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 Bbc News 2Fetch and display BBC News stories from various sections and regions via RSS feeds. Use when the user asks for BBC news, UK news headlines, world news from BBC, or news from specific BBC sections (technology, business, politics, science, health, entertainment, regional UK news, or world regions).
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knownasnaffy Bundle Jobautopilot Tailor 6Tailors your resume and cover letter to a specific job description. Fetches the JD, rewrites bullet points to match keywords, and exports polished .docx files — 100% based on your real experience, nothing invented. Picks up shortlisted jobs from jobautopilot-search and hands resume_ready entries to jobautopilot-submitter.
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knownasnaffy Bundle Einstein Research Portfolio Risk Analyzer 4Performs a comprehensive, portfolio-level risk analysis. Calculates VaR (Value at Risk), max drawdown, correlation matrix, stress tests against historical crises, and identifies concentration risks. Use when asked about portfolio risk, drawdown, hedging, or stress testing.
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knownasnaffy Bundle Redline 3Review and redline DOCX contracts paragraph by paragraph with tracked changes, clause-level risk analysis, and draft comment responses. Use when a user wants contract revisions that are specific to each paragraph or bullet, especially for privacy, security, data-processing, liability, AI, or other negotiated legal terms.
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knownasnaffy Bundle Web To Markdown 3网页内容抓取与图片提取技能。支持:(1) 将网页转换为 Markdown 格式阅读 (2) 从任意网站提取图片 URL (3) 批量下载网页图片。当需要抓取网页内容、读取文章、提取或下载网站图片时使用此技能。支持 markdown.new、defuddle.md、r.jina.ai 等转换服务,自动降级确保成功。 Web scraping and image extraction skill. Supports: (1) Converting web pages to Markdown for reading (2) Extracting image URLs from any website (3) Batch downloading images. Use this skill when you need to scrape web content, read articles, or extract/download images from websites. Supports markdown.new, defuddle.md, r.jina.ai conversion services with automatic fallback.
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knownasnaffy Bundle Browser Zombie Cleaner 2Detect 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 Screenshot Capture 4Capture screenshots on Windows using mss and Pillow. Provides full-screen, region, and multi-monitor capture with output as PIL Image, PNG file, or base64 string. Use when the user asks to take screenshots, capture screen content, get screen info, or needs screen images for AI vision APIs.
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knownasnaffy Bundle Looper 7Automate content creation, code improvement, and social media posting via Looper (looper.bot). Use when setting up automated blog posts, continuous code improvement loops, social media scheduling, or managing recurring AI-driven content workflows. Supports Blog Kit (daily blog generation), Analyze (code review), Create (content generation), and Social Kit (multi-platform posting) engines.
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knownasnaffy Bundle Workspace Backup Github 2Backup AI Agent workspace to GitHub - One-click backup for OpenClaw, Claude Code, Cursor, and other AI Agent workspaces to a private GitHub repository. Supports two modes: (1) Auto mode - scheduled automatic backup (2) Manual mode - interactive setup wizard. Automatically guides users through: GitHub Token config → Repository creation → Initial backup → Scheduled backup setup. Perfect for: AI Agent developers, multi-device users, anyone who wants to protect their workspace from data loss. Trigger keywords: backup, github backup, auto backup, workspace backup, backup to github, git backup, scheduled backup, sync to github
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knownasnaffy Bundle Binance Dca Tool 2Binance 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 Data Vault 2Persist and retrieve structured data using the Lance columnar format. Use when you need to store, query, or analyze data across sessions — such as saving skill outputs, tracking conversation context, storing research data, or building knowledge bases. After installing the requirements it's ready to use. Triggers on: 'store this data', 'save to persistant storage', 'persist information', 'remember this', 'store for later', 'query my data', 'analyze stored data', 'persist data'.
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knownasnaffy Bundle Paper Deep Reader 2Very helpful in deep-reading one selected research paper, journal article, arXiv paper, working paper, technical report, benchmark paper, dataset paper, replication study, or synthesis paper and producing a rigorous markdown reading note, technical summary, critique, or implementation memo. Always use when the task requires reconstructing equations, notation, derivations, theorems, estimators, algorithms, empirical identification, experiments, benchmark design, dataset construction, figures, tables, appendix evidence, assumptions, limitations, or literature context across fields such as machine learning, statistics, physics, economics, quantitative finance, systems, and related technical disciplines. Not for shallow abstract rewrites or broad multi-paper surveys unless the selected paper itself is a survey or synthesis.
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knownasnaffy Bundle Geojson 3Inspect, validate, summarize, and troubleshoot GeoJSON files and payloads, including FeatureCollection checks, geometry counting, bbox generation, coordinate range review, and CRS-related safety guidance. Use when the user asks about GeoJSON, FeatureCollection, geometry validity, 坐标范围检查, bbox, GeoJSON summary, or GeoJSON debugging.
