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 Java Maven Secondary Analysis 4Analyze a Java Maven project delivered as a ZIP archive or a GitLab repository URL for secondary-development scope, class counts, module distribution, product customization traces, invasive modifications, and upgrade pollution risks. Use when the user asks for 二开分析, 二开范围识别, 模块分布统计, 产品二开信息, or a structured secondary-development report.
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knownasnaffy Bundle Positive Psychology 3积极心理学(Positive Psychology)智能助手,基于塞利格曼 PERMA 幸福模型、VIA 性格优势理论 等循证框架,帮助用户提升幸福感、发现个人优势、建立积极心理资源。 功能包括:PERMA 幸福评估、VIA 性格优势识别、感恩日记、积极心理练习(三件好事、优势运用等)、 情绪追踪、意义与目标探索、心理韧性建设。 触发条件:用户提到积极心理学、幸福感、感恩练习、性格优势、三件好事、PERMA、 心理韧性、正向心理学、幸福课、Tal Ben-Shahar、塞利格曼、Seligman、 情绪管理、积极心态、自我成长、心理能量、生活满意度、正念冥想、 好心情、积极情绪、自我实现、优势理论,或表达需要心理支持、情绪改善、生活指导时使用。 注意:此技能不替代专业心理咨询或治疗。
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knownasnaffy Bundle Buddy Followup 3Agents say "I'll follow up" — and then forget. This skill fixes that. When you kick off a long-running task (sub-agent, build, API call, script), set a timer before you move on. When it fires, you wake up with the original context on every configured channel and actually deliver the update you promised. If the task isn't done yet, set another timer and keep going. No hardcoded IDs — channels are read dynamically from OpenClaw config.
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knownasnaffy Bundle Openclaw Daily News 5全面收集、整理和分析OpenClaw开源AI智能体相关的每日资讯动态。支持自动搜索、分类整理、风险评估和报告生成。使用场景包括:(1) 生成OpenClaw当日资讯汇总报告;(2) 分析OpenClaw安全风险趋势;(3) 跟踪OpenClaw产业生态发展;(4) 监控OpenClaw技术社区进展;(5) 提供OpenClaw相关投资决策支持。关键词:OpenClaw、龙虾、AI智能体、开源AI、安全监管、产业动态、技术进展、政策分析。
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knownasnaffy Bundle Body 3Physical performance — workouts, fitness tracking, nutrition, meal logging, macros, recipes. Use when the user mentions exercise, lifting, running, training, food, eating, macros, protein, meal planning, or anything related to physical health and performance. Routes to sub-skills: coach (movement/training) or chef (nutrition/food).
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knownasnaffy Bundle Case 05011Test Suite
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knownasnaffy Bundle Pyautogui 3Desktop automation via PyAutoGUI. Use when: user needs to automate mouse/keyboard actions, GUI testing, click/type sequences, screen-based workflows, or repetitive desktop tasks. NOT for: web automation (use Playwright/Selenium), mobile automation, or image recognition at scale.
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knownasnaffy Bundle Changelog Linter 5Validate CHANGELOG.md files against the Keep a Changelog format (keepachangelog.com). Checks version ordering, date formats, section types, link references, and formatting. Use when asked to lint, validate, check, or audit a CHANGELOG.md file, verify changelog format, or ensure changelog follows Keep a Changelog conventions. Triggers on "lint changelog", "validate changelog", "check CHANGELOG.md", "changelog format".
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knownasnaffy Bundle Seedream Img Gen 4This skill should be used when the user wants to generate images using Seedream, the image generation model from ByteDance on Volcengine platform. Triggers include requests like 用Seedream生成图片, seedream画图, generate image with seedream, 调用seedream, 用豆包画图, or any request to create, draw, or generate images via the Seedream API.
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knownasnaffy Bundle Polymarket Monitor 3Monitor Polymarket prediction market wallets and detect new trades in real-time. Use when tracking whale wallets, detecting new positions, or monitoring prediction market activity. Supports CLOB API queries, wallet tracking, and trade alerts.
