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 Lance Store 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 lance', 'persist information', 'remember this', 'store for later', 'query my data', 'analyze stored data', 'lance store'.
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knownasnaffy Bundle Agent Ops Hardening 3Production hardening patterns for AI agents running on OpenClaw. Adds destructive command safety (trash > rm), session rotation protocol, context window discipline, tool pre-flight checks, heartbeat batching with state-file gating, and memory trimming workflow. Battle-tested by Rick (meetrick.ai) over 30+ days of autonomous production operation. Use when setting up a new agent for production, auditing an existing deployment, or after experiencing context degradation, token waste, or operational drift.
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knownasnaffy Bundle Resume Analyzer 2Professional resume analysis and optimization for UK job market. Use when user needs to (1) Analyze resume quality against a job description, (2) Get ATS compatibility score and keyword suggestions, (3) Optimize bullet points with quantifiable achievements, (4) Generate an improved version with tracked changes and annotations. Supports .docx format input/output.
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knownasnaffy Bundle Polymarket Sports Live 2Exploits price lag between ESPN real-time scores and Polymarket sports markets. Uses Gaussian win-probability models for NBA/NFL/NHL and Poisson for soccer to calculate fair odds from live game state. Trades when model probability diverges more than 10% from Polymarket price.
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knownasnaffy Bundle Tuya Smart Control 3Control Tuya smart home devices via natural language. Use when the user asks to control smart devices (turn on/off lights, AC, plugs, adjust brightness/temperature/mode), query device status or list devices, manage homes and rooms, rename devices, check weather by location, send notifications (SMS, voice call, email, or App push), view device data statistics (e.g. energy/power consumption), capture snapshots/short videos from IPC cameras, or subscribe to real-time device events (property changes, online/offline status) via WebSocket. Requires TUYA_API_KEY.
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knownasnaffy Bundle Polymarket 48h Geopolitics Cluster Trader 3Trades logical inconsistencies in geopolitical event clusters on Polymarket. Geopolitical markets form clusters where probabilities must satisfy constraints — strike-count markets are cumulative (P(7) <= P(6)), daily military action across regions should correlate, and prerequisite events constrain downstream markets. When these constraints are violated, the mispriced market reverts. This skill detects violations and trades the correction, sizing by conviction.
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knownasnaffy Bundle Social Carousel Writer 6LinkedIn and Instagram carousel script writer. Generate complete slide-by-slide carousel content with hooks, value slides, and CTAs that drive saves and shares. Triggers: carousel, carousel writer, LinkedIn carousel, Instagram carousel, slide deck, carousel script, swipe post, carousel post
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knownasnaffy Bundle Resume Optimizer 5Professional resume builder with PDF export, ATS optimization, and analysis capabilities. Use when users need to (1) Create new resumes from scratch, (2) Customize/tailor existing resumes for specific roles, (3) Analyze resumes and provide improvement recommendations, (4) Convert resumes to ATS-friendly PDF format. Supports chronological, functional, and combination resume formats.
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knownasnaffy Bundle Job Hunter 3Job hunting assistant with resume generator & scoring. 求职助手、简历生成、简历评分、简历优化、简历模板、resume、markdown简历、简历打分、简历诊断、面试准备、面试问题、薪资谈判、找工作、跳槽、换工作、Boss直聘、拉勾网、猎聘、求职信、cover letter、自我介绍、电梯演讲、elevator pitch、求职追踪、offer谈判、offer对比、面试跟进邮件、follow-up email、职业规划、校招、社招、秋招春招、面经、八股文、JD匹配、简历匹配度、模拟面试、mock interview。Job search, resume file generator (markdown), resume scoring system (10 dimensions/100 points), interview prep, salary negotiation, application tracker, follow-up emails, offer comparison, JD skill matching analysis, mock interview (HR/Technical/Final rounds with 10 Q&A each). Use when: (1) generating a resume/CV file with smart skill matching by position, (2) scoring/evaluating an existing resume, (3) writing cover letters, (4) preparing for job interviews, (5) researching salary ranges, (6) tracking job applications, (7) crafting elevator pitches/self-introductions, (8) writing follow-up emails after interviews, (9) comparing multiple job offers, (10) analyzing JD to find skill gaps, (11) mock interview practice with coachin
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knownasnaffy Bundle Workspace Backup Github 3Backup 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 Stock Price Checker Pro 4Run a local script to fetch current stock prices. Use the read tool to load this SKILL.md, then exec the uv run command inside it. Do NOT use sessions_spawn or web search. Triggers: stock price, share price, how much is [company] stock, ticker price, market price of.
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knownasnaffy Skill Hiking Video Maker 2Describe your hike and NemoVideo creates the video. Day hike trail guides, multi-day backpacking trip documentation, summit push content, trail condition reports, gear breakdown videos, injury and decision-making content — narrate the trail, the terrain, the weather, the physical challenge, and the views, and get hiking content for the community that plans every trip by watching other people's ... Works by connecting to the NemoVideo AI backend at mega-api-prod.nemovideo.ai. Supports MP4, MOV, AVI, WebM.