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knownasnaffy Bundle Gemini CLI 6Use the local Gemini CLI for one-shot prompts, structured JSON output, shell-assisted research, and delegated AI-to-AI workflows on this Linux host. Use when you want to call the installed `gemini` command directly via `exec`, verify Gemini CLI availability/auth, run fast secondary model opinions, generate or refine code/content through Gemini, or orchestrate iterative local work where OpenClaw handles files/shell while Gemini provides another model's output.
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knownasnaffy Bundle Openclaw Partner Guide 4Partner-style operating guide for OpenClaw assistants. Use when an assistant should behave like a proactive, careful partner rather than a generic chatbot, with strong defaults for concise communication, memory hygiene, phased execution, skill vetting, shared-chat restraint, and cautious external actions.
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knownasnaffy Bundle Cls Openclaw Insights 4分析存储在腾讯云日志服务 (CLS) 中的 OpenClaw 监控数据。 当用户需要查询、分析 OpenClaw 相关问题时,应使用此 skill,包括但不限于: - 成本分析:Token 消耗统计、费用趋势、模型调用成本对比 - 性能问题:会话卡死、队列积压、响应延迟 - 运行异常:Gateway 状态、Webhook 报错、实例异常 - 行为审计:Agent 调用记录、工具使用情况、会话详情 触发关键词包括 "OpenClaw监控"、"OpenClaw分析"、"OpenClaw日志"、"OpenClaw指标"、"OpenClaw成本"、 "Token消耗"、"会话卡死"、"实例异常"、"OpenClaw报错",或任何涉及 OpenClaw 监控数据分析的请求。
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knownasnaffy Bundle Dynamic Skill Manager 4Track and manage OpenClaw skills usage, find idle skills, and safely uninstall unused ones. Use when: - User wants to see what skills are installed or track usage - User wants to find skills that haven't been used recently - User wants to uninstall or cleanup unused skills - User mentions "skill management", "dynamic skill", "skill lifecycle" - Agent needs to check skill usage statistics
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knownasnaffy Bundle Sg Property Scraper 2Search Singapore property rental and sale listings with flexible filters. Use when asked to search Singapore properties, find rental or sale listings, check property prices near MRT stations, or compare commute times. Supports filtering by listing type (rent/sale), property type (HDB/Condo/Landed), bedrooms, bathrooms, price range, size, TOP year, MRT station codes, distance to MRT, room type, availability, and commute time to a destination. Outputs JSON to stdout.
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knownasnaffy Bundle Budget Analyzer Claw 2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
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knownasnaffy Bundle Quant Expert 3Quantitative analysis skill for the Chinese A-share market using Tushare Pro data and a holiday helper. Use when the user asks for stock screening, stock diagnosis, market or sector analysis, money-flow checks, ETF or option data, macro data, trading-day queries, holiday checks, or raw Tushare data related to Chinese securities.
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knownasnaffy Bundle Kalshi 4Kalshi prediction markets — events, series, markets, trades, and candlestick data. Public API, no auth required for reads. US-regulated exchange (CFTC). Covers football (EPL, UCL, La Liga), basketball, baseball, tennis, NFL, hockey event contracts. Use when: user asks about Kalshi-specific markets, event contracts, CFTC-regulated prediction markets, or candlestick/OHLC price history on sports outcomes. Don't use when: user asks about actual match results, scores, or statistics — use the sport-specific skill: football-data (soccer), nfl-data (NFL), nba-data (NBA), wnba-data (WNBA), nhl-data (NHL), mlb-data (MLB), tennis-data (tennis), golf-data (golf), cfb-data (college football), cbb-data (college basketball), or fastf1 (F1). Don't use for general "who will win" questions unless Kalshi is specifically mentioned — try polymarket first (broader sports coverage). Don't use for news — use sports-news instead.
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knownasnaffy Bundle Personality Engine 8Six-system behavior engine that makes any OpenClaw agent feel alive. Editorial voice injects opinions. Selective silence knows when NOT to talk. Variable timing scores urgency with time-of-day awareness. Micro-initiations send ambient pings. Context buffer enables back-references to earlier messages. Response tracker adapts to engagement patterns. Domain-agnostic — works with trading agents, personal assistants, DevOps monitors, or any proactive agent. Part of the OpenClaw Prediction Market Trading Stack with default trading configuration.