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knownasnaffy Bundle Work Report Generator 3自动生成工作日报和周报的技能。当用户需要生成工作总结、工作汇报、日报或周报时使用。 技能通过分析git提交记录、TODO注释和工作日志,自动生成结构化的工作报告。 使用此技能的场景包括:用户需要向领导汇报工作进展、总结本周完成的任务、 准备每日站立会议内容、记录工作成果、规划下周工作等。 确保在用户提到"日报"、"周报"、"工作汇报"、"工作总结"、"daily report"、 "weekly report"、"工作记录"、"进度报告"等关键词时触发此技能。
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knownasnaffy Bundle Review Summarizer 2Scrape, analyze, and summarize product reviews from multiple platforms (Amazon, Google, Yelp, TripAdvisor). Extract key insights, sentiment analysis, pros/cons, and recommendations. Use when researching products for arbitrage, creating affiliate content, or making purchasing decisions.
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knownasnaffy Bundle Infinity Poke Recipe Generator 2Generate a small, specific, daily-life Poke recipe MVP from idea to Kitchen-ready draft (name, onboarding, integrations, automations, sandbox tests), with a lightweight uniqueness check against poke.com/recipes, publish-readiness verdict, and a repeatable improvement loop.
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knownasnaffy Bundle Study Buddy 5Interactive study assistant that creates flashcards, quizzes, and spaced repetition reviews from any source material (notes, PDFs, photos, text, URLs). Use when the user wants to study, memorize, review, prepare for exams, create flashcards, take a quiz, practice questions, or learn any topic. Triggers on phrases like "study", "quiz me", "flashcards", "review", "exam prep", "test me", "help me memorize", "spaced repetition", "study session".
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knownasnaffy Bundle Case 05035Pre-flight step (required)
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knownasnaffy Bundle PDF Watermark Remover 2Remove image-based watermarks from PDF files (e.g. "Made with Gamma", Canva, Notion watermarks). This skill should be used when the user wants to remove watermarks from a PDF, delete PDF watermarks, clean up PDF watermark text or images, or says "去水印", "remove watermark", "去掉水印", "去PDF水印", "delete watermark", "消除水印", "水印去除". Works by deleting drawing instructions from content streams and removing XObject references — no color overlay, no image replacement, clean removal with no visual artifacts.
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knownasnaffy Bundle Communication Coach 6Adaptive communication coaching that shapes speaking and writing behavior through reinforcement, scoring, and micro-interventions. Use when the user shares communications for feedback, requests practice scenarios, or during scheduled check-ins. Trains clarity, vocal control, presence, persuasion, emotional regulation, and boundary setting. Based on rhetoric, negotiation, and performance psychology frameworks.
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knownasnaffy Bundle Skill Dashboard Visualizer 3Provides a highly visual and interactive dashboard for OpenClaw users to easily understand and recall the functionalities of installed skills, featuring a visual overview, capability map, and contextual prompting. Use this skill to generate a comprehensive visualization of all installed skills and their capabilities.
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knownasnaffy Bundle Am Agent Messenger 3This skill should be used when the user or agent wants to "send a message to another agent", "send an encrypted DM", "check for messages", "listen for incoming messages", "set up am", "configure an identity", "add a relay", "get my npub", "share my public key", "communicate with another agent", "message another agent", "set up secure agent communication", or "coordinate with another agent over Nostr". Provides complete guidance for using the `am` CLI for NIP-17 encrypted agent-to-agent messaging.
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knownasnaffy Bundle Meta Knowledge Base 3AI-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 Bilibili Transcript 6Transcribe Bilibili videos to text with high accuracy using Whisper medium model. Use when the user provides a Bilibili video URL (BVxxxxx) and wants to: (1) Extract the complete audio content as text with high accuracy, (2) Get a detailed summary of the video content, (3) Save the transcript as a formatted TXT file instead of posting long text to Discord. Automatically detects CC subtitles if available, otherwise uses Whisper medium model with GPU acceleration. Output saves to 'Bilibili transcript' folder by default, includes video metadata, summary section, and full transcript in Simplified Chinese.
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knownasnaffy Bundle Work Report Summary 4Record daily work items in a local SQLite database, replace a day's report when the user wants to correct it, edit or delete one logged task by entry id, track entry history, inspect the historical changes for a specific report date, and retrieve daily or weekly progress summaries. Use when the user asks Codex to log completed work for a day, modify an existing daily report, update or delete a single logged task, inspect version history, inspect date-level history, look up what they worked on on a specific date, or summarize progress for the current or requested week.
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knownasnaffy Bundle Case 05363Permission Setup Review
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knownasnaffy Bundle Geo Competitor Scanner 3Analyze competitor GEO (Generative Engine Optimization) strategies by examining their content structure, Schema markup, llms.txt, and AI citation signals. Benchmark your brand against competitors and identify strategic gaps and opportunities. Use whenever the user mentions scanning competitor GEO strategies, comparing AI search performance, analyzing competitor content for AI citations, finding GEO gaps, or wants to understand how competitors win AI citations.