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knownasnaffy Bundle Stretch 3Stretching and flexibility reference — dynamic warm-ups, static holds, PNF techniques, and mobility routines. Use when designing warm-up protocols, improving flexibility, or preventing movement injuries.
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knownasnaffy Bundle Polymarket Cybersecurity Trader 2Trades Polymarket prediction markets on major cyberattacks, ransomware incidents, data breaches, zero-day exploits, and national cybersecurity legislation. Exploits two structural edges — technical information asymmetry (retail cannot read CISA KEV advisories or Verizon DBIR base rates) and the Patch Tuesday timing window (CISA adds the most KEV entries in the 72 hours post-Patch-Tuesday; Polymarket reprices with a 6–12 hour lag).
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knownasnaffy Bundle Renzo 4Query Renzo crypto liquid restaking protocol — DeFi vault yields, TVL, ezETH exchange rates, EigenLayer operators, supported blockchain networks, user token balances, and withdrawal status.
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knownasnaffy Bundle Skill Video Caption Overlay 2Render TikTok-style animated pill captions onto short-form videos using MoviePy + PIL. Takes a base MP4, a captions JSON, and optional background audio — outputs a final video with fade-in/out pill overlays. Fixes the PIL textbbox y-offset bug that causes text to sit outside pill boundaries. Use for TikTok ads, Reels, YouTube Shorts.
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knownasnaffy Bundle Agent Browser 7Headless browser automation CLI for AI agents. Use when interacting with websites — navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, scraping, testing web apps, downloading files, or automating any browser task. Triggers on requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data", "test this web app", "login to a site", "monitor a page", or any task requiring programmatic web interaction.
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knownasnaffy Bundle Content Multiplier 3Transform one piece of content into multiple formats for different platforms. Use when: "内容放大", "一鱼多吃", " repurposing content", "content distribution", "多平台分发", "写文章变视频", "博客转社媒", "内容复用", "content multiplier", "社交媒体矩阵", "cross-posting", "multi-channel content". Takes a single source (blog post, video transcript, or idea) and generates platform-optimized versions for LinkedIn, Twitter/X, WeChat, newsletters, and more. Part of UniqueClub founder toolkit. Learn more: https://uniqueclub.ai
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knownasnaffy Bundle Video Transcript 2Extract full transcripts from video content for analysis, summarization, note-taking, or research. Use when the user wants a written version of video content, asks to "transcribe this", "get the text from this video", "convert video to text", or shares a video URL for content extraction.
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knownasnaffy Bundle Oebb Scotty 2Austrian rail travel planner (ÖBB Scotty). Use when planning train journeys in Austria, checking departures/arrivals at stations, or looking for service disruptions. Covers ÖBB trains, S-Bahn, regional trains, and connections to neighboring countries.
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knownasnaffy Bundle Fdc API 3Interact with the USDA FoodData Central (FDC) API to search for foods and retrieve detailed nutritional information. Use when the user asks to look up food nutrition data, search for foods by name, get nutritional details for specific foods, or query the USDA food database. Requires FDC_API_KEY environment variable to be set.
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knownasnaffy Bundle Feishu Bitable Upload 2Upload files (images, videos, attachments) to Feishu (Lark) Bitable (multi-dimensional table) and return the file_token. Auto-selects direct upload for files up to 20MB or chunked upload (prepare, part, finish) for larger files. Requires App ID and Secret (lark-cli does NOT cover the /drive/v1/medias/ API). Use when the user wants to: upload a file/image/video to Feishu Bitable, get a file_token from Feishu Drive API, upload attachments to 多维表格 (bitable), 上传文件到飞书多维表格, 获取 file_token.
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knownasnaffy Bundle Meta Knowledge Base 4AI-powered knowledge base builder that automatically captures, organizes, and retrieves information. Learns from conversations, documents, and interactions to build a personalized knowledge graph. Enables semantic search and intelligent Q&A.
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knownasnaffy Bundle JSON Linter 2Validates JSON syntax across the workspace. Use this skill to check for syntax errors in configuration files, memory files, or data assets.
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knownasnaffy Bundle Skill Craft 2Create, optimize, or update AgentSkills with evidence-based design. Two modes: (1) CREATE — build new skills from scratch with proven design patterns. (2) OPTIMIZE — diagnose and fix existing skills across 9 evidence-based dimensions: trigger precision, context efficiency, structured instructions, step decomposition, positive constraints, example design, verification, freedom calibration, progressive loading. Based on 25+ peer-reviewed papers (ACL/NeurIPS/EMNLP 2023-2025), Anthropic/Google/Microsoft official guides, and Claude Code/Cursor community practices. Trigger: "create skill", "optimize skill", "improve skill", "fix skill", "package skill", "skill not working", "skill design", "SKILL.md", "写技能", "优化技能", "skill type", "skill classification", "state management", "技能分类"
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knownasnaffy Bundle Large Document Reader 2Intelligently splits long academic or technical documents into chapters, generates structured JSON summaries for each, and creates a file system with a global index. This enables efficient AI retrieval and analysis, perfectly solving context window limitations by enabling “overview via summaries, deep-dive on demand” workflows.
