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 Changelog Linter 6Validate CHANGELOG.md files against the Keep a Changelog format (keepachangelog.com). Checks version ordering, date formats, section types, link references, and formatting. Use when asked to lint, validate, check, or audit a CHANGELOG.md file, verify changelog format, or ensure changelog follows Keep a Changelog conventions. Triggers on "lint changelog", "validate changelog", "check CHANGELOG.md", "changelog format".
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knownasnaffy Bundle Gitassist AI Powered Git Workflow Helper 2Generate commit messages from diffs, write PR descriptions, create changelogs, suggest branch names. Every git workflow, automated.
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knownasnaffy Bundle Manimce Best Practices 7Trigger 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).
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knownasnaffy Bundle Wechat Articles 2搜索和读取微信公众号文章的完整工具,支持关键词搜索与全文提取。 **只要用户提到以下任何场景,必须使用此 skill:** (1) 搜索公众号文章、按关键词查找微信内容 (2) 读取、摘要、分析、翻译 mp.weixin.qq.com 链接的内容 (3) 用户说"帮我找公众号文章"、"读这篇微信文章"、"搜索公众号"、"抓取公众号" (4) 用户粘贴了微信文章 URL 并要求提取或处理内容 (5) 需要从微信生态获取资讯、报告、行业信息 即使用户没有明确说"微信",只要涉及公众号内容获取或提取,也应触发此 skill。 Triggers: 搜索公众号, 微信文章, 读这篇公众号, 抓取公众号, wechat article, mp.weixin.qq.com, 公众号内容, 微信链接
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knownasnaffy Bundle Easyclaw Brain Migration 4Migrate EasyClaw workspace-level behavior into a new OpenClaw workspace by locating and comparing old EasyClaw brain files such as AGENTS.md, SOUL.md, MEMORY.md, HEARTBEAT.md, memory/, launchd/context-management docs, then staging or importing them with backups. Use when a user wants to copy EasyClaw principles, memories, heartbeat logic, context-management setup, or other non-JSON core system behavior into the current OpenClaw workspace.
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knownasnaffy Bundle Beastxa Memory Pro 7Production-grade memory system for OpenClaw agents. Auto-organizes notes into topic files, prevents context loss during compaction, and runs daily/weekly maintenance crons. Zero external dependencies — pure local Markdown files. Install and forget. Use when: agent keeps forgetting context, MEMORY.md is too large, notes are disorganized, or you want automatic memory maintenance without manual effort.
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knownasnaffy Bundle Pumpfun Token Feed 3Real-time streaming PumpFun token feed on Solana with live USD pricing for every token. Subscribe to a live stream of PumpFun tokens over WebSocket: USD price (Open, High, Low, Close in USD), USD volume, USD moving averages (SMA, EMA, WMA), and tick-to-tick USD % change — streamed in real time from the Bitquery GraphQL API.
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knownasnaffy Bundle Easyclaw Config Migration 3Migrate settings from EasyClaw into OpenClaw by locating EasyClaw desktop/runtime config files, comparing them with ~/.openclaw/openclaw.json, and safely generating or applying a selective merge. Use when a user mentions EasyClaw, wants to copy settings/configs from EasyClaw into OpenClaw, asks where EasyClaw stores its config, or needs a migration report or backup-aware merge.
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knownasnaffy Bundle Buddy Followup 5Agents say "I'll follow up" — and then forget. This skill fixes that. When you kick off a long-running task (sub-agent, build, API call, script), set a timer before you move on. When it fires, you wake up with the original context on every configured channel and actually deliver the update you promised. If the task isn't done yet, set another timer and keep going. No hardcoded IDs — channels are read dynamically from OpenClaw config.
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knownasnaffy Bundle Promptgit Local Prompt Version Control 2Git for your prompts. Track every change, diff versions, rollback mistakes, never lose a good prompt again. All local, zero dependencies, works offline.
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knownasnaffy Bundle Polibert Sentiment 5Political sentiment analysis using PoliBERTweet - a RoBERTa model pre-trained on 83M political tweets. Analyzes support, opposition, and stance toward political figures and events. Integrates with Reddit data for real-time political sentiment tracking.
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knownasnaffy Bundle Subtitle Translator Mcbai 5Translate SRT subtitle files into any target language using AI. Processes subtitles in batches to handle large files efficiently, preserves exact SRT format and timing, and outputs a new translated SRT file. Use this skill when the user wants to translate subtitles, translate an SRT file, dịch phụ đề, dịch file srt, translate movie subtitles, or asks to convert subtitles to another language. Triggers on phrases like "dịch phụ đề", "translate subtitles", "dịch file srt", "translate srt", "dịch sang tiếng Việt", or when user uploads/pastes an SRT file and asks for translation.
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knownasnaffy Bundle Veezvg Auto Evolution 2Build and maintain a self-evolving skill system that silently captures feedback, graduates repeated feedback into formal rules, improves low-performing skills, and proposes new skills when repeated patterns are not covered. Use when users mention auto evolution, feedback capture, rule graduation, skill optimization, evolution proposals, "that's not right", "you forgot again", "not like this", 自动进化, 反馈沉淀, 规则毕业, Skill 优化, or 新 Skill 提议.
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knownasnaffy Bundle Oura Briefing 6Fetch and summarize Oura Ring v2 sleep, readiness, and activity data. Use when the user asks about their sleep score, HRV, readiness, recovery, or Oura metrics. Delivers a concise daily health briefing. Requires OURA_API_TOKEN set in the environment or passed via --token.
