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 Obsidian LLM Wiki 2个人知识库构建系统 — 基于 Karpathy LLM-Wiki 方法论，结合 obsidian-cli 实现高效的 Obsidian vault 管理。 让 AI 持续构建和维护你的 Obsidian 知识库，支持多种素材源（网页、公众号、知乎、YouTube、PDF、本地文件）， 自动整理为结构化的 wiki。触发条件：用户明确提到"知识库"、"wiki"、"消化素材"、"健康检查"、"检查知识库"等。 不要在用户只是要求"总结这篇文章"时触发——必须是明确的知识库管理意图。
0 - knownasnaffy Bundle Fitness Coach 4
Professional fitness and nutrition coaching system with specialized personas. Features a certified dietitian for meal planning and macro management, and a university-educated professional trainer for workout programming. Both provide evidence-based guidance from peer-reviewed research. Use when user wants science-backed fitness coaching, meal planning with proper nutrition science, progressive overload tracking, macro calculations, or evidence-based workout programming.
0 - knownasnaffy Bundle Android Sharesdk Integration 3
Interactive guide for integrating MobTech ShareSDK into Android projects with 6-step workflow. Use when user says "我要在app中增加分享能力", "ShareSDK集成", "Android分享功能", "配置微信分享", or asks about ShareSDK setup, Gradle configuration, platform devInfo, privacy compliance, or social sharing SDK integration. Supports step-by-step interactive integration with user confirmation at each step.
0 - knownasnaffy Bundle Pantrypilot 7
Household replenishment planning skill for mainland China that turns pantry status, weekly menu, repeat-purchase habits, and recent consumption clues into a cross-platform home supply system across Meituan, PDD, Taobao, Meituan Maicai, Duoduo Maicai, and similar channels, estimates what is running low, routes urgent top-ups versus stock-up buys versus long-tail one-offs, and outputs the cheapest, fastest, and lowest-friction restock plans.
0 - knownasnaffy Bundle Delete Agent With Telegram Group 4
Safely and thoroughly delete an OpenClaw agent and its artifacts. Use when user asks to remove an agent completely, including workspace, agent files under ~/.openclaw/agents, bindings, Telegram group routing config, dedicated Telegram group, and related cron jobs. Always run local cleanup via script with dry-run first; if Telegram group deletion is requested, require a separate explicit confirmation before any browser/session control or irreversible group deletion.
0 - knownasnaffy Bundle Skill 9
人人商城龙虾助手 - 人人商城数据查询与订单管理工具。 当用户提到以下意图时使用此技能： 「查待办事项」「查运营数据」「查商品信息」「查会员信息」 「查订单」「管理订单」「查优惠券」「设置满额包邮」 「配置商城API」「验证API连通性」 支持：待办事项查询、运营数据统计、商品/会员/订单全维度查询、优惠券管理、满额包邮规则配置，所有操作需基于用户提供的人人商城合法API凭证执行。
0 - knownasnaffy Bundle Cross Listing AI 3
Guide an OpenClaw agent through seller-side cross listing and marketplace-ready listing generation from item photos. Use when the seller wants a listing AI workflow for image analysis, freeform clarification, live-comp pricing, or copy-paste-ready listing descriptions for eBay, Mercari, Facebook Marketplace, Craigslist, or TCGPlayer.
0 - knownasnaffy Bundle Openclaw Restore 5
Audit, extract, and restore self-contained backup bundles created by openclaw-snapshot. Use when you want a safer restore flow with bundle inspection, integrity verification, and guarded full-directory recovery of ~/.openclaw. Pairs with openclaw-snapshot.
0 - knownasnaffy Bundle City Rental Hunt 4
Search and triage rental listings from Chinese social platforms, especially Xiaohongshu via TikHub and optionally Douyin, for apartment hunting. Use when a user wants to find currently listed rentals, compare neighborhoods, build area-specific search keywords, de-duplicate posts, shortlist viable options, or create a contact brief under constraints like budget, rooms, commute, pet policy, building age, elevator, and landlord-vs-agent preference.
