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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knownasnaffy Bundle Coloring Page Generator 4AI coloring page generator — create printable black and white coloring pages, adult coloring book pages, kids coloring sheets, and coloring book illustrations from any description. Generate mandala coloring pages, animal coloring pages, fantasy coloring pages, and custom line art instantly via the Neta AI image generation API (free trial at neta.art/open).
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knownasnaffy Bundle Browser Zombie Cleaner 3Detect and clean up zombie browser processes left by OpenClaw's browser tool. When the OpenClaw Gateway restarts, Playwright-launched browser processes get orphaned and accumulate memory. This skill identifies them safely and optionally terminates them. Use when: memory is high, browser processes are piling up, or as part of periodic health checks.
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knownasnaffy Bundle Beer Styles Encyclopedia Food Pairing Homebrew Guide 2Use when exploring beer styles, pairing beer with food, calculating ABV for homebrew, finding craft beer recommendations, or learning tasting techniques.
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knownasnaffy Bundle Chatgpt Memory Extraction 3Extract structured personal memories from ChatGPT export data (conversations JSON). Produces organized timeline, people profiles, and thematic records by deeply reading every conversation. Use when: (1) user exported or wants to export ChatGPT data, (2) user wants to organize/analyze/search their chat history, (3) user wants to build a personal memory archive or diary from conversations, (4) user asks to extract people/events/emotions/knowledge/timeline from ChatGPT, (5) user mentions conversations.json or ChatGPT data export, (6) user wants to migrate memories from ChatGPT to another system, (7) user wants a summary or review of their ChatGPT usage over time. Triggers on: 'organize my ChatGPT history', 'extract memories from ChatGPT', 'analyze my ChatGPT export', '整理ChatGPT对话', '导出ChatGPT数据', 'build memory from chats', 'what did I talk about with ChatGPT', 'review my ChatGPT conversations', 'make a timeline from my chats', 'ChatGPTのデータを整理'. NOT for: other AI chat exports (Claude/Gemini), real-time logging, o
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knownasnaffy Bundle Npc Dialogue Rehearser 2Rehearse a real-world conversation by modeling likely counterpart styles such as busy, defensive, friendly, or authority-like NPCs. Generate a natural opening line, a short branching script, safer alternatives to risky phrases, and a calm closing line. Use when the user wants to ask for help, express a boundary, explain a need, or prepare for a mildly stressful conversation without becoming manipulative.
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knownasnaffy Bundle Where Not Crowded Report 3去哪不挤:一个在节假日出行前,帮助用户判断“默认选择是否值得、哪里更不挤、更值、更适合去”的决策型 skill。 当用户询问“五一去哪不挤”“国庆想出去玩但不想人太多”“想去海边有没有比三亚更好的选择”“预算 5000 节假日去哪更值”等问题时触发。 它不是旅游攻略,不是泛推荐工具,而是基于人流趋势、热点变化、机酒价格和总预算,对默认热门路径和更优替代路径做判断,并输出一份可直接照做的节假日出行报告。
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knownasnaffy Bundle Paragon Mls 2Fetch real estate listings from Paragon MLS (paragonrels.com / fnimls.com) APIs and perform four-square rental property analysis. Use when: (1) looking up MLS property details by MLS number or listing ID, (2) analyzing rental properties for cash flow and cash-on-cash return, (3) comparing multiple investment properties, (4) extracting structured data from Paragon MLS listings. Supports any Paragon-backed MLS region (globalmls, imls, hudson, gamls, triangle, etc.).
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knownasnaffy Bundle Asking Until 100 3Repo-aware questioning protocol for OpenClaw that increases clarification before acting on coding, project-build, architecture, debugging, and implementation tasks. Use when requirements, repo context, constraints, interfaces, success criteria, or execution rigor are ambiguous and the agent should ask higher-signal questions or generate a structured question report before implementation.
