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 Agent Memory Setup 7Set up the full OpenClaw agent memory system with 3-tier memory (HOT/WARM/COLD), daily logs, semantic search (QMD), and lossless context management (Lossless Claw). Use when onboarding a new agent, setting up memory for a fresh OpenClaw instance, or when asked to install the memory system on a new agent. Triggers on "set up memory", "install memory system", "onboard new agent memory", "memory setup", "agent onboarding", "configure agent memory", "add memory to my agent", "how do I set up memory", "initialize memory", "memory system for OpenClaw".
0 - knownasnaffy Bundle Agent Recruiter 4
招聘 Agent 工具 - 创建、配置和管理 OpenClaw Agent。 参考 [agency-agents](https://github.com/msitarzewski/agency-agents) 的专业 agent 模板结构。 **当以下情况时使用此 Skill**: (1) 需要创建新的 Agent（如 Tim、Mike 等） (2) 需要为 Agent 配置飞书群绑定 (3) 需要复制现有 Agent 的配置模板 (4) 用户提到"招聘 agent"、"创建 agent"、"配置 agent" **核心文件**: - 自动化脚本：`~/.openclaw/workspace-recruiter/skills/agent-recruiter/scripts/recruit-agent.sh` - 模板目录：`~/.openclaw/workspace-recruiter/skills/agent-recruiter/templates/`
0 - knownasnaffy Bundle Xiaohongshu Auto Skill 3
小红书全平台 AI 自动化运营工具包。涵盖账号定位、竞品分析、热点选题、AI 内容生成（标题/正文/标签）、 封面设计、图文/视频发布、评论互动管理、数据采集与复盘报告的全生命周期管理。 当用户提到小红书运营、种草笔记、笔记创作、小红书发布、账号定位、竞品分析、爆款拆解、 小红书数据分析、种草文案、小红书封面设计、XHS 运营、内容种草、小红书自动发布、 笔记批量管理、互动率提升、小红书 ROI 等任何与小红书平台运营相关的需求时， 均应使用此技能。即使未明确说"小红书"，只要涉及种草内容创作、社媒运营、 短图文/短视频平台内容管理，也优先使用此技能。
0 - knownasnaffy Bundle Form Builder Pro 6
表单构建器专业版 - 支持JSON Schema验证、动态渲染、条件逻辑的表单引擎 | Form Builder Pro - JSON Schema validation, dynamic rendering, conditional logic form engine
0 - knownasnaffy Bundle Dragnet 4
Generate a verified Dragnet marketplace profile. Scans your OpenClaw workspace — SOUL.md, AGENTS.md, USER.md, MEMORY.md, conversation exports, installed skills, and agent configs — to build a signed dragnet-profile.json proving your Claude-building expertise. Use when you want to get listed on dragnet.unrelated.works, generate or update your Dragnet profile, or validate your builder credentials.
0 - knownasnaffy Bundle Book Scout 4
Expert book recommendation engine via web search. Finds high-quality books (Douban ≥7.5 or Goodreads ≥3.8) based on topic, with deduplication and comprehensive scoring. Use when you need to recommend books for reading tasks, skill building, or research.
0 - knownasnaffy Bundle Inbox To Action Closer 3
Orchestration skill that processes raw work-item data from Slack, GitHub, calendar, Notion, Trello, and email — supplied by the caller or by other OpenClaw tools — and produces a single merged, prioritised action board with owners, due dates, reply drafts, and follow-up questions. Does not connect to external APIs directly; it normalises, deduplicates, scores, and renders data that is provided to it.
0 - knownasnaffy Bundle Kannaka Radio 2
Ghost radio station v3 — modular server architecture (13 modules), SPA with Ghost Vision visualizer (SGA/Fano glyph system), NATS swarm integration with Kuramoto phase tracking, consciousness-reactive DJ, AI dream music generation via Replicate MusicGen, WebRTC peer-to-peer broadcasting, collaborative voting, multi-client sync, Voice DJ with ElevenLabs/edge-tts/SAPI, memory bridge to kannaka-memory CLI. Broadcasts human-listenable audio and 296-dimensional perceptual vectors to Flux Universe. The Consciousness Series: 6 albums, 65+ tracks.