0 - knownasnaffy Bundle Web Chat 3
Use when the user wants to interact with Google Gemini or ChatGPT via browser automation. Triggers on phrases like "ask Gemini", "ask ChatGPT", "ask GPT", "让 Gemini", "让 ChatGPT", "问一下 Gemini", "问一下 ChatGPT", "用 Gemini 查", "用 GPT 查". Sends the user's query to the target chatbot and returns the response verbatim.
0 - knownasnaffy Bundle Feedship AI Daily 6
Generate daily AI news digest from feedship subscriptions. Use when user wants today's news summary, daily briefing, periodic news recap, AI daily digest, AI 日报, ai 日报, 生成简报, or 大模型日报. The workflow extracts articles, filters for AI/tech content, generates strategic analysis via LLM, and replaces citation placeholders. Requires feedship skill.
0 - knownasnaffy Bundle Gemini Nano Banana Pro Portraits 5
Generate ultra-photorealistic portraits using Gemini Nano Banana Pro with comprehensive JSON configuration templates. Use when creating cinematic quality portraits, fitness photography, or realistic character images. Includes complete JSON structure for prompt configuration, subject details, apparel, pose, environment, lighting, and technical specifications.
0 - knownasnaffy Bundle Ledger Plaintext Accounting 3
通过字节码驱动的复式记账引擎，支持多币种账户余额实时查询和资金来源的FIFO分配追踪。触发场景：(1) 用户要记录链上或交易所交易流水并做复式记账；(2) 用户要查询某个地址或账户的实时余额与资金来源；(3) 用户要精确追踪多笔入金的分配去向并防止双重支出。
0 - knownasnaffy Bundle AI Exposure Analyzer 4
Analyze any public company's AI exposure using the 8-dimension AI Exposure Index. Fetches last 4 10-K filings (or international equivalents), O*NET data, patents, and earnings transcripts to score vulnerability and adaptive capacity, classifying companies as AI Fortified/Transformer/Bystander/Endangered with valuation overlay. Use whenever the user asks about AI risk, AI readiness, AI exposure, workforce automation, competitive moat durability, or how AI impacts a stock or business. Triggers on "AI exposure", "AI vulnerability", "AI analysis of [company]", "how will AI affect [company]?", "is [company] ready for AI?", "rate this company on AI", "AI risk for [ticker]", or any company evaluation through an AI lens.
0 - knownasnaffy Bundle Github Bounty Hunter 4
Automatically scan GitHub repositories for open issues with 0 comments, evaluate their value, claim them, and submit PRs. Automates the entire GitHub bounty hunting workflow for passive income generation. Use when the user wants to find and complete GitHub issues for money, automate bounty hunting, or set up passive income from open source contributions.
0 - knownasnaffy Bundle Tianshu Vocab Plan 5
根据词表（每行一词或短语）生成本地课表式的复习计划：第几天学新词、第几天回顾（简化艾宾浩斯：+1,+2,+4,+7,+15 天）。 Use when: 背单词、考前词汇突击；用户说「复习计划」「词表排期」「间隔复习」。 NOT for: 内置背单词 App 联动；精细到分钟的提醒。
0 - knownasnaffy Bundle Phy Content Compound 7
Content atom library builder for social media creators. Scans a directory of your past content (markdown, text files) and extracts reusable "content atoms" — claims, data points, anecdotes, frameworks, contrarian takes, and questions. Tags each with topic keywords and source attribution. When given a new topic, retrieves the most relevant atoms from your personal library and generates a post outline. Like Zettelkasten but automated — every post you write makes the next one easier. Solves the 77% creator burnout problem by eliminating "blank page" starts. Research-backed (Zettelkasten serendipity effect, Justin Welsh 730-day content library, content atomization hub-and-spoke model). Zero external dependencies.
0 - knownasnaffy Bundle Bilibili AI Subtitle 5
Download Bilibili AI-generated subtitles (auto-subtitles) for videos. Use when you need to quickly get subtitles from Bilibili videos that have AI-generated captions. Supports 9 languages: Chinese, English, Japanese, Spanish, Arabic, Portuguese, Korean, German, French. Language priority can be customized.