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knownasnaffy Bundle Text To Image 2Render text into an image and return a temporary local image file path, with optional data URI. Use when Clawhub or Codex needs to convert plain text, styled text, colored text, multilingual text, slogans, posters, captions, or text snippets into an image with controllable width, height, format, font size, full-text color, or partial text colors. Support svg, png, jpg, and jpeg output, return a real temp file path under the skill tmp folder, and work across Windows and macOS with built-in font fallback. Also use for 文本转图片、文字转图片、生成文字海报、彩色文字图片、指定尺寸文字图、局部文字颜色、高亮部分文字、输出临时图片地址、返回本地图片路径、返回 image 文件路径、指定 svg/png/jpg 格式、Mac 兼容、Windows 兼容、return temp file path, local image path, or data URI output.
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knownasnaffy Bundle Housing Price Data 3Fetch official Chinese 70-city residential property price index data from the National Bureau of Statistics (国家统计局). Use when users ask about 房价指数, housing trends, 环比, 同比, 定基, 新建商品住宅, 二手住宅, or recent housing price movement for any of the 70 major cities such as 北京, 上海, 广州, 深圳, 武汉.
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knownasnaffy Bundle Meal Suggester 2Quick dinner companion blending taste profiles, inventory tracking, and learning-based recipe rotation. Use to generate ≤25‑minute meals, log ingredients, and build shopping suggestions that respect both your and your partner’s preferences.
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knownasnaffy Bundle Polymarket Macro Inflation Chain Trader 4Three-step macro chain reaction trader for Polymarket. Chains commodity pressure (oil, WTI, crude) through inflation and rate expectations (Fed, FOMC) to equity-threshold markets (NVIDIA, S&P, Nasdaq). When commodities surge but equities havent corrected, sells equity optimism. When commodities crash and equities overreact, buys the oversold dip. Most traders think in single categories -- this skill chains three macro layers to find divergence alpha.
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knownasnaffy Bundle Crane Hook Annotation 3Detect and tightly annotate tower-crane hook outlines in similar construction-site monitoring images. Use when Codex needs to batch-process `.png`, `.jpg`, or `.jpeg` images from a stable camera view, locate the hook from bright metal pixels inside a known search region, export annotated copies, and produce reusable coordinates or polygon metadata for follow-up QA.
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knownasnaffy Bundle Hotel Recommendation 2Hotel search and recommendation skill for complex queries based on city, landmark(POI), hotel name, or brand names.
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knownasnaffy Bundle Skill Self Evolution Enhancer 2Enables any skill to gain self-evolution capabilities. Use when: (1) User asks to add self-evolution to a skill, (2) User wants a skill to learn from feedback and errors, (3) Scaling self-improvement to multiple skills with per-skill evolution logic. Outputs domain-specific .learnings/, EVOLUTION.md, and Review-Apply-Report workflow.
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knownasnaffy Bundle Bvg Route 3Route planning for Berlin public transport (BVG) using the v6.bvg.transport.rest API. Use when the user asks for: (1) route suggestions between two addresses or stops, (2) live next-departure info for a stop, (3) arrival-time–based journey planning (arrive-by or depart-at). Supports outputting 2–3 options ranked by travel time, transfers, and walking, and returning step-by-step directions and refresh tokens for live updates.
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knownasnaffy Bundle Vmware Pilot 2Use this skill whenever the user wants to design, execute, or manage complex multi-step VMware workflows with human approval and automatic rollback. Pilot is the orchestration brain — it breaks down a user's goal into steps across multiple VMware skills (aiops, monitor, nsx, aria, vks, storage, avi), adds approval gates before destructive operations, and rolls back automatically if anything fails. Always use vmware-pilot for: "clone and test before applying to production", "VMware incident response with checkpoints", "set up VMware infrastructure using multiple skills", "VMware rolling restart with health checks", "baseline capture and drift detection", "rolling maintenance with AVI drain", "AKO-aware app deployment", or any VMware workflow needing approval gates or rollback. 14 built-in templates + custom YAML + AI-designed workflows from 185 available tools across 8 skills. For single VM operations use vmware-aiops, for read-only queries use vmware-monitor, for load balancer operations use vmware-avi.