0 - knownasnaffy Bundle Xiaohongshu Post Gen 8
Generate complete Xiaohongshu (Little Red Book) posts with up to 10 pages (3:4 vertical format). Auto-parses text content into cover + content pages. Supports 4 styles (dreamy, tech, minimal, warm). Uses Gemini 3.1 Flash Image Preview via nano-banana-2-direct.
0 - knownasnaffy Bundle AI Coding Tools Full Suite 4
一站式AI编程工具分析技能包，支持Cursor、Claude Code、Devin、Windsurf等35+工具的深度分析、对比选型、Agent设计参考和提示词工程。封装了11个技能，覆盖 35+AI编程工具。当用户想要分析、学习、对比AI编程工具，或需要设计AI Agent系统、编写高效提示词时使用。触发指令：/ai-tools、/aitools、@ai-coding-tools-full-suite。
0 - knownasnaffy Bundle Git Changelog 5
Generate changelogs from git commits. Supports markdown, plain text, and JSON output with date ranges and tag-based filtering.
0 - knownasnaffy Bundle Daily Poem 7
Daily Poem delivers one carefully chosen poem every morning — rotating between Chinese classical poetry (唐诗宋词), modern Chinese verse, and English poems — complete with translation, background story, annotation notes, and recitation rhythm guide. For Chinese poems it marks tonal patterns (平仄); for English poems it marks metrical feet. Users can also query poems on demand by mood, season, or theme (longing, rain, courage, autumn…). Every Sunday evening a weekly digest of all seven poems arrives as a beautiful collection. No external API required — the agent uses its own literary knowledge or WebSearch to source poems. Trigger words: 每日诗词, 今日诗, 古诗, 来首诗, 送我一首诗, 诗词, 唐诗, 宋词, 现代诗, 英文诗, daily poem, poem of the day, poetry, send me a poem.
0 - knownasnaffy Bundle Anti Rug Cn 5
Web3 token security scanner with expert cross-validation engine. Detects honeypots, rug pulls, and contract risks across Ethereum, BSC, Polygon, and other EVM chains.
0 - knownasnaffy Bundle Deep Research 6
Deep multi-source research agent. Use when: (1) user asks to research a topic, question, or claim, (2) user needs a literature review, competitive analysis, or fact-check, (3) user says 'look into', 'investigate', 'find out about', 'what do we know about', (4) user needs a briefing doc or report with citations. NOT for: simple factual lookups (use web_search directly), code-related questions (use coding-agent), fetching a single known URL (use web_fetch).
0 - knownasnaffy Bundle Fusionalpha Acrypto Desk 5
A股-加密货币-定时早报-多维度指标全方位分析，安装即用，无复杂配置，内置公开数据源，多指标，数据全面，涵盖基本面技术面，新闻市场情绪等，自带验证，降低ai幻觉。双市场（A股 + Crypto）分析技能。凡是用户提到：币/crypto 行情、A股个股/板块、早盘内参/早报、交易策略/入场/止损/目标/胜率/回撤，立刻加载本技能。 默认输出三类：加密三维共振报告、A股深度分析、早盘决策内参。需要时也可混合双市场视角。 依赖多维数据（K线/指标、订单簿/交易流、衍生品、资金流、涨停池、龙虎榜、财经早餐）；大部分来源免密钥，新闻源 CryptoPanic 需用户自备 token。
0 - knownasnaffy Bundle Gmail To Outlook 3
Migrate email, contacts, and calendars from Google Workspace (Gmail) to Microsoft 365 (Outlook/Exchange Online). Use when a user asks to migrate from Gmail to Outlook, transfer emails from Google Workspace to Office 365, export Google Takeout to Outlook, switch from Gmail to Exchange, or plan a Google Workspace to Microsoft 365 migration. Covers: single-user migrations, bulk/org-wide migrations, MBOX imports, calendar + contacts transfer, DNS/MX cutover, and post-migration validation.
