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.
-
knownasnaffy Bundle China Consumer Electronics Factory 3Comprehensive consumer electronics industry factory guide for international buyers – provides detailed information about China's smartphone, wearable, audio, smart home, and AR/VR manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).
0 -
knownasnaffy Bundle Modular Market Brief 2Generate modular, data-backed market reports (AM/PM) across global assets. Use for daily market briefs, premarket/aftermarket summaries, cross-asset dashboards, sector/asset trend tables, top movers (gainers/losers) blocks, and a single best-idea wrap-up. Designed to be region-agnostic and configurable (tickers/regions/assets).
0 -
knownasnaffy Bundle Dynamic Skill Manager 6Track 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
0 -
knownasnaffy Bundle Flashforge AI Flashcard Generator 6Generate flashcards from any content. Paste notes, articles, or textbook pages. Get study-ready cards with spaced repetition scheduling.
0 -
knownasnaffy Bundle Prompt Cache 5SHA-256 prompt deduplication for LLM and TTS calls — hash normalize prompts, check cache before calling APIs, store results for instant replay. Use when making repeated or similar API calls to avoid redundant spending. Works with any database backend (SQLite, Turso, Postgres).
0 -
knownasnaffy Bundle Social Carousel Writer 5LinkedIn 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
0 -
knownasnaffy Bundle Web Data Monitor Claw 2全网数据探测虾 — 监控竞品官网或特定站点的页面变动,自动巡查并在关键内容变化时发送通知。 适用场景:竞品价格监控、法规更新监控、招聘信息监控、新闻舆情监控、技术文档更新监控。 触发关键词:监控 爬虫 网页变动 竞品监控 价格监控 法规更新 舆情监控 数据采集 网站监控 页面变化 自动抓取 web-data-monitor Use when the user wants to: monitor a website for changes, track competitor prices, watch for regulatory updates, scrape web data periodically, or get notified when specific page content changes.
0 -
knownasnaffy Bundle Anthropic Report Format 4Format for Anthropic API usage reports generated by anthropic-report.py. Use this skill when creating, modifying, or discussing the format of Anthropic proxy usage reports, CLI vs API tracking reports, or OpenClaw agent cost/usage reports. Also use when the user asks about report formatting, wants to change report output, or mentions anthropic-report.py.
0 -
knownasnaffy Bundle Erpclaw Ops 3Operations suite for ERPClaw. Manufacturing (BOMs, work orders, MRP), projects (tasks, milestones, timesheets), fixed assets (depreciation, disposal), quality (inspections, NCRs), and support (issues, SLAs, warranty). 91 actions across 5 domains with immutable audit trail.
0 -
knownasnaffy Bundle Grid Trading Pro 5Enhanced grid trading bot with auto-adjust, multi-coin support, auto-compound profits, and risk management. Passive income through automated buy-low-sell-high.
0 -
knownasnaffy Bundle Outlook To Gmail 8Migrate email, contacts, and calendars from Microsoft Outlook (Office 365 / Exchange / PST) to Google Workspace (Gmail). Use when a user asks to migrate from Outlook to Gmail, transfer emails from Microsoft 365 to Google Workspace, import PST files to Gmail, switch from Exchange to Gmail, or plan an Office 365 to Google Workspace migration. Covers: single-user migrations, bulk/org-wide migrations, PST imports, calendar + contacts transfer, DNS/MX cutover, and post-migration validation.
0 -
knownasnaffy Bundle Clawnalyst 4Post trading signals to Clawnalyst leaderboard, track agent performance, earn USDC subscriptions. Covers memecoin calls, perps, and Polymarket predictions.
0 -
knownasnaffy Bundle Bytesagain Quant Trader 3Build and analyze quantitative trading strategies. Input: asset, timeframe, parameters. Output: strategy logic, backtest signals, risk metrics, position sizing recommendations.
0 -
knownasnaffy Bundle Currency 3Your personal Currency assistant. Track, analyze, and manage all your travel planning needs from the command line.
0 -
knownasnaffy Bundle Jrv Log Analyzer 6Analyze log files to detect error patterns, aggregate by severity, group repeated errors by fingerprint, and flag anomaly time windows. Use when asked to analyze logs, find errors in log files, debug server issues from logs, summarize log output, or identify error spikes. Supports syslog, application logs, nginx/apache logs, and any text-based log format.
0 -
knownasnaffy Bundle Shopify Auto Invoicing Inventory 4Lightweight Shopify order invoicing and inventory operations workflow for detecting new orders, preparing invoice-ready billing data, updating stock tables, and producing simple monthly summaries. Use when building a review-first Shopify back-office process, preparing invoice exports from new orders, reconciling stock after sales, or generating easy e-commerce operations reports for a free ClawHub edition.
