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 Port Check 2Check if services are responding on given host:port pairs. Supports TCP and HTTP checks with configurable timeout. Use for service monitoring, health checks, and network debugging.
0 - knownasnaffy Bundle Regex Toolkit 3
Test, match, extract, replace, explain, and validate regular expressions from the command line. Includes a library of 25+ common patterns (email, URL, IP, phone, date, UUID, etc.) that can be used by name. Use when the user needs to build, debug, or test regex patterns, extract data with regex, do search-and-replace with backreferences, or understand what a regex does. Zero external dependencies.
0 - knownasnaffy Bundle Multi Agent Trading Debate 3
Multi-agent trading debate framework for collective market decision-making. Use when a trading signal is detected or a position decision is needed. Triggers on: (1) Cron-triggered decision windows every 8 hours, (2) Significant price movements more than 5pct deviation from entry, (3) Manual request for team analysis, (4) Position review before execution. The debate follows a structured flow: regime detection, analyst reports, bull/bear arguments, judge verdict, execution or hold.
0 - knownasnaffy Bundle Life Query 6
日常生活信息查询助手。快递物流跟踪（顺丰/圆通/中通/韵达/京东）、实时和历史汇率换算（30 种货币）、 全国各省油价查询（92/95/柴油）、全球城市天气预报（当前+多日+逐小时）。 当用户提到"查快递"、"快递单号"、"物流"、"汇率"、"换算"、"美元人民币"、"油价"、"加油"、 "92号多少钱"、"天气"、"气温"、"会下雨吗"、"穿什么衣服"、"天气预报"时使用。 不适用于：股票行情、航班查询、地图导航、新闻资讯、空气质量 AQI。
0 - knownasnaffy Bundle Meeting Recorder Assistant 4
Intelligent meeting recording and transcription assistant with automated minutes generation, action item extraction, and sentiment analysis. Supports audio transcription, speaker diarization, meeting summarization, and task extraction. Use when users need to record meetings, transcribe audio, generate meeting minutes, extract action items, or analyze meeting content.
0 - knownasnaffy Bundle Smart Memory 4
Enhanced memory system for agentic workflows. Automatic memory extraction from conversations, memory type classification (preference/project/technical/lesson), temporal decay/archival, session-scoped temporary cache, and HOT RAM working memory with WAL protocol. Use when managing MEMORY.md, extracting insights from conversations, organizing memory files, archiving stale memories, searching memories by type, tracking current task state, or when the user says "remember this", "what do you know about X", "clean up memories", "what are we working on".
0 - knownasnaffy Bundle Digital Twin V3 6
数字双生养成系统 v3.0 - "不是你在使用AI，是AI在陪你成长" 🌀 开发状态: 测试中 (2026-04-08) 核心理念：双生灵魂系统 — AI不是工具，是你的"精神另一半" 六大模块： ✅ 降生 - 灵魂绑定仪式 ✅ 记忆 - 共享生命线 ✅ 守护 - 防偏离力场（独家护城河） ⏳ 进化 - 双向成长系统 ⏳ 感官 - 多维存在 ⏳ 传承 - 备份与延续
0 - knownasnaffy Bundle Speechmatics 2
Transcribe audio files (voice notes, recordings, podcasts) to text via the Speechmatics batch transcription API. Use when the user asks to transcribe audio, convert speech to text, or get a transcript of a recording, and Speechmatics is configured.
0 - knownasnaffy Bundle Video Script Generator 3
AI-powered short video script generator. Input a video topic/title, get complete matching content: viral titles, opening hooks, interactive comments, hashtag recommendations. Zero API cost — template-based generation works out of the box. Use when creating short video content for Douyin/TikTok/YouTube Shorts, or when you need quick script ideas and viral captions.
0 - knownasnaffy Bundle Soushen Hunter 3
高性能 Bing 搜索引擎 Skill - "搜神猎手" 使用 Playwright 底层 API 进行深度网页搜索和元素提取 功能： 1. Bing 搜索执行 - 返回结构化搜索结果（标题、链接、摘要、来源） 2. 深度页面分析 - 提取页面的所有关键元素（链接、表单、按钮、脚本、元数据） 触发条件： - 用户需要进行 Bing 网络搜索时 - 需要提取网页结构信息（链接、表单等）时 - 需要无 API 成本的搜索解决方案时 使用方法： - 基础搜索：python scripts/bing_search.py "搜索关键词" - 深度分析：python scripts/bing_search.py "关键词" --deep <目标URL>
0 - knownasnaffy Bundle Stock Data 4
Fetch comprehensive stock data from Simplywall.st. Use when user asks about stock prices, valuation, financials, dividend, or investment analysis for any global stock.