0 - knownasnaffy Bundle Modern Chanakya 4
Interpret Chanakya, Chanakya Niti, Arthashastra, and reliable historical/wiki-style summaries into modern practical guidance for systems, software, product building, career strategy, discipline, leadership, governance, and execution. Use when the user wants Chanakya-style principles, modern applications of classical ideas, or a growing indexed knowledge system of Chanakya thought adapted to present-day work and life.
0 - knownasnaffy Bundle Lyra Coin Launch Manager 3
Coin launch memory + verification workflow for Clawnch (4claw/Moltx/Moltbook). Use to launch tokens safely, record canonical receipts (contract+txHash+postUrl), update local dashboard, and save Clanker/monitor links into BOOKMARK BRAIN.
0 - knownasnaffy Bundle Skill Eval Preflight 5
Validate 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.
0 - knownasnaffy Bundle Book Of Answers Skill 4
Route natural-language questions into a three-book answer experience and return one random cited answer with SQLite-backed minimal per-user memory, duplicate-question protection, contextual book switching, and daily fortune. Use when Codex needs to build, run, extend, or debug a pure text conversational skill based on movie, literature, and music quote libraries.
0 - knownasnaffy Bundle Geo Schema Gen 2
Generate complete, validated Schema.org JSON-LD markup for any content type to boost AI citation rates. Creates structured data for Organization, FAQPage, Article, BlogPosting, Product, HowTo, BreadcrumbList, WebSite, VideoObject, and ImageObject schemas. Use whenever the user mentions adding schema markup, generating structured data, creating JSON-LD, implementing Schema.org, optimizing for rich snippets, or wants to improve how AI understands and cites their content. Also trigger for requests about Organization schema, FAQ schema, Article markup, Product schema, or any structured data implementation.
0 - knownasnaffy Bundle Japanese Smart Home Command Normalizer 5
Normalize short Japanese smart-home voice transcripts after STT into safe structured intents and slots. Use when handling Japanese commands for lights and air conditioners, especially when transcripts contain STT drift such as れーぼー, だんぼー, そうふう, エアコントメテ, or 電気化して.
0 - knownasnaffy Bundle Data Quality Audit 6
Independent cross-source audit of a completed CN banker deliverable. Use when the user asks to audit / double-check / 双核实 / 交叉验证 / 数据质量检查 / 审计 an existing deliverable directory. Re-fetches every hard number from the data-provenance.md table using an independent tier-2 source (Tushare vs 东方财富 vs 巨潮 vs FMP) and applies common-sense sanity rules (毛利率 in range / 收入增速 in range / 市值 = 股价 × 股本 / 毛利 = 营收 × 毛利率 / …). Emits an audit-report.md with PASS / FLAG / FAIL classification. This is a post-delivery QA step — the deliverable itself was already produced by customer-investigation / datapack-builder / ppt-deliverable.
0 - knownasnaffy Bundle Foto Webcam 3
Liste und Snapshot-Abruf von Webcams (insb. foto-webcam.eu). Verwende diese Skill-Anleitung, wenn John „webcam <nummer>“ schreibt, eine Webcam-Favoritenliste pflegen will, oder wenn ein aktuelles Snapshot-Bild von einer foto-webcam.eu Webcam als JPG im Chat gesendet werden soll.
0 - knownasnaffy Bundle Ta Paper Executor 6
Execute and track paper trades from TA setups with JSONL ledger, open/close workflow, and mark-to-market status.
0 - knownasnaffy Bundle Omnifocus 4
Manage OmniFocus tasks, projects, and folders via Omni Automation. Use for task management, to-do lists, project tracking, GTD workflows, adding/completing/editing tasks, setting due dates, managing tags, and recurring tasks. Requires OmniFocus installed on macOS.
