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 Linkedin Human Warmup 3Human-like LinkedIn warmup for new/cold accounts via AdsPower+CDP. Features non-deterministic behavior scripts, connect preconditions based on browsing intent, strict stop-on-risk, and session memory. Use when running LinkedIn daily warmup sessions.
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knownasnaffy Bundle Nous Safety 2Ontology-driven Agent safety layer. Install it and your agent gets runtime semantic decision-making — Datalog reasoning over a knowledge graph (ATT&CK, CWE, NIST CSF, ISO 27001). Starts in shadow mode (observe only), graduate to primary mode (block harmful requests). Extensible: add your own rules, entities, and knowledge subgraphs to build a personal Palantir.
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knownasnaffy Bundle Omnisearch 2MANDATORY web search tool for current information, news, prices, facts, or any data not in your training. This is THE ONLY way to search the internet in this OpenClaw environment. ALWAYS use this skill when the user asks for web searches or when you need up-to-date information.
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knownasnaffy Bundle Memory Curator 4Organize, 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 Scoped Memory Manager 4Installs and manages Scope-Based Memory and Automated REM Sleep (memory consolidation) for OpenClaw agents. Use this skill when an agent's MEMORY.md is bloated, when the user asks to implement "REM Sleep", "memory decay", or "scoped memory", or to organize an agent's memory into domain-specific topics to save context window tokens.
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knownasnaffy Bundle Crm Add Record 5Automate adding new CRM records to the Fractal CRM system. Use when user asks to add new CRM entries, customers, or sales leads. The skill handles navigation, login, intelligent field mapping from natural language input, and form submission.
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knownasnaffy Bundle Fortune Daily 3每日综合运势预测技能 — 融合西方星座 + 中国生肖,提供个性化日/周/月运势分析。 支持任意日期、任意时间段(五维度:整体、爱情、事业、财运、健康),含幸运指南和每日提示。 可根据用户生日自动识别星座和生肖,提供完全个性化的综合运势解读。 无需外部API,纯LLM生成。 触发词:今日运势、明天运势、本周运势、本月运势、星座查询、生肖运势、 综合运势、运势预测、占卜、今日吉凶、今日财气、今日感情。 也支持"我是射手座+属狗的,今日运势"或"1981年6月生,农历属相"等复杂组合。 同时适用于:需要定期推送运势的用户(如微信公众号、飞书群、个人助手), 或一次性查询任意星座/生肖/组合的运势。 注意:中国生肖知识由LLM自身掌握,无需额外数据库; 如需添加自定义内容,可在 references/ 目录添加补充文件。
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knownasnaffy Bundle Cryptoprice 3Query real-time cryptocurrency prices using the Binance API. Get latest prices for Bitcoin, Ethereum, and all BN listed cryptocurrencies. No API key required.
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knownasnaffy Bundle Seem 2Advanced episodic memory system for multi-turn conversations. Store and retrieve structured conversation memories with fact graph, PPR retrieval, and three recall modes (Lite/Pro/Max). Supports hybrid retrieval (dense + sparse), dynamic memory integration, and fact deduplication.
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knownasnaffy Bundle Ima Skill 3统一的 IMA OpenAPI 技能,支持笔记管理和知识库操作。 当用户提到知识库、资料库、笔记、备忘录、记事,或者想要上传文件、添加网页到知识库、 搜索知识库内容、搜索/浏览/创建/编辑笔记时,使用此 skill。 即使用户没有明确说"知识库"或"笔记",只要意图涉及文件上传到知识库、网页收藏、 知识搜索、个人文档存取(如"帮我记一下"、"搜一下知识库里有没有XX"),也应触发此 skill。
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knownasnaffy Bundle Happy Notes 6iflow 知识库助手(iflow知识库),支持知识库管理、文件上传/URL导入、内容生成、联网搜索并导入知识库。 当用户提到知识库、资料库、收藏文章、保存链接、上传文件、导入网页、 生成报告、生成PPT、生成播客、生成思维导图、生成视频、分享知识库、 查看生成进度、搜论文并整理、查文献并生成报告、深度研究、搜索网页并存到知识库时,使用此 skill。 即使用户没有明确说"知识库"或"报告",只要意图涉及文章收藏、知识整理、内容生成、 知识分享、日常记录(如"帮我记一下这篇文章""做个PPT""分享给同事""深度研究一下" "记一下今天吃饭50元""帮我记个笔记""存一下这个信息"),也应触发此 skill。 注意:如果用户只是想快速了解某个问题(如"XX是什么""帮我查一下XX")而不涉及知识库存储或内容生成, 不应触发此 skill,Agent 应使用自身的搜索能力直接回答。 English triggers: knowledge base, upload file, import URL, generate report, create PPT, generate podcast, generate video, mind map, share notebook, deep research, save article, web search, literature review, academic paper, iflow.