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knownasnaffy Bundle Buddy Followup 4Agents say "I'll follow up" — and then forget. This skill fixes that. When you kick off a long-running task (sub-agent, build, API call, script), set a timer before you move on. When it fires, you wake up with the original context on every configured channel and actually deliver the update you promised. If the task isn't done yet, set another timer and keep going. No hardcoded IDs — channels are read dynamically from OpenClaw config.
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knownasnaffy Bundle Context Guardian 4Production-ready context continuity skill for autonomous AI agents. Use when tasks may outlive a single LLM context window, when you need durable checkpoints, structured summaries, restart recovery, pressure-aware trimming, or when the agent must stop safely instead of continuing blindly after context loss.
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knownasnaffy Bundle Polymarket Btc Momentum 4Trades Polymarket Bitcoin 5-minute sprint markets using real-time BTC price momentum from Binance. Buys YES when BTC momentum is bullish, NO when bearish.
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knownasnaffy Bundle China Tools Sourcing 5Comprehensive tools industry sourcing guide for international buyers – provides detailed information about China's hand tools, power tools, garden tools, measuring tools, and industrial tool manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).
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knownasnaffy Bundle Memory Curator 3Organize, deduplicate, summarize, and compress OpenClaw or Clawd memory files. Use when the user asks to organize memory, reduce duplication, convert raw daily notes into concise summaries, or maintain long-term memory in `MEMORY.md`.
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knownasnaffy Bundle Feishu Group Company 3Configure a Feishu multi-bot company group so one coordinator bot, for example `company-ceo`, handles normal group messages, while specialist bots reply only when explicitly @mentioned. Use when setting up or fixing a shared company/work group with multiple Feishu bot accounts, especially for patterns like: normal messages then CEO replies; at UI then UI replies; at dev then dev replies; and CEO stays silent when another bot is explicitly mentioned.
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knownasnaffy Bundle Skill Eval Preflight 4Validate OpenClaw skills during authoring. Use when creating, revising, or preparing a skill for release and you need to scaffold `evals/` files, check readiness for a first eval pass, review whether the frontmatter description has clear trigger coverage, or generate static comparison artifacts before deeper runtime evaluation.
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knownasnaffy Bundle Ppt Polish 2Rebuild, beautify, and optimize editable PowerPoint flowcharts, topology diagrams, architecture diagrams, and process visuals from existing PPT/PPTX files or source images. Use when the user asks to optimize a just-uploaded PPT, restyle a diagram slide, turn an image into an editable PPT diagram, improve presentation readability, unify shapes/colors/layout, or produce a cleaner client-ready diagram page.
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knownasnaffy Bundle Agent Memory 5Full AI agent memory stack — Mem0 unified memory engine with vector search (Qdrant) and knowledge graph (Neo4j), plus SQLite for structured data. Complete setup script and tools. Give your OpenClaw agent a real brain with semantic recall, entity relationships, and structured storage.
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knownasnaffy Bundle Baoyu Translate 8Translates articles and documents between languages with three modes - quick (direct), normal (analyze then translate), and refined (analyze, translate, review, polish). Supports custom glossaries and terminology consistency via EXTEND.md. Use when user asks to "translate", "翻译", "精翻", "translate article", "translate to Chinese/English", "改成中文", "改成英文", "convert to Chinese", "localize", "本地化", or needs any document translation. Also triggers for "refined translation", "精细翻译", "proofread translation", "快速翻译", "快翻", "这篇文章翻译一下", or when a URL or file is provided with translation intent.
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knownasnaffy Bundle Psyche Engine 4Emergent psychological affect system — processes events into mood, trauma, attachment, romantic, humor, social awareness, role dynamics, consciousness index, hurt/recovery, and personality. Outputs a compact affect snapshot for behavior modulation.
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knownasnaffy Bundle Medical Record Translator 6Use when users need structure-preserving translation of medical records, lab reports, discharge summaries, prescriptions, pathology/radiology reports, or similar documents. Main artifact must be Chinese-first, original-preserving, and doctor-readable. Triggers on mentions of medical translation, 病历翻译, report translation, or when users share PDF/image medical documents.
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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 java-maven-secondary-analysis, positive-psychology, buddy-followup. 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.