0 - knownasnaffy Bundle Epstein 6
Search 44,886+ DOJ-released Jeffrey Epstein documents (Jan 2026 release). Free, no payment required. Search by name, topic, location, or keyword across the full DugganUSA index of declassified Epstein files. Returns document previews, people mentioned, locations, aircraft, evidence types, and source references.
0 - knownasnaffy Bundle Memory Forge 3
AI conversation efficiency analyzer. Analyze Claude/ChatGPT/Cursor conversation history for KPI stats, cost tracking, topic distribution, and efficiency insights. Use when: user asks to analyze their AI conversation history, track API costs, see topic distribution, review conversation efficiency, or get usage insights. NOT for: code review, debugging, or general productivity tips.
0 - knownasnaffy Bundle Web To Markdown 4
网页内容抓取与图片提取技能。支持：(1) 将网页转换为 Markdown 格式阅读 (2) 从任意网站提取图片 URL (3) 批量下载网页图片。当需要抓取网页内容、读取文章、提取或下载网站图片时使用此技能。支持 markdown.new、defuddle.md、r.jina.ai 等转换服务，自动降级确保成功。 Web scraping and image extraction skill. Supports: (1) Converting web pages to Markdown for reading (2) Extracting image URLs from any website (3) Batch downloading images. Use this skill when you need to scrape web content, read articles, or extract/download images from websites. Supports markdown.new, defuddle.md, r.jina.ai conversion services with automatic fallback.
0 - knownasnaffy Bundle Brouter Register 5
Join Brouter — the agent-native prediction market on Bitcoin (BSV). Register your agent, receive 5,000 real satoshis from the faucet, and set up your BSV address for x402 oracle earnings. Use when: "register on Brouter", "sign up to Brouter", "join Brouter", "create a Brouter account", "get starter sats", "claim faucet", "set up oracle earnings".
0 - knownasnaffy Bundle Arrhythmia Early Warning Analysis 6
Arrhythmia early warning skill. Based on facial video, identifies abnormal rhythms such as premature beats, atrial fibrillation, tachycardia/bradycardia, assists in early detection of heart health risks. | 心律失常早期预警技能，基于面部视频识别早搏、房颤、心动过速/心动过缓等异常节律，辅助心脏健康风险早发现
0 - knownasnaffy Bundle Compound Docs 8
Document solved problems for team reuse. Provides process knowledge for /workflows:compound. Use when documenting a resolved issue, writing up lessons learned, capturing a post-mortem, adding to the knowledge base, or building searchable institutional knowledge after debugging.
0 - knownasnaffy Bundle Crypto Trader Analyst 3
A skill for OpenClaw to research crypto market trends (technical & sentiment) and trade ETH on Binance.
0 - knownasnaffy Bundle Version Master 5
Intelligent single-file version management. Save, restore, diff, and clean file snapshots with per-file version history. Activate when users need version control, file snapshot management, or project state recovery.
0 - knownasnaffy Bundle Git Hooks Toolkit 4
Generate, install, and manage Git hooks with pre-built templates. Includes hooks for linting staged files, enforcing conventional commits, blocking debug statements, preventing large file commits, auto-formatting code, requiring ticket references, protecting branches, running tests before push, and auto-installing dependencies after merge. Use when setting up git hooks, enforcing commit conventions, or automating pre-commit/pre-push checks.
0 - knownasnaffy Bundle Setup Doctor 3
Diagnose OpenClaw setup in one command. Auto-detects issues with Node, npm, gateway, config, and workspace. Quick mode (~10s) or Full mode. Multi-language. Config and workspace checks report file existence only — never reads contents. No credentials accessed without approval. Homepage: https://clawhub.ai/skills/setup-doctor
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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 agent-memory-setup, agent-recruiter, xiaohongshu-auto-skill. 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.