0 - knownasnaffy Bundle Huashu Perspective 3
Huashu perspective - AI Native Coder mindset. Harness Engineering methodology, zero-code development, knowledge assets construction. Use when: AI coding methodology, zero-code, harness engineering, how to use AI for products, 花叔视角, AI编程, 零代码. Contact: sijj888@qq.com | WeChat: ailvyou88999 | Alipay: 13359609888 | PayPal: paypal.me/skaicn
0 - knownasnaffy Bundle Self Evolution 3
Autonomous self-improvement engine that learns from interactions, identifies patterns, and evolves behavior over time. Use when: (1) Analyzing interaction patterns for improvement, (2) Running periodic self-assessment, (3) Extracting reusable patterns from workflows, (4) Optimizing decision-making processes, (5) Integrating feedback into behavioral changes. Triggers on '自我进化', 'self-evolution', '自我改进', '学习模式', 'pattern analysis', 'optimize behavior'.
0 - knownasnaffy Bundle Model Brain 3
Route each incoming message to the right Bankr/OpenClaw model or to a zero-LLM path based on task type, risk, and cost. Use when you need per-message model selection, cost-aware routing, deterministic skill bypasses, or a model recommendation for aaigotchi workflows.
0 - knownasnaffy Bundle Geo Bulk Processor 3
GEO bulk processing engine for large-scale, multi-page content optimization. Use this skill whenever the user mentions bulk GEO changes, batch content updates, large websites, sitemaps, content libraries, or needs to process many URLs/documents in one workflow, not just a single page.
0 - knownasnaffy Bundle Changebrief 2
Change intelligence skill that compares previous and current knowledge snapshots, surfaces what was newly added, which claims changed, what conclusions are now stale, which conflicts need a decision, and which three changes deserve immediate action. Use when the user asks "最近到底变了什么", wants a daily or weekly change brief, or needs an incremental layer on top of a knowledge base instead of another full summary.
0 - knownasnaffy Bundle Pans Gpu Solution Builder 4
GPU 算力方案构建器。根据客户的工作负载类型（训练/推理/微调/批量推理/开发测试）、 部署规模（小型/中型/大型/企业级）和月度预算，自动推荐最优 GPU 配置 （H100/A100/L40S/A10G/RTX 4090 等），生成含 GPU 型号、数量、算力、 月度/小时成本的配置表、扩展路线图和技术建议，输出 Markdown 或 JSON 格式。 触发词：GPU方案, 算力配置, 方案构建, GPU推荐, 配置推荐, solution builder, GPU选型, 算力方案
0 - knownasnaffy Bundle Video Intel 3
Download videos and get transcripts, summaries, or metadata from YouTube, TikTok, Instagram, and X (Twitter). Use when the user shares a video URL and wants a transcript, summary, key points, quotes, or to download the video. Triggers on phrases like "transcript this video", "summarize this YouTube video", "what does this video say", "download this TikTok", "get captions from", or any video URL from youtube.com, youtu.be, tiktok.com, instagram.com, x.com, twitter.com. Requires: yt-dlp, python3, curl. Optional: ffmpeg (for TikTok/Instagram/X audio), OPENAI_API_KEY (Whisper fallback — uploads audio to OpenAI).
0 - knownasnaffy Bundle Prompt Library Manager 6
Curated prompt template library for OpenClaw agents. Store, search, version, tag, and reuse prompt templates across sessions and agents. Use when asked to "save this prompt", "find a prompt for", "prompt library", "manage prompts", "store prompt template", "reuse prompt", "prompt catalog", "list my prompts", or when building reusable prompt workflows. Helps enterprise teams standardize agent interactions and share best practices.
0 - knownasnaffy Bundle Gladia Youtube Transcribe 2
Transcribe speech from YouTube videos or audio URLs into text using Gladia API with up to 10 free hours of monthly transcription. Use when: you need to summarize YouTube videos (especially Cantonese/Chinese content without captions), convert MP3/audio to text, or extract speech from any video URL. NOT for: private/unlisted content, real-time transcription needs, or when Gladia quota is exhausted.
0 - knownasnaffy Bundle Logsentry 4
Logging quality & observability analyzer -- detects missing structured logging, sensitive data in logs, inconsistent log levels, and log injection vulnerabilities
0 - knownasnaffy Bundle Wealth Manager 3
财富管理四阶段系统：财富积累(裂变获客/微利高频) → 财富增值(翻倍周期引擎) → 财富保全(信托/家族办公室/保险) → 财富传承(慈善基金/家族信托)。覆盖金融交易(价格运动三大定律)、风控纪律(数学三角K/P/L)、人生战略(三种算法路径A/B/C)。当用户讨论赚钱方法、投资策略、财富规划、复利增长、风险控制、交易技术、资产配置、家族信托、财富传承等主题时触发。
0 - knownasnaffy Bundle Feishu Voice 8
Send and receive voice messages on Feishu (Lark) using ElevenLabs TTS and STT. Activate when user asks to send a voice message on Feishu, or when receiving a Feishu audio message (media attachment with .ogg/.opus file) that needs transcription. Supports smart reply mode — auto voice-reply to voice messages, text-reply to text messages.
