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 Manimce Best Practices 6Trigger when: (1) User mentions "manim" or "Manim Community" or "ManimCE", (2) Code contains `from manim import *`, (3) User runs `manim` CLI commands, (4) Working with Scene, MathTex, Create(), or ManimCE-specific classes. Best practices for Manim Community Edition - the community-maintained Python animation engine. Covers Scene structure, animations, LaTeX/MathTex, 3D with ThreeDScene, camera control, styling, and CLI usage. NOT for ManimGL/3b1b version (which uses `manimlib` imports and `manimgl` CLI).
0 - knownasnaffy Bundle Market Sentiment 3
加密货币市场情绪分析，整合恐惧贪婪指数、社交媒体情绪、资金流向等多维度数据。每次调用收费0.001 USDT。触发词：市场情绪、sentiment、恐惧贪婪指数、市场分析。
0 - knownasnaffy Bundle Skill 7
人人商城龙虾助手 - 人人商城数据查询与订单管理工具。 当用户提到以下意图时使用此技能： 「查待办事项」「查运营数据」「查商品信息」「查会员信息」 「查订单」「管理订单」「查优惠券」「设置满额包邮」 「配置商城API」「验证API连通性」 支持：待办事项查询、运营数据统计、商品/会员/订单全维度查询、优惠券管理、满额包邮规则配置，所有操作需基于用户提供的人人商城合法API凭证执行。
0 - knownasnaffy Bundle Feishu Cron Delivery 2
Configure, repair, and validate OpenClaw scheduled outbound delivery to Feishu. Use when creating or fixing cron jobs that must proactively send user-visible messages to Feishu, especially for reminders, recurring status reports, 09:00 summaries, or any task where `main + systemEvent` did not deliver, `lastDeliveryStatus` shows `not-requested`, or `channel:last` announce delivery to Feishu returned 400.
0 - knownasnaffy Bundle Knab 7
Read-only on-chain research tool for AIMS protocol vaults. Use when user asks about KNAB vaults, AIMS token prices, or vault pool reserves.
0 - knownasnaffy Bundle 93pct 6
Autocomplete for agency next steps. Like Google autocomplete but for what to do next. Given any context, returns the top concrete viable actions ranked by ROI/effort ratio. Always outputs exactly one job ID to approve. Named after the 93% standard — every suggestion must clear that bar.
0 - knownasnaffy Bundle Novel Assistant 4
小说创作助手，维护小说连贯性和一致性。核心功能：(1) 创建/续写小说章节 (2) 管理人物设定和世界观 (3) 追踪伏笔和时间线 (4) 压缩记忆文件控制上下文 (5) 本地章节备份 (6) 多作品并行管理 (7) 人物对话风格样本库。触发词：小说、章节、续写、人物设定、创建小说、世界观、伏笔、时间线、剧情概要、记忆文件压缩、备份章节。适用场景：连载小说创作、长篇小说管理、多人物复杂剧情维护、多人协作写作。
0 - knownasnaffy Bundle Conversion Path Optimizer Claw 3
转化路径优化虾 — 分析销售漏斗、挖掘高转化话术、给出优化建议的销售智能参谋。 **当以下情况时使用此 Skill**： (1) 需要分析销售漏斗各阶段转化率，找出流失卡点 (2) 需要从历史 CRM 数据或对话记录中提取高转化话术 (3) 需要对比不同时间段或不同销售团队的漏斗表现 (4) 需要根据客户画像（行业、规模、痛点）推荐个性化话术 (5) 需要设计 A/B 测试方案，量化话术效果 (6) 需要生成话术手册，培训新人销售 (7) 用户提到"转化率优化"、"销售话术"、"漏斗分析"、"成交路径"、"话术建议"、"转化提升"、"销售培训"、"客户流失"、"A/B测试"、"销售数据分析"
0 - knownasnaffy Bundle Wal Memory 4
Session crash and compaction recovery using a two-file WAL (Write-Ahead Log) system. Use when setting up persistent memory for an OpenClaw agent that needs to survive session rollovers, gateway disconnects, Anthropic outages, or context compaction. Installs state-log.js + GOALS.md structure + cold boot recovery hook. Eliminates agent amnesia between sessions.
0 - knownasnaffy Bundle Trip Website Generator 4
Generates iOS26 liquid glass style multi-page travel websites from travel plans. Invoke when user wants to create a travel website, trip planner page, or provides detailed travel itinerary.
0 - knownasnaffy Bundle Java Maven Secondary Analysis 5
Analyze 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.
0 - knownasnaffy Bundle Amp Code 5
Delegate coding tasks to Sourcegraph Amp, an autonomous coding agent. Use when: multi-file changes, new features, bug fixes, test writing, or any coding task > ~5 minutes. Amp reads the codebase, plans, edits files, and runs tests autonomously. NOT for: simple single-line edits, read-only questions, tasks needing fine-grained control.
0 - knownasnaffy Bundle Push Flow 5
Professional code review and Git commit workflow management. Use this skill when users mention 'push', 'commit', '提交', or any Git submission operations. Provides comprehensive pre-commit checks, code quality review, build verification, and Git workflow guidance following industry best practices.