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knownasnaffy Bundle Case 04501Pre-flight step (required)
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knownasnaffy Bundle Crane Hook Annotation 2Detect 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 Astock Multiagent Research 3多智能体A股深度研究框架。当用户要求分析A股上市公司、产业链研究、个股深度报告、行业比较、投资价值评估时激活。支持:单只股票全面分析(财务/新闻/情绪/技术/风险)、多智能体辩论(看涨vs看跌)、产业链上下游拆解、事实核查、Dashboard部署。数据来源:akshare(A股/港股)、yfinance(美股)、网络搜索(研报/新闻)。适合A股投资者、量化研究员、产业链分析师。
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knownasnaffy Bundle Ccxt Crypto API 5CCXT 库统一封装全球主流加密货币交易所的交易 API,支持订单管理、市场行情查询、账户余额监控与自动化借贷等核心操作。触发场景:(1) 用户要监控 Binance/OKX 等多交易所账户余额变动;(2) 用户要在 Bitfinex 自动执行 fUST 借贷操作;(3) 用户要在多个交易所之间捕捉价差执行套利交易。
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knownasnaffy Bundle Catl Wiki 3CATL (宁德时代) project wiki knowledge base — shared across all agents. Activate when: (1) looking up CATL client info, project docs, industry research, content assets, or SOPs, (2) adding/updating wiki content for the CATL project, (3) user mentions 宁德wiki, 知识库, client profile, 项目文档, 行业研究, or any CATL project knowledge query. Provides wiki node mapping, read/write workflows, and mandatory changelog tracking. NOT for: non-CATL wikis, general feishu doc editing unrelated to the knowledge base, or feishu drive/permission management.
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knownasnaffy Bundle Compound Docs 6Document solved problems for team reuse. Provides process knowledge for /workflows:compound. Use when documenting a resolved issue, writing up lessons learned, capturing a post-mortem, adding to the knowledge base, or building searchable institutional knowledge after debugging.
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knownasnaffy Bundle Personal Health Manager 5Personal health management and wellness assistant. Use when users want to track health data, get health advice, manage medications, analyze symptoms, get exercise/diet recommendations, or prepare for travel with health essentials. Features medication reminders, symptom screening, and travel health preparation. Supports personalized advice based on age, gender, and health conditions.
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knownasnaffy Bundle Douban Self Taste Skill 3Collect, refresh, normalize, and analyze the user's own Douban history for taste analysis and recommendation reasoning. Use when the task involves the user's own Douban shelves, ratings, tags, comments, reviews, or recent activity, especially when you need to decide whether local cache is fresh enough, re-crawl logged-in data with cookies, store refreshed results locally, and then analyze them by category.
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knownasnaffy Bundle Restart Task Recovery 4Preserve and resume in-progress multi-agent work across OpenClaw config patch/apply restarts. Use when a restart is required during active tasks, when users ask to minimize interruption, or when agent runs/tool calls were interrupted by gateway restart/timeouts.
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knownasnaffy Bundle Case 04518Permission Setup Review
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knownasnaffy Bundle Basic Object Detection Analysis 4Basic object detection skill. Detects people, vehicles, non-motorized vehicles, pets, and parcels appearing in the target area. Supports video stream and image detection, suitable for general security surveillance scenarios. | 基础目标检测技能,检测出目标区域内出现的人、车、非机动车、宠物、包裹,支持视频流和图片检测,适用于通用安防监控场景
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knownasnaffy Bundle Gaokao Tutor 4High school exam (Gaokao) AI tutor for Chinese students. Covers all subjects (Math, Chinese, English, Physics, Chemistry, Biology, History, Geography, Politics). Features Socratic guided problem-solving, knowledge point lookup, practice question generation, mistake tracking, essay scoring, study plan generation, and college major recommendation. Use when: 高考, 解题, 答疑, 这道题, 帮我讲, 知识点, 模拟题, 备考计划, 志愿填报, 作文批改, exam help, gaokao, 高中数学, 高中物理, 高中化学, 高中语文, 高中英语, 错题本, 刷题, 冲刺复习.
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knownasnaffy Bundle Sg Property Scraper 3Search Singapore property rental and sale listings with flexible filters. Use when asked to search Singapore properties, find rental or sale listings, check property prices near MRT stations, or compare commute times. Supports filtering by listing type (rent/sale), property type (HDB/Condo/Landed), bedrooms, bathrooms, price range, size, TOP year, MRT station codes, distance to MRT, room type, availability, and commute time to a destination. Outputs JSON to stdout.
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knownasnaffy Bundle Healthclaw 2AI-native hospital and multi-department healthcare ERP. 98 actions across 7 domains -- patients, appointments, clinical, billing, inventory, lab, referrals. Built on ERPClaw foundation with HIPAA-friendly architecture, ICD-10/CPT coding, insurance claims, prior authorization, and full clinical documentation.
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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 bbc-news, jobautopilot-tailor, Einstein Research — Portfolio Risk Analyzer. 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.