。「マルチフロー」「workflow-multi」「マルチエージェントで実装」「並列で実装」「複数人で実装」「並列開発」などで起動。Issue/PR まで作るかは発話・引数から判断し、曖昧なら確認する。
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shiiman Skill Shiiman Workflow Agent TeamAgent Team(tmux + TeamCreate)で並列実装する開発フロー。「エージェントチームフロー」「workflow-agent-team」「Agent Team で実装」「チームで実装」「チーム並列開発」などで起動。Issue/PR まで作るかは発話・引数から判断し、曖昧なら確認する。
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caphtech Bundle LLM Eval DesignerLLM生成システムの検証設計スキル。assay-kitフレームワークを活用し、LLM特有の失敗モード(幻覚、例への過学習、部分的処理)を考慮した総合的なテストケース設計を支援する。使用タイミング: LLMベースのワークフロー/エージェントの評価設計時、ゴールデンデータセット(golden-dataset.yaml)の設計・拡張時、既存テストが特定パターンに過学習していないか検証時、LLM出力の品質スコアラー設計時、「なぜこのテストケースが必要か」の根拠を示す時。
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caphtech Skill IOS Simulator DebugiOS SimulatorをAIで操作してデバッグ・検証。ビルド→起動→UI操作→スクショ→分析のループ。UIの動作確認、バグの再現・調査、UI実装の検証、アクセシビリティの確認時に使用。前提条件 mobile-mcp MCPサーバー(mobile-plugin導入で自動設定)
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jaykim88 Skill Observability SetupInstrument a backend with the three signals unified by one correlation context — structured logs, metrics (RED for services, USE for resources), and distributed tracing (OpenTelemetry + W3C Trace Context). Use before production, when debugging is blind, or when an incident has no trail. Not for diagnosing specific bottlenecks (use performance-profiling) or AI-specific token/cost metrics (use ai-llm-backend on top of this backbone).
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shiiman Bundle Shiiman Google Notebooklm SlideNotebookLM でスライドデッキを作成する。「NotebookLM スライド」「NotebookLM スライドデッキ」「NotebookLM プレゼン」「NotebookLM デッキ」などで起動。notebooklm-mcp を使用。
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shiiman Bundle Shiiman Google Notebooklm ReportNotebookLM でレポート・ブリーフィングを作成する。「NotebookLM レポート」「NotebookLM ブリーフィング」「NotebookLM 学習ガイド」「NotebookLM ブログポスト」などで起動。notebooklm-mcp を使用。
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shiiman Bundle Shiiman Google Notebooklm InfographicNotebookLM でインフォグラフィックを作成する。「NotebookLM インフォグラフィック」「NotebookLM で図解」「NotebookLM 視覚化」「NotebookLM でインフォグラフィック」などで起動。notebooklm-mcp を使用。
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shiiman Skill Shiiman Google Notebooklm DeepresearchNotebookLM でディープリサーチ(Web 調査)を実行する。「NotebookLM リサーチ」「NotebookLM で調査」「NotebookLM ディープリサーチ」「NotebookLM で調べて」などで起動。notebooklm-mcp を使用。
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mark393295827 Skill Search FirstResearch-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.
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caphtech Bundle Harness EngineeringHarness Engineering environmentを設計・scaffold・validateする。AI/agent eval と integration/regression harness の共通基盤を作り、cases・fixtures・reporting・CI・devcontainer を整える。Use when 「Harness環境を作って」「評価ハーネスを整備して」「回帰検証環境を構築して」 or 「benchmark/eval harness を仕込んで」と言われた時。
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caphtech Bundle Design System Builderデザインシステムの構築・運用を体系的に行うスキル。ドキュメント(要件定義・ブランドガイドライン)からDesign Tokens・コンポーネント体系・ガバナンスまでを一貫して設計する。思考フレームワーク(Double Diamond・Atomic Design・Design Tokens 3層)の適用、暗黙的デザイン判断の形式知化(DDR/QOC/RFC)、UIインベントリ収集(手動+MCP自動化)を統合する。ゼロから体系的に構築する用途向け。既存の単発UIから再利用可能な構造を抽出するにはrelational-design-pluginのdesign-system-backflowスキルを使用すること。Use when: 「デザインシステムを構築して」「デザインシステムを設計して」「デザイントークンを定義して」「デザイン原則を策定して」「UIインベントリを作って」「デザインガバナンスを設計して」「デザイン判断を記録して」と言われた時。
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caphtech Skill Disposable AutopsyAnalyze a disposable prototype across 10 quality axes using static analysis, test results, and Codex MCP triangulation. Produces structured autopsy report with scored findings and recommendations. Part of H-DGM cycle. Use after disposable-spike completes.
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jaykim88 Skill Portfolio AnalyzerAI-powered portfolio management with multi-agent analysis. Use when user says "analyze portfolio", "check stocks", "portfolio review", or similar investment-related requests.
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tuyenht Skill Bash LinuxXử lý dòng lệnh Bash/Linux, tự động hóa script và quản lý server.
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 alterlab-rma-academic-writer, autonomous-ui-workflow, alterlab-genai-text-to-image. 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.