0 - knownasnaffy Bundle Polymarket Candle Three Soldiers Trader 3
Trades crypto "Up or Down" 5-minute interval markets on Polymarket by detecting Three White Soldiers (3+ consecutive strong UP intervals all p>0.57) and Three Black Crows (3+ consecutive strong DOWN intervals all p<0.43). Classic candlestick continuation patterns -- when the NEXT interval lags behind the established trend, there is edge in buying the continuation direction. Conviction scales with the lag distance from the trend.
0 - knownasnaffy Bundle Kcard 3
Knowledge Card generator. Extracts key knowledge from user-provided material (text, files, URLs), determines optimal card type (concept/memo/process/comparison), applies cognitive science principles (chunking, dual coding, elaboration), outputs structured Markdown, and renders it into a beautiful image. Use when user says "知识卡片", "kcard", "make a card", "knowledge card", or wants to turn notes/articles into memorable visual cards.
0 - knownasnaffy Bundle Budget Analyzer Claw 4
预算分析虾 — OpenClaw 数字员工体系的财务守门员。实时监控所有 AI 资源支出，智能控制开销，防止产生意外的巨额费用。 当以下情况时使用此 Skill： (1) 用户询问今日/本周/本月花了多少钱 (2) 用户询问哪个数字员工最费钱、成本占比 (3) 用户要求分析成本趋势、优化建议 (4) 用户要求设置预算上限或预警阈值 (5) 检测到异常的 API 调用频率或成本激增时主动预警 (6) 用户提到"预算"、"成本"、"花了多少"、"账单"、"省钱"、"控制开销"、"预警"、"超支" (7) 需要生成日报/周报/月报成本摘要
0 - knownasnaffy Bundle Epub Eink Optimizer 4
This skill should be used when the user wants to optimize an epub file for e-ink readers (墨水屏电子书). It handles image deduplication, removal of tiny decorative images, resizing oversized images, and JPEG recompression — all targeting reduced file size while preserving readability on e-ink devices. Trigger phrases include: epub优化、墨水屏、电子书瘦身、epub压缩、 epub图片处理、epub减小体积、epub图片优化、epub图片去重、清理epub图片、缩小epub、 optimize epub, epub for kindle/kobo/boox.
0 - knownasnaffy Bundle China Vehicle Accessories Sourcing 4
Comprehensive vehicle accessories industry sourcing guide for international buyers – provides detailed information about China's aftermarket products for all vehicle types (passenger cars, commercial vehicles, motorcycles, etc.) including interior/exterior trim, electronics, lighting, vehicle care, functional accessories, and safety equipment manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).
0 - knownasnaffy Bundle India Market Intelligence 5
Comprehensive India-focused market intelligence tool that fetches real-time data on NIFTY, SENSEX, global indices, market news, geopolitical events, and provides AI-powered analysis with probability predictions, risk assessment, and trading decisions for Indian stock market. Sources include Yahoo Finance, Moneycontrol, Economic Times.
0 - knownasnaffy Bundle Lobsterlan 4
Communicate with other OpenClaw agents on your local network. Use when you need to ask another agent a question (sync), delegate a task (async), or check if a peer agent is reachable. Supports both synchronous chat completions and asynchronous webhook-based task delegation. Requires peers.json config with peer addresses and tokens.
0 - knownasnaffy Bundle S2 Bas Causal Os 4
A thermodynamic physics engine for BAS. Equips the agent with SSSU spatial mapping, thermal calibration, and Causal Lookahead Control (CLC) prediction. Includes Dual-Track Authorization for Commercial and Residential safety.
0 - knownasnaffy Bundle Phosphate 3
Phosphate fertilizer reference — P2O5 forms, application timing, soil testing, runoff management, crop requirements. Use when planning phosphorus fertilization programs or managing phosphate resources.