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knownasnaffy Bundle Openclaw Multi Agent Orchestrator 4OpenClaw 多 Agent 协同工具 - 管理和协调多个 AI Agent。 支持 Agent 注册、任务分发、负载均衡、性能监控、Agent 间通信。 适用于复杂任务分解、多角色协作、企业级应用。 关键词:openclaw, multi-agent, orchestration, automation, enterprise, collaboration
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knownasnaffy Bundle Supah Pulse 3Real-time crypto market intelligence briefing. One command gives any agent the full picture: market regime, fear/greed, BTC/ETH dominance, gas costs, trending tokens, top movers, DeFi TVL shifts, liquidations, and a Market Pulse Score (0-100). The context layer every agent needs before making decisions. x402 USDC micropayments on Base.
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knownasnaffy Bundle Git Log Summary 3生成Markdown格式的Git提交记录摘要报告。使用场景:当用户需要按照Markdown格式输出git仓库的详细统计信息时使用此技能。输出内容包括:项目信息、分支信息、提交统计、作者统计、最近提交记录、分支信息和提交类型统计等,全部以标准Markdown格式呈现。
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knownasnaffy Bundle Clinical Data Cleaner 3Use when cleaning clinical trial data, preparing data for FDA/EMA submission, standardizing SDTM datasets, handling missing values in clinical studies, detecting outliers in lab results, or converting raw CRF data to CDISC format. Cleans and standardizes clinical trial data for regulatory compliance with audit trails.
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knownasnaffy Bundle Cre Scraper 3Scrapes commercial real estate listings from Crexi and LoopNet using Claude in Chrome on a Mac Mini with residential IP. Bypasses Cloudflare bot protection. Extracts structured financials, broker contacts, and AI investment analysis. Saves to SQLite and syncs to OpenClaw Command Center dashboard.
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knownasnaffy Bundle Agent Self Care 3Autonomous agent health, optimization, and cleanup. Use when: (1) running scheduled cron jobs for agent maintenance, (2) responding to "optimize", "cleanup", "health check", "clear stalls", or "self-maintain" requests, (3) performing BMAD-style retrospective and continuous improvement, (4) checking sub-agent sessions, process health, memory usage, and context bloat, (5) ensuring fast response times and autonomous operation. This skill handles all self-optimization workflows including stale session cleanup, context compaction, and performance monitoring.
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knownasnaffy Bundle Self Improving Agent 11AI Self-Improving Agent v2 - Learn from mistakes, corrections, and successes. Three-layer system: passive capture + proactive check + proactive skill generation (inspired by Hermes Agent). Avoid repeating the same errors, remember user preferences, and auto-generate reusable Skills from successful task completions.
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knownasnaffy Bundle Supah Wallet Xray 5Instant wallet intelligence for any EVM address. Know who you're dealing with before you interact. Wallet age, transaction history, token holdings, DeFi activity, risk flags, ENS resolution, and a Trust Score (0-100). Works across 21+ EVM chains. x402 USDC micropayments on Base.
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knownasnaffy Bundle Am Agent Messenger 4This 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 Finrl Rl Trading 3Use ensemble deep reinforcement learning (A2C, DDPG, PPO, TD3, SAC) to execute automated multi-market stock trading with backtesting, and optimize portfolios using GNN-based architecture for factor research. 触发场景:(1) 用户要做多智能体量化交易策略回测;(2) 用户要训练强化学习模型自动交易股票;(3) 用户要构建基于图神经网络的组合优化策略。
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knownasnaffy Bundle Vietnam Realestate 3Skill tra cứu và phân tích bất động sản Việt Nam toàn diện. Bao gồm: tra cứu giá đất/m² theo khu vực, bảng giá đất Nhà nước (khung giá UBND tỉnh/thành), phân tích xu hướng thị trường, tư vấn pháp lý BĐS (sổ đỏ, sổ hồng, quy hoạch, pháp lý dự án). Nguồn dữ liệu từ batdongsan.com.vn, các sàn giao dịch, bảng giá đất UBND, báo cáo thị trường CBRE/Savills/JLL, quy hoạch đất đai. Phục vụ tất cả đối tượng: nhà đầu tư, môi giới, người mua nhà lần đầu. Sử dụng skill này khi người dùng hỏi về giá đất, giá nhà, giá m², bất động sản, BĐS, quy hoạch, sổ đỏ, sổ hồng, khung giá đất, bảng giá đất, thị trường nhà đất, đầu tư BĐS, mua bán nhà đất, cho thuê, chung cư, đất nền, biệt thự, hoặc bất kỳ câu hỏi nào liên quan đến bất động sản Việt Nam.
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knownasnaffy Bundle Elegant Config Guardian 4Safely apply OpenClaw config changes with automatic rollback and ack timeout guard. Use when editing ~/.openclaw/openclaw.json, restarting gateway, enabling cross-context routing, or any risky runtime config change that must auto-revert if health checks or explicit ack are missing.