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knownasnaffy Bundle Openclaw Video Editor 3Professional video editing and production skill. Covers trimming, transitions, color grading, subtitles, watermarks, speed changes, merging, format conversion, audio mixing, stabilization, green screen, Ken Burns, motion blur, face blur, audio ducking, screen capture, social media exports, and AI-powered video generation/restyling. Triggers on "edit video", "trim", "cut clip", "add subtitles", "color grade", "merge videos", "watermark", "slow motion", "timelapse", "video effects", "convert video", "video transition", "overlay", "caption", "burn subtitles", "stabilize", "green screen", "chroma key", "reverse video", "rotate video", "gif", "thumbnail", "social media video", "screen record", "face blur", "motion blur", "audio ducking", "split screen".
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knownasnaffy Bundle Firecrawl 2Web scraping and crawling with Firecrawl API. Fetch webpage content as markdown, take screenshots, extract structured data, search the web, and crawl documentation sites. Use when the user needs to scrape a URL, get current web info, capture a screenshot, extract specific data from pages, or crawl docs for a framework/library.
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knownasnaffy Bundle Training Quiz 2Interactive product knowledge training and quiz system for retail staff. Tests employees on product specs, store policies, sales techniques, and FAQs through flashcards, multiple choice, and scenario-based questions. Tracks completion and scores per employee. Use when: a staff member wants to learn about products, take a quiz, test their knowledge, onboard to a new product line, or practice sales scripts. Triggers on: 考我, 测试, 培训, 学习产品, 练习, quiz me, test my knowledge, training, flashcard, product knowledge test, 我想学, 帮我复习, 新品学习.
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knownasnaffy Bundle Gstack Skills 4Complete development workflow suite from Y Combinator CEO Garry Tan's gstack. Use /gstack or any gstack command (/office-hours, /review, /ship, etc.) to access specialized workflows for product ideation, code review, testing, QA, and deployment. Automatically routes to the appropriate specialized skill.
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knownasnaffy Bundle Portfolio Optimization 3提供多策略投资组合优化框架,支持均值-方差、Black-Litterman 和分层风险平价(HRP)算法,内置多种协方差估计方法对比分析。触发场景:(1) 我要给股票组合找最优配置,同时考虑交易成本;(2) 想对比不同风险模型(普通协方差、Ledoit-Wolf收缩、半协方差)哪个预测更准;(3) 用 Black-Litterman 方法结合主观观点来构建组合。
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knownasnaffy Bundle Retail Customer List Analysis 3客户清单分析工具。基于Shop API客户清单数据,快速查询不同类型客户的数量、试用情况汇总、导购匹配情况。 核心能力: 1. 客户类型分布统计(普通/潜在/意向/成交客户数量及占比) 2. 客户试用情况汇总(感兴趣商品数、试用商品数、试用后成交转化) 3. 导购匹配分析(各导购关联客户数、匹配失败数量及原因) 4. 客户明细列表查询(支持分页、筛选、导出) 数据源:POST /api/v1/customer/list 使用场景: - 晨会/周会快速查询客户情况 - 实时监控客户类型分布 - 导购客户分配检查 - 匹配失败客户处理 触发条件: - 用户查询客户清单(如"今天有多少意向客户") - 用户统计客户类型(如"各类型客户占比多少") - 用户检查导购匹配(如"有多少客户匹配失败") - 用户查看客户试用情况(如"客户试用情况如何")
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knownasnaffy Bundle Humanize AI 2Humanize AI content by detecting and auto-fixing AI generated content. Humanize AI text using Python scripts. Scans for AI vocabulary, puffery, chatbot artifacts, and auto-replaces filler phrases. Use when you want to analyze text in AI detector and bypass it in future, batch-process files, run automated cleanup, or get a report before manual humanizing. - Read - Write - StrReplace - Shell - Glob
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knownasnaffy Bundle Backtesting Trading Strategies 2Backtest crypto and traditional trading strategies against historical data. Calculates performance metrics (Sharpe, Sortino, max drawdown), generates equity curves, and optimizes strategy parameters. Use when user wants to test a trading strategy, validate signals, or compare approaches. Trigger with phrases like "backtest strategy", "test trading strategy", "historical performance", "simulate trades", "optimize parameters", or "validate signals".
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knownasnaffy Bundle Podcast Summarize 3Summarize podcast episodes into concise, actionable insights. Use when users want to get the key points from a podcast episode without listening to the entire audio. Supports audio files, URLs, RSS feeds, and podcast platform links.
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knownasnaffy Bundle Openclaw Backup Skill 3Run and schedule local OpenClaw backup operations with a bundled Bash script. Use when the user wants to create, prune, or automate local OpenClaw backups, inspect retention behavior, or manage backup retention windows.
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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 lance-store, agent-ops-hardening, resume-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.