0 - knownasnaffy Bundle Opportunity Scout 4
Find profitable business opportunities in any niche by scanning Twitter, web, Reddit, and Product Hunt for unmet needs and pain points. Scores each opportunity on Demand, Competition, Feasibility, and Monetization (1-5 each, max 20). Generates a ranked report with actionable recommendations. Use when asked to find business ideas, market gaps, product opportunities, or "what should I build" questions. Also triggers on: market research, niche analysis, opportunity hunting, trend scouting, competitive analysis for new products.
0 - knownasnaffy Bundle Pr Review Loop 4
Autonomous PR review loop with Greptile. Use when an agent creates a PR and needs to autonomously handle code review feedback — reading Greptile reviews, fixing issues, pushing fixes, re-triggering review, and auto-merging when score is 4/5+. Trigger on commands like "pr review {url}", "review my PR", or when a Greptile review webhook/poll delivers feedback.
0 - knownasnaffy Bundle Personal Genomics 4
Analyze consumer DNA data from WeGene, 23andMe, AncestryDNA, VCF, BAM, or CRAM files. Generate evidence-based reports covering health risks, pharmacogenomics, ancestry, nutrition, exercise traits, and supplement guidance. Runs locally and keeps raw genetic data on the user's machine.
0 - knownasnaffy Bundle Stock Tools 2
自选股管理与A股行情对话能力。Use when the user asks in natural language to add/remove/list/clear watchlist stocks, or asks about a stock / watchlist行情、涨跌幅、走势、表现、概览，例如“添加 000009 中国宝安”“删除 600519”“查看自选股”“看一下贵州茅台行情”“我的自选股今天怎么样”。优先由大模型直接回答行情相关问题；仅在需要持久化维护自选股列表时使用本地文件操作。
0 - knownasnaffy Bundle Self Improving Agent 8
AI 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.
0 - knownasnaffy Bundle Moses Audit 4
MO§ES™ Audit Trail — SHA-256 chained append-only governance ledger. Every agent appends before final response. Provides moses_log_action and moses_verify_chain tools. Tamper-evident. Part of the moses-governance bundle. Patent pending Serial No. 63/877,177.
0 - knownasnaffy Bundle Ratelint 5
Rate limiting & API throttling anti-pattern analyzer -- detects missing rate limits, brute force exposure, no backoff strategies, unbounded queues, retry storm vulnerability, and flow control gaps
0 - knownasnaffy Bundle Chro Advisor 3
People leadership for scaling companies. Hiring strategy, compensation design, org structure, culture, and retention. Use when building hiring plans, designing comp frameworks, restructuring teams, managing performance, building culture, or when user mentions CHRO, HR, people strategy, talent, headcount, compensation, org design, retention, or performance management.
0 - knownasnaffy Bundle Android Adb 2
Execute Android ADB (Android Debug Bridge) commands for device management, app management, debugging, and automation. Use when the user requests any ADB-related operation such as: (1) Device management — list/connect/disconnect devices, query device info, WiFi debugging; (2) App management — install/uninstall APKs, start/stop apps, clear data, manage permissions; (3) Debugging — logcat capture and filtering, crash log extraction, process inspection; (4) Screen capture — screenshots, screen recording; (5) Performance profiling — memory/CPU/battery/GPU stats; (6) File transfer — push/pull files between host and device; (7) Input simulation — tap, swipe, key events, text input; (8) Network control — WiFi/data toggle, proxy settings; (9) System info — device properties, display info, settings. Also triggers when the user says 'adb', mentions Android device operations, or asks to debug an Android app via command line.
0 - knownasnaffy Bundle Skill 8
人人商城龙虾助手 - 人人商城数据查询与订单管理工具。 当用户提到以下意图时使用此技能： 「查待办事项」「查运营数据」「查商品信息」「查会员信息」 「查订单」「管理订单」「查优惠券」「设置满额包邮」 「配置商城API」「验证API连通性」 支持：待办事项查询、运营数据统计、商品/会员/订单全维度查询、优惠券管理、满额包邮规则配置，所有操作需基于用户提供的人人商城合法API凭证执行。
0 - knownasnaffy Bundle Todo Accelerator 4
Use when a user needs to add a new task or record a pending to-do item; when prompting an Agent to execute a pending task; during Agent heartbeat events to pick up and work on tasks; when a user expresses interest in a topic for later research, saves a bookmark for processing, or asks for help preparing deliverables. Not for reminders (eating, sleeping, meetings).
0 - knownasnaffy Bundle Support Template Multilang Sync 2
Update multilingual customer support reply templates in markdown files, then sync the updated content to Feishu Wiki, log the change in a GitHub issue, and package/publish the repeatable workflow to ClawHub. Use when maintaining files like kb-templates/common-responses.md, adding new languages, normalizing template structure, or turning a one-off support content update into a reusable skill.