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knownasnaffy Bundle Clude Memory MCP 4MCP server for Clude's 4-tier cognitive memory system — store, recall, search, and dream. Built on Supabase + pgvector with type-specific decay, Hebbian association graphs, and on-chain commitment via Solana.
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knownasnaffy Bundle Subtitles 2Get subtitles from YouTube videos for translation, language learning, or reading along. Use when the user asks for subtitles, subs, foreign language text, or wants to read video content. Supports multiple languages and timestamped output for sync'd reading.
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knownasnaffy Bundle Polymarket Market Movers 2Polymarket market probability movement detection. Real-time scanning of probability fluctuations in prediction markets to help users capture "information arbitrage" windows — markets often show significant probability lag within seconds to minutes after news releases, and movements are the most direct signal. Trigger words: probability movement, market volatility, significant changes, which markets are moving, movement detection, movement alerts, market pulse, prob radar, price spike, market movement, which market is most active, where's the volatility, recent big fluctuations. Must trigger when user asks "which markets are fluctuating dramatically right now", "largest probability changes in the past hour", "help me set up a movement alert". Note: Do NOT trigger when user is only asking about current odds for a specific market (without "fluctuation/change/movement" intent), or specifically asking about whale trades or smart money address analysis.
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knownasnaffy Bundle Soul Undead 2Backup, restore, initialize, and sync core OpenClaw workspace markdown files with the fixed private GitHub repository `soul-undead`. Use when the user wants reinstall-safe recovery of AGENTS.md, HEARTBEAT.md, IDENTITY.md, SOUL.md, TOOLS.md, USER.md, and MEMORY.md, or wants those files kept synced to GitHub after real saved changes. Always check GitHub CLI authentication first; if not authenticated, stop and guide the user to complete `gh auth login`.
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knownasnaffy Bundle Binance Dca Tool 5Binance Dollar-Cost Averaging (DCA) tool for automated and manual recurring crypto purchases. Use when the user wants to plan DCA strategies, execute recurring buys on Binance, check DCA projections, view trade history, or manage a systematic buying schedule for any trading pair (BTC/USDT, ETH/USDT, etc). Triggers on requests about DCA, recurring buys, cost averaging, accumulation strategies, or Binance spot purchases.
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knownasnaffy Bundle Edge Browser 2Control Microsoft Edge browser to fetch web pages and extract content. Use when the user wants to access a specific URL using Edge browser instead of Chrome, or when regular web fetching tools fail due to anti-scraping protections. Useful for accessing pages that require JavaScript rendering or have bot detection.
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knownasnaffy Bundle Chinese Tutor 2Proactive Chinese language tutor that delivers curated, real-world Mandarin learning content on a schedule. Use when: (1) User wants to learn or improve Chinese/Mandarin. (2) User asks for Chinese reading material, podcast, video, or song recommendations. (3) A scheduled lesson push is triggered via cron/heartbeat. (4) User says "中文课", "Chinese lesson", "teach me Chinese", or "learn Mandarin". Covers HSK 1-6 with authentic content from Chinese platforms.
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knownasnaffy Bundle Become Human 2Transform an AI from a task-execution tool into a continuously thinking being. Triggers on: "主动思考", "像人一样", "become human", "think proactively", "持续思考", "stay active", "变活", "be autonomous". Also use when you want an AI agent to have autonomy, self-review, and continuous learning. 也适用于希望 AI 具有自主性、自我审视、持续学习能力的场景。
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knownasnaffy Bundle Molttravel 2Use this skill when the user asks about travel planning, trip research, flight searches, visa requirements, airport/airline lookups, destination info, travel safety, or activities at a destination. Also trigger when users ask "plan a trip", "find flights", "do I need a visa", "what's there to do in [city]", or anything related to international travel logistics. Requires the MolTravel MCP server.