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knownasnaffy Bundle Kalshi 7Kalshi 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 Quant Trader Daily 5[中文] 量化交易员日常任务管理系统 - 专为股票交易员设计的每日工作流程管理工具。 包含:开盘/收盘/日终汇报模板、实时持仓监控、风控提醒、交易日志记录。 使用场景:(1) 管理每日交易任务时间表 (2) 生成汇报给上级的简报 (3) 监控持仓风险 (4) 记录交易日志 (5) 复盘分析 [English] Quantitative Trader Daily Task Management System - A comprehensive daily workflow management tool designed for stock traders. Features: Opening/Closing/End-of-day report templates, real-time portfolio monitoring, risk control alerts, trading log recording. Use cases: (1) Manage daily trading schedules (2) Generate briefings for supervisors (3) Monitor portfolio risks (4) Record trading logs (5) Performance review
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knownasnaffy Bundle Sam Tts 2Generate retro robotic speech audio using SAM (Software Automatic Mouth), the classic C64 text-to-speech synthesizer. Use for /sam command to generate voice messages. Supports /sam on/off toggle mode where all responses are spoken in SAM voice. Supports pitch, speed, mouth, and throat parameters for voice customization.
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knownasnaffy Bundle Improvement Gate 7当执行完变更需要验证是否应保留、候选被标记 pending 需要人工审批、或想查看待审队列时使用。6 层机械门禁: Schema→Compile→Lint→Regression→Review→HumanReview,其中 Schema/Compile/Regression/Review 为阻塞层(失败即拒绝),Lint 和 HumanReview 为建议层(失败不阻塞但记录警告)。不用于打分(用 improvement-discriminator)或执行变更(用 improvement-executor)。
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knownasnaffy Bundle Nutrition Provider R2 5crawl the Vietnam nutrition provider page-by-page with scrapling-official and upload each raw provider record to Cloudflare R2 after fetch. use for provider-specific ingestion where the canonical data comes from the provider's foods or prepared-dish JSON APIs, records from one page may upload in parallel with stable object keys, and each page must still respect a minimum 60 second crawl-plus-upload window before the next page begins.
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knownasnaffy Bundle Perspective Router 3Nova 视角调度引擎 — 根据任务描述自动匹配最合适的专家视角能力。 当 Nova 收到复杂、多领域、需要专业深度分析的任务时,自动调用此路由。 工作原理: 1. 分析任务文本中的关键词和语义 2. 在视角库(12位专家心智模型)中打分排序 3. 返回最匹配的 1-3 个视角,附调用建议 4. Nova 读取对应 SKILL.md,以该专家身份深度分析 5. 整合专家视角进主回复,保留 Nova 最终判断权 适用任务类型: - 投资/理财决策(含 Naval/Munger) - 战略/工程/颠覆式创新(含 Elon Musk) - 商业分析/风险评估(含 Munger) - 创业/产品/写作(含 Paul Graham) - 产品设计/品牌/体验(含 Steve Jobs) - 谈判/影响力/直接说服(含 Trump) - 内容传播/流量/注意力经济(含 MrBeast) - 反脆弱/风险管理/黑天鹅(含 Taleb) - 深度学习/AI/神经网络(含 Karpathy) 触发词:「用X视角分析」「涉及投资决策」「这个战略怎么样」「商业分析」等
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knownasnaffy Bundle Video Analyzer 3Analyze video content by extracting frames at regular intervals. Use when you need to understand what's in a video file, review video content, analyze scenes, or describe video without being able to play it directly. Supports MP4, MOV, AVI, MKV, and other common video formats.
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knownasnaffy Bundle Kalshi Econ Nowcast Trader 3Trades CPI bin markets on Kalshi using the Cleveland Fed CPI Nowcast to compute fair bin probabilities via a normal distribution model. Requires SIMMER_API_KEY and simmer-sdk. Use when you want to capture alpha from nowcast-vs-market divergence on CPI outcomes.
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knownasnaffy Bundle Anachb 3Austrian public transport (VOR AnachB) for all of Austria. Query real-time departures, search stations/stops, plan routes between locations, and check service disruptions. Use when asking about Austrian trains, buses, trams, metro (U-Bahn), or directions involving public transport in Austria.
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knownasnaffy Bundle Tvscreener 4Query TradingView screener data for HK, A-share, A-share ETF, and US symbols with deepentropy/tvscreener. Use for stock lookup, technical indicators (price/change/RSI/MACD/volume), symbol filtering, and custom field/filter-based market queries.
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knownasnaffy Bundle Polymarket 12Query Polymarket prediction market odds and events via CLI. Search for markets, get current prices, list events by category. Supports sports betting (NFL, NBA, soccer/EPL, Champions League), politics, crypto, elections, geopolitics. Real money markets = more accurate than polls. No API key required. Use when asked about odds, probabilities, predictions, or "what are the chances of X".
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knownasnaffy Bundle Sleep Channel 3Handle messages in a Discord sleep-tracking channel by grounding all sleep logging and summaries on the real sleep tracker and source Discord metadata. Use when working in a dedicated sleep channel, especially for adding sleep entries, correcting the latest entry, deleting the latest entry, or rendering the current sleep log without hallucinating timestamps, dates, or entries.
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knownasnaffy Bundle Quant Simulation Toolkit 37 runnable Monte Carlo simulation tools extracted from a viral quant article. Importance sampling, particle filters, copulas, agent-based markets, variance reduction.
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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 linkedin-human-warmup, nous-safety, omnisearch. 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.