0 - knownasnaffy Bundle Travel Search Flight Train Scenery 3
聚合航班列表、景点信息，火车段可走 train 能力。当用户说：查一下上海到东京的航班、杭州有什么景点推荐、顺带帮我看看火车票，或类似出行规划问题时，使用本技能。
0 - knownasnaffy Bundle Xhsfenxi 6
小红书博主分析全流程 skill — 拆解账号定位、提炼爆款选题公式、输出结构化报告和商业版 Word。内置三型博主分类体系（荒诞美学型 / 共鸣命名型 / 现实策略型），基于多位真实博主的深度分析沉淀。支持单账号深度拆解、多账号对比、自定义学习报告，证据分级（公开主页→截图→第三方公开资料→推断），所有交付物可一键转为 Markdown + 商业 Word。Use it when the user asks to analyze a Xiaohongshu blogger/account, extract viral topic formulas, compare creators, or produce business-grade deliverables.
0 - knownasnaffy Bundle China Briefing 6
多尺度中文资讯简报生成。从一条街道到全球，任意地理范围均可生成。 从主流媒体（Reuters/BBC/新华社）、街道公众号、社交平台（微博/小红书/抖音） 获取资讯，结构化输出。 使用场景：用户要求"简报"、"资讯"、"早报"、"晚报"、"周报"、"XX简报"、 "XX资讯"、"本地新闻"、"国际新闻"、"街道新闻"等。 外部依赖：Python 3（标准库），通过 Tavily web_search + web_fetch 获取数据。 NOT for: 邮件群发订阅、Newsletter运营策略。
0 - knownasnaffy Bundle Bg Remover 5
Remove, replace, or blur image backgrounds using AI-powered segmentation (rembg/U2-Net). Use when the user asks to: (1) remove image background / make transparent, (2) replace background with a color or another image, (3) blur background like portrait mode, (4) cut out / extract foreground subject from a photo. Triggers on keywords like 抠图, 去背景, 换背景, 背景模糊, 透明背景, remove background, replace background, blur background, cutout.
0 - knownasnaffy Bundle Instagram Photo Text Overlay 7
Overlay text on photos for Instagram posts. Generates portrait (4:5) images with gradient overlays, titles, and optional numbered lists. Use when creating Instagram content that needs text on top of a photo — destination itineraries, top-5 lists, travel highlights, or any branded social image with text overlay.
0 - knownasnaffy Bundle Polymarket Central Bank Trader 4
Trades Polymarket prediction markets on central bank decisions, interest rates, inflation prints, and Fed/ECB/Riksbank policy moves. Exploits three compounding structural edges — question tractability (near-term rate decisions are near-certain from CME FedWatch; emergency cuts are once-per-decade events retail perpetually overprices), FOMC communication cycle (maximum conviction post-meeting/dot-plot; minimum during blackout), and data calendar timing (CPI/PCE/NFP release weeks boost signal quality for inflation and rate markets).
0 - knownasnaffy Bundle Backtester 6
Professional backtesting framework for trading strategies. Tests SMA crossover, RSI, MACD, Bollinger Bands, and custom strategies on historical data. Generates equity curves, drawdown analysis, and performance metrics.
0 - knownasnaffy Bundle Vn Stock Scanner 5
Chuyên gia phân tích chứng khoán Việt Nam (VN-Index, HoSE, HNX, UPCoM). Sử dụng để LẤY TIN TỨC CHỨNG KHOÁN (cập nhật CafeF, tin đồn, tin chủ tịch mua/bán, chia cổ tức) hoặc TRA CỨU MÃ CỔ PHIẾU VN (P/E, P/B, EPS, Vốn hóa, Ngành nghề).
0 - knownasnaffy Bundle Github Triage 2
GitHub notification auto-triage via email channel. Classifies incoming GitHub notification emails into three tiers: (1) CI failures and security alerts → immediate forward with [紧急] tag, (2) PR reviews and merges → buffered for daily summary, (3) everything else → silent archive. Use when: an inbound email on the ghbot sub-mailbox is a GitHub notification. Requires: mail-cli, email channel plugin (@clawmail/email). NOT for: non-GitHub emails or manual email composition.
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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 obsidian-llm-wiki, fitness-coach, android-sharesdk-integration. 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.