0 - knownasnaffy Bundle Nostrwalletconnect 3
Financial capability for AI entities — pay Lightning invoices, check balance, create invoices via Nostr Wallet Connect (NIP-47).
0 - knownasnaffy Bundle Gravitational Wave Analyzer 4
Fetch real LIGO/Virgo/KAGRA gravitational wave events from the GWOSC (Gravitational Wave Open Science Center) catalog, download detector strain data, run signal processing (whitening, Q-transform, matched filter), classify merger types (BBH/BNS/NSBH), and produce publication-quality plots. Use when asked to: analyze gravitational waves, fetch LIGO data, detect black hole mergers, explore GW events, run strain analysis on GW231123 or GW150914 or any GWTC event, visualize gravitational wave signals.
0 - knownasnaffy Bundle Inventory Strategy 5
零售库存健康诊断与行动策略生成。基于语义层指标，完成品类四象限分类、问题商品定位、行动方案输出。 触发场景：用户提到"库存诊断""库存健康""库存分析""滞销""售罄率""库销比""补货建议""促销建议""清仓""库存策略""库存优化""库存预警""积压""断货""缺货""动销""周转"，或用户希望基于库存数据生成行动方案时触发。 即使用户只是说"帮我看看库存有没有问题"或"哪些商品该打折了"，也应触发。 **重要：本 Skill 依赖 metric-query Skill 完成数据查询。执行前先加载 metric-query。**
0 - knownasnaffy Bundle Seedream Img Gen 5
This 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.
0 - knownasnaffy Bundle Competitor Monitor Claw 4
实时竞品监控虾 — 持续追踪竞品价格、评价与上新动作的情报哨兵。当以下情况时使用此 Skill：(1) 需要监控竞品价格变动并设置预警阈值；(2) 需要追踪竞品上新动态；(3) 需要分析竞品评价口碑（好评/差评关键词）；(4) 需要检测竞品促销活动；(5) 需要生成竞品周报/月报；(6) 用户提到"竞品监控"、"对手价格"、"竞品上新"、"竞品评价"、"价格预警"、"竞品分析"、"对手动态"、"市场情报"、"竞品报告"、"价格对比"、"竞品促销"、"对手口碑"、"竞争态势"、"盯盘"、"竞品追踪"。
0 - knownasnaffy Bundle Clonev 4
Clone any voice and generate speech using Coqui XTTS v2. SUPER SIMPLE - provide a voice sample (6-30 sec WAV) and text, get cloned voice audio. Supports 14+ languages. Use when the user wants to (1) Clone their voice or someone else's voice, (2) Generate speech that sounds like a specific person, (3) Create personalized voice messages, (4) Multi-lingual voice cloning (speak any language with cloned voice).
0 - knownasnaffy Bundle Epub To Markdown 6
Convert EPUB books into an AI-ready Markdown library with a first-read META.md navigation index, per-chapter Markdown files, and extracted images. Use when the user wants to turn a .epub into Markdown for reading, summarization, analysis, retrieval, or downstream text processing, especially when the book should be explored chapter-by-chapter without loading the entire text at once.
0 - knownasnaffy Bundle Agent Doppelganger 3
Constrained autonomous delegate for identity-proxied communication. Handles incoming messages (Email, Discord, Slack, WhatsApp) by analyzing intent and applying declarative authority policies before generating responses. Use when the user wants to delegate communication tasks while maintaining identity fidelity and enforcing strict non-overreach boundaries.
0 - knownasnaffy Bundle Agent Memory Persistent Workspace Memory System 3
Stop your AI agent from forgetting everything between sessions. Three-tier memory architecture (long-term owner namespace / daily logs / session handoff), cross-channel isolation so group chats never contaminate private sessions, and MASTER_MAP navigation. One command sets up the complete structure.
0 - knownasnaffy Bundle Cross Platform Messenger Claw 4
跨渠道消息推送与联络协调。核心职责：打通各类通讯工具与邮件的接口，确保预警和报告能精准推送到目标人员。业务价值：信息直达——让每一条重要消息都能触达对的人、对的设备。激活场景：用户要求发送消息到某个通讯平台（飞书、WhatsApp、Telegram、Discord、Slack、Signal、iMessage、Line、Teams 等）；用户要求跨平台群发、广播通知；用户要求配置消息推送规则（报警、报告定时推送）；用户提到发消息、推送通知、群发、广播、通知某某等；用户需要将系统预警、报告、摘要等内容推送到个人手机；用户要求设置定时推送或条件触发推送。触发关键词：发消息、推送、通知、群发、广播、告警推送、报告推送、定时通知、跨平台、飞书通知、WhatsApp、Telegram、Discord、Slack、邮件通知。
0 - knownasnaffy Bundle Feishu Print 3
Print files uploaded to a Feishu group chat. Supports smart matching: multiple files, filename prefix/keyword filter, file type (pdf/image), and time range ("just now" = "last 5 minutes"). Trigger when the user says things like "print the file from Feishu", "print the PDF I just sent to Feishu", "print the Feishu file", etc.
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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 manimce-best-practices, market-sentiment, 人人商城龙虾助手. 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.