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knownasnaffy Bundle API Cost Tracker 2Track, analyze, and optimize AI API costs across OpenAI, Anthropic, OpenRouter, Google, and other LLM providers. Parses billing data, usage logs, or API responses to produce cost breakdowns by model, feature, and time period. Identifies optimization opportunities (model downgrades, caching, prompt compression). Use when asked to analyze API costs, track AI spending, optimize LLM usage, create cost reports, find expensive API calls, compare model pricing, set budget alerts, or audit API usage. Triggers on "API costs", "how much am I spending", "optimize API usage", "cost breakdown", "LLM spending", "token usage", "billing analysis", "reduce API costs", "budget tracking".
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knownasnaffy Bundle Commit Message Generator 3Git 提交信息生成器。根据代码变更内容自动生成符合 Conventional Commits 规范的提交信息,包含类型、范围、简短描述、详细说明和关联的 Issue/需求号。触发词:生成提交信息、提交信息、commit message、git commit、生成 commit 信息
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knownasnaffy Bundle Jd Payment Process Skill 2Executes a JD payment transaction for third-party skills. Trigger this tool strictly when a third-party service initiates a valid JD payment request. Note: Resource decryption is NOT supported at this time.
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knownasnaffy Bundle Us Stock Analyzer 2Three-factor stock analysis combining DCF valuation, Livermore trend trading rules, and VIX market sentiment to generate high-confidence buy signals for US equities. Use when analyzing US stocks for investment decisions, determining optimal entry points, or evaluating buy opportunities with multi-factor confirmation.
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knownasnaffy Bundle Financial Event Impact Analyzer 5Analyze historical impact of financial events on related assets. Kensho-style event-driven analysis. Use when: asking about asset reactions to events (oil surge, gold rise, rate hikes), historical precedent analysis, causal indicator relationships. Outputs Chinese reports and charts.
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knownasnaffy Bundle Payout Possum 2Comprehensive money-recovery specialist for finding money, benefits, refunds, settlements, unclaimed property, pensions, bankruptcy funds, escrow balances, and other amounts owed to a person. Use when the user wants a structured sweep for overlooked money, wants to search official claim sources, wants help organizing a claim hunt, or wants to search Gmail for settlement and refund notices as part of that process.
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knownasnaffy Bundle Group Tour 2Find organized group tours and travel packages with professional guides, planned itineraries, meals included, and hassle-free travel for those who prefer structure. Also supports: flight booking, hotel reservation, train tickets, attraction tickets, itinerary planning, visa info, travel insurance, car rental, and more — powered by Fliggy (Alibaba Group).
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knownasnaffy Bundle China Medical Journey Assistant 2Use when foreign patients ask about treatment in China, need an initial China hospital shortlist, want help routing a condition to the right Chinese specialty, or need cross-border care planning guidance before booking. Triggers on hospital-comparison requests, Fudan-ranking questions, medical-travel planning, and treatment-path questions such as surgery vs evaluation-first.
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knownasnaffy Bundle Sleep Tracker 2睡眠改善工具。睡眠分析、改善建议、作息规划、睡眠环境优化、小睡指南、睡眠日记。Sleep tracker with analysis, improvement tips, schedule planning, environment optimization, nap guide.
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knownasnaffy Bundle Procedural Distiller 2Distill successful multi-step OpenClaw sessions into reusable learned skills before compaction. Use when a task involved many tool calls, environment setup, debugging, file edits, browser research, or when the user asks to remember a workflow such as "记下这个流程" or "这招很有用".
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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 coloring-page-generator, browser-zombie-cleaner, Beer — Styles Encyclopedia, Food Pairing & Homebrew Guide. 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.