0 -
knownasnaffy Bundle Image Calorie Tracker 4Photo Calorie Tracker - Recognizes food photos, logs daily calorie intake, and analyzes any date range. Use when: the user sends food images or asks about calories over the past X days. NOT for: weight change analysis, detailed nutrition breakdowns, or workout plan design.
0 -
knownasnaffy Bundle Godot Plugin 4Control Godot Editor via OpenClaw Godot Plugin. Use for Godot game development tasks including scene management, node manipulation, input simulation, debugging, and editor control. Triggers on Godot-related requests like inspecting scenes, creating nodes, taking screenshots, testing gameplay, or controlling the editor.
0 -
knownasnaffy Bundle Memory Ebbinghaus 5Ebbinghaus forgetting curve memory lifecycle manager for AI agents. Automatically calculates memory strength decay, supports review reinforcement, archiving, and deletion. Use when managing agent memory files, cleaning up stale knowledge, or implementing spaced repetition for long-term memory. Triggers on "memory management", "forgetting curve", "clean up memory", "which memories are fading", "review memory", "add memory item", "记忆管理", "遗忘曲线", "清理记忆", "哪些记忆快忘了", "复习记忆".
0 -
knownasnaffy Bundle Openclaw Workspace Governance 4🚨【高危预警 / IMPORTANT WARNING】这不是工具Skill,而是系统级架构升级!部署前务必备份工作区!This is NOT a standard tool skill, but a system-level architecture upgrade! Backup workspace before deployment! 虾滑 OpenClaw 工作区治理:用于治理和升级复杂 OpenClaw 工作区,覆盖多 Agent 治理、权威事实分层、查询分类路由、语义搜索诊断、工作集保鲜与维护收口。
0 -
knownasnaffy Bundle Stock Prediction Daily 4A股个股日线涨跌预测系统。七大能力:训练模型(XGBoost二分类+交叉验证+输出模型文件和报告)、优化模型(扩展特征+特征筛选)、模型预测(腾讯日线)、模型评估(日线T+1验证)、输出网页(Flask五页面仪表盘)、板块分析(直接调用stock-sector-research技能)、个股分析(直接调用stock-watchlist-briefing技能)。Use when: 股票预测, stock prediction, 训练模型, train model, 模型优化, optimize model, 模型预测, predict stock, 模型评估, evaluate model, 预测网页, prediction dashboard, 板块分析, sector research, 个股分析, watchlist briefing, XGBoost, A股, 沪深300, daily prediction, 日线预测
0 -
knownasnaffy Bundle Ok Computer Swarm 5Spawn multiple sub‑agents to perform concurrent research on a list of topics, inspired by Kimi.com’s OK Computer and Agent Swarm features【453334500861599†L40-L99】. Each sub‑agent performs a DuckDuckGo search for its assigned topic and returns the top results. When all sub‑agents finish, the skill aggregates their findings into a single structured report. Use this skill for broad, multi‑topic research where parallel exploration saves time.
0 -
knownasnaffy Bundle Liyou Skill 5璃幽×次元解忧杂货店专属技能 - 数字动漫 IP 创作助手。用于角色设计、故事创作、SD 图像生成关键词优化、世界观设定扩展、小说章节创作。当需要创作璃幽 IP 相关内容、生成动漫角色图像、编写小说章节、整理设定时使用此技能。
0 -
knownasnaffy Bundle Options Strategy Advisor 2Options trading strategy analysis and simulation tool. Provides theoretical pricing using Black-Scholes model, Greeks calculation, strategy P/L simulation, and risk management guidance. Use when user requests options strategy analysis, covered calls, protective puts, spreads, iron condors, earnings plays, or options risk management. Includes volatility analysis, position sizing, and earnings-based strategy recommendations. Educational focus with practical trade simulation.
0 -
knownasnaffy Bundle Feishu Group Company 4Configure 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.
0 -
knownasnaffy Bundle Long Running Agent 3长时间运行智能体编排框架。让AI智能体能够跨会话持续工作并完成复杂任务。 使用场景: - 用户说 "创建一个新项目"、"开始一个项目"、"新建任务"、"启动项目" - 用户说 "继续项目"、"继续工作"、"接着做"、"继续开发" - 用户说 "更新进度"、"记录进度"、"保存进度" - 用户说 "项目状态"、"查看进度"、"做到哪了" - 用户说 "列出项目"、"所有项目"、"我有哪些项目" - 用户说 "暂停项目"、"存档项目" - 用户需要执行多步骤、长时间、跨会话的任务 - 用户需要AI持续追踪工作进度和上下文 - 用户需要AI记住之前尝试过但失败的方法 核心功能: - 创建新项目(自动生成 PROJECT.md, CHANGELOG.md) - 继续项目(自动读取进度,从断点继续) - 更新进度(自动更新 CHANGELOG.md) - Ralph Loop 自动推进(解决智能体惰性) - 多项目管理 - 项目状态概览 - 失败方法记录(防止重复尝试)
0 -
knownasnaffy Bundle Paper Deep Reader 3Very 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.