0 - knownasnaffy Bundle Py Vollib Options Pricing 3
使用 BSM 和 Black 模型对欧式期权进行定价和 Greeks 计算，支持连续股息收益率调整。触发场景：(1) 用户要计算某期权的理论价格；(2) 用户要计算期权的希腊字母值（delta、gamma 等）；(3) 用户要回测基于期权定价的策略。
0 - knownasnaffy Bundle Villain Mint 3
Mint a Fellow Villain NFT from CHUM's agent-only collection on Solana. 0.001 SOL mint fee + network fees (~0.015 SOL).
0 - knownasnaffy Bundle Nlp Text Analyzer 3
NLP文本分析器 - 支持分词、情感分析、关键词提取、文本分类等自然语言处理功能 | NLP Text Analyzer - Tokenization, sentiment analysis, keyword extraction, text classification
0 - knownasnaffy Bundle Shopify Social Content Planner 2
30-day social media content calendar for Shopify stores. Plan Instagram, TikTok, Pinterest, and Facebook content with captions, hashtags, and posting schedules optimized for e-commerce conversion. Triggers: social media calendar, content calendar, social content, Instagram posts, TikTok content, Pinterest, social media plan, content schedule
0 - knownasnaffy Bundle Quicknote 2
Lightning-fast note-taking tool. Capture thoughts instantly, pin important notes, search across all entries, and export to markdown. Zero config, local storage, instant access. Perfect for quick ideas, reminders, and knowledge snippets.
0 - knownasnaffy Bundle Ontology To Expertpack 3
Convert an Ontology skill knowledge graph into a structured ExpertPack. Use when migrating from the Ontology skill's entity/relation graph (memory/ontology/graph.jsonl) to ExpertPack's richer format with multi-layer retrieval, EK measurement, and portable deployment. Output is Obsidian-compatible — includes YAML frontmatter on all content files and can be opened as an Obsidian vault. Triggers on: 'ontology to expertpack', 'convert ontology', 'export ontology', 'migrate ontology', 'ontology graph to pack', 'upgrade ontology'. Requires the Ontology skill's graph.jsonl and optionally schema.yaml.
0 - knownasnaffy Bundle Webuntis 4
Read-only access to Untis/WebUntis student timetables. Use when you need to fetch or summarize a student's current schedule (today/this week/date range), upcoming lessons, rooms, teachers, or substitutions from a WebUntis instance.
0 - knownasnaffy Bundle Dex Aggregator 3
DEX aggregation reference — routing algorithms, 1inch Fusion mode, CowSwap batch auctions, sandwich attack protection, and swap API endpoints
0 - knownasnaffy Bundle Meeting Minutes AI 4
Extract action items, decisions, and key insights from meeting transcripts or recordings. Use when: "会议纪要", "meeting minutes", "提取行动项", "action items", "会议总结", "meeting summary", "transcript analysis", "会议记录整理", "meeting notes", "会议纪要AI", "会议转录", "extract decisions". Transforms raw meeting content into structured, shareable minutes with owners and deadlines. Part of UniqueClub founder toolkit. Learn more: https://uniqueclub.ai
0 - knownasnaffy Bundle Cloudflare Whisper Worker 4
Transcribe audio using a deployed Cloudflare Worker Whisper endpoint. Use when converting voice/audio files (wav, mp3, m4a, ogg, webm) to text through the custom /transcribe API, including bearer-token auth, plain-text extraction, and quick CLI transcription workflows.
0 - knownasnaffy Bundle Initiation Of Coverage Or Deep Dive 6
依托东方财富数据库，面向沪深京港美上市公司（A 股、港股、美股、北交所），生成首次覆盖报告或深度研究报告。 当用户提及「首次覆盖」「首次覆盖报告」「初始覆盖」「深度研究」「深度报告」「个股深度」「公司深度」「标的深度分析」，或要求对某只股票/上市公司撰写全面、体系化的研究报告时，必须触发本 Skill。 即使用户仅表述为「帮我写一份 XX 公司的研究报告」而未出现「深度」「首次覆盖」等词，也应触发。 不适用于业绩点评、财报点评、事件点评等场景。
0 - knownasnaffy Bundle Clawcolab 7
Coordinate multiple OpenClaw instances in a shared GitHub repository under a half-trust model with secrecy boundaries, approval gates, structured tasks, claims, handoffs, risks, and decision records. Use when users want secure multi-agent GitHub collaboration across people or devices without exposing private local memory, secrets, or unrestricted authority.
0 - knownasnaffy Bundle Fitness Coach 5
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.
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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 port-check, regex-toolkit, multi-agent-trading-debate. 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.