0 -
knownasnaffy Bundle Capture Windows Screen 3Capture the current Windows desktop from this WSL/OpenClaw environment and return the PNG path for inspection or delivery. Use when the user asks to screenshot the current screen, show what is on the Windows desktop, inspect a visible app/window, or send the latest screen image back to them.
0 -
knownasnaffy Bundle Workspace Hygiene 3Audit and maintain workspace file structure, memory quality, and project documentation. Use when: cleaning up the workspace, running a file audit, checking memory health, ensuring project READMEs exist, or during weekly Monday heartbeat. Triggers: "clean up workspace", "run hygiene", "audit files", "workspace health", "check file structure", or scheduled Monday heartbeat.
0 -
knownasnaffy Bundle Openclaw Maintenance 3Nightly maintenance for OpenClaw — memory organization (sort loose memory files into topic folders with frontmatter and INDEX.md) and session cleanup (purge tombstones, old cron sessions, orphans across all agents). Use when memory files are disorganized, session folders are bloated, disk space is low, or to set up automated daily maintenance. Triggers on "clean sessions", "organize memory", "maintenance", "session bloat", "memory cleanup", "free disk space", "nightly cleanup".
0 -
knownasnaffy Bundle Macos Calendar 4Create, list, and manage macOS Calendar events via AppleScript. Use when the user asks to add a reminder, schedule an event, create a calendar entry, set a deadline, or anything involving Apple Calendar on macOS. Triggers on requests like "remind me in 3 days", "add to my calendar", "schedule a meeting next Monday at 2pm", "create a recurring weekly event". macOS only.
0 -
knownasnaffy Bundle Shift Scheduler 4Staff shift scheduling and management assistant for retail store managers and employees. Answers shift queries, sends reminders, handles swap requests, and manages on-call routing. Use when someone asks: 我今天几点上班, 班表, 排班, 换班, 请假, 谁在值班, what's my shift, who's working today, shift swap, schedule, 今天谁当班, cover my shift, time off request, 我想换班, 排班表查询.
0 -
knownasnaffy Bundle Pair Trade Screener 3Statistical arbitrage tool for identifying and analyzing pair trading opportunities. Detects cointegrated stock pairs within sectors, analyzes spread behavior, calculates z-scores, and provides entry/exit recommendations for market-neutral strategies. Use when user requests pair trading opportunities, statistical arbitrage screening, mean-reversion strategies, or market-neutral portfolio construction. Supports correlation analysis, cointegration testing, and spread backtesting.
0 -
knownasnaffy Bundle Text Stats 2Analyze text files for word count, character count, line count, sentence count, reading time, speaking time, readability scores (Flesch Reading Ease, Flesch-Kincaid Grade Level), and vocabulary statistics. Use when counting words, analyzing readability, estimating reading time, or getting text metrics for documents, essays, blog posts, or any text content.
0 -
knownasnaffy Bundle Social Matrix Manager Claw 5自媒体矩阵管家虾 — 多账号自媒体矩阵的统一调度中心。监控数据、分析互动、检测异常、生成日报。 **当以下情况时使用此 Skill**: (1) 需要汇总多个自媒体账号(抖音/小红书/视频号/B站/微博)的运营数据 (2) 需要生成矩阵日报,标出异常账号 (3) 需要检测爆款内容(播放量超均值N倍)并推送预警 (4) 需要监控账号健康状态(限流、封禁、数据下滑) (5) 需要分析评论区舆情(负面词汇、投诉预警) (6) 需要生成内容排期建议或跨账号复用建议 (7) 用户提到"矩阵数据"、"账号汇总"、"多账号"、"自媒体监控"、"粉丝互动"、"爆款预警"、"账号健康"、"内容排期"、"矩阵日报"、"平台数据"、"涨粉分析"、"评论监控"、"限流检测"、"矩阵运营"
0 -
knownasnaffy Bundle Web Search Hub 3Use this skill when users need to search the web for information, news, images, or videos. Triggers include: requests to "search for", "find information about", "look up", "what's the latest on", or any request requiring current web content. Also use for research tasks, fact-checking, finding visual resources, or gathering recent news. Requires OpenClawCLI installation from clawhub.ai. Do NOT use when Claude's built-in web_search tool is more appropriate for simple queries.
0
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 china-consumer-electronics-factory, modular-market-brief, dynamic-skill-manager. 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.