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knownasnaffy Bundle Comic Panel Generator 4Generate AI comic book panels, manga strips, and graphic novel art from text descriptions. Create anime-style comic illustrations, webcomic frames, storyboard panels, manga-style sequential art, and comic character scenes with dynamic compositions and bold ink outlines via the Neta AI image generation API (free trial at neta.art/open).
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knownasnaffy Bundle Openclaw Config Backuper 5Backup OpenClaw config files, Skills, Workspace files, and Memory records for migration or disaster recovery. 备份 OpenClaw 配置文件、技能、工作区文件和记忆记录,用于迁移或灾难恢复。Triggers: 备份, backup, 备份配置, backup config, 配置备份, config backup, 备份OpenClaw, backup openclaw, 迁移配置, migrate config, 恢复配置, restore config, 导出配置, export config, 配置迁移, config migration, 灾难恢复, disaster recovery, 备份技能, backup skills, 备份工作区, backup workspace, 备份记忆, backup memory, OpenClaw备份, openclaw backup, 配置导出, config export, 系统备份, system backup, 配置文件备份, config files backup.
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knownasnaffy Bundle Smart Router 4Intelligent multi-model router — automatically selects the best AI model based on task type (vision, image generation, video generation, audio, reasoning, code, general chat) via any OpenAI-compatible API endpoint. Supports 35+ models across 7 categories with @alias shortcuts. Use when: user sends an image for analysis, requests image/video/audio generation, needs deep reasoning or math proofs, wants to use a specific model, or prefixes message with @alias (e.g. @gpt52, @o3, @sora, @imagen).
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knownasnaffy Bundle Tracker Latest Run Monitor 4Monitor the most recent run result of a configured OpenClaw cron job and send a compact Feishu private message with the latest execution time, status, and detail. Use when a user wants a standalone skill for latest-run monitoring, cron status notifications, daily status pings, or Feishu alerts for a tracker/scheduled job regardless of success or failure.
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knownasnaffy Bundle Case Writer Hybrid 5Expand a structured brief in `content-production/inbox/` into a reusable long-form markdown article draft, then run a local writer / critic / judge quality loop with a constrained humanization pass. Use when Codex needs a stage-1 article draft plus reusable writing sidecars for downstream `generate-image` and `wechat-formatter`.
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knownasnaffy Bundle Oasis Audio 7Oasis Audio is an AI audio narration generator that transforms your current state of mind, content you want to digest, or recent life events into a personalized audio with BGM. It supports Chinese & English, 9 reference modes (Soul Healing, Daily Briefing, Knowledge Deep Dive, Content Digest, Bedtime Radio, Language Learning, Conversation Extension, Topic Tracker, Study Buddy), and custom audio profiles when no template fits. Use this skill when the user asks to make audio, generate a podcast, turn notes or long content into audio, or when an audio version would add value. Context collection runs locally via `context_collector.py`, and only the final composed prompt is sent to the xplai.ai API (https://eagle-api.xplai.ai) — raw conversation history, session files, and USER.md content are not transmitted externally. If the AI judges that the final prompt may be sensitive, the skill shows a sanitized preview and requires a second explicit confirmation before any API request.
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knownasnaffy Bundle Chart Master 5Generate precise financial charts (candlestick, OHLC, line) for stocks, indices, and crypto using Python. Use when the user requests a visual chart, technical analysis visualization, or price history plot.
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knownasnaffy Bundle China Industrial Machinery Suppliers 4Comprehensive industrial machinery industry suppliers guide for international buyers – provides detailed information about China's machine tools, construction machinery, agricultural equipment, packaging lines, robotics, and other industrial machinery manufacturing clusters, supply chain structure, regional specializations, and industry trends (2026 updated).
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knownasnaffy Bundle AI Prompt Gen 6Generate optimized prompts for AI models including ChatGPT, Midjourney, and code generation. Use when: (1) creating AI prompts for writing, coding, design, or research, (2) optimizing prompts for specific AI models, (3) analyzing prompt quality, or (4) any AI prompt engineering needs. Supports multiple categories and AI platforms.
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knownasnaffy Bundle Vietnam Education 6Skill soạn giáo án, đề thi, phiếu học tập theo chuẩn Chương trình GDPT 2018 (Thông tư 32/2018/TT-BGDĐT) và Công văn 7991/BGDĐT-GDTrH (cấu trúc đề kiểm tra định kỳ THCS-THPT mới nhất). Có hệ thống VERIFY ĐÁP ÁN 3 LỚP: web search verify kiến thức SGK (tất cả môn), SymPy kiểm tra tính toán chính xác (Toán/Lý/Hóa), Matplotlib vẽ hình (hình học, đồ thị, biểu đồ). Có script tạo file .docx đề thi chuẩn format CV 7991 (chạy 1 lệnh). Phủ tất cả cấp học: Tiểu học, THCS, THPT. Sử dụng khi người dùng nhắc đến: giáo án, kế hoạch bài dạy, đề thi, đề kiểm tra, phiếu học tập, CTGDPT 2018, Thông tư 32, CV 7991, ma trận đề, soạn bài, kiểm tra đánh giá, đúng sai, trắc nghiệm, trả lời ngắn, tự luận.
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knownasnaffy Bundle Binance Spot Websocket Skill 4Subscribe to Binance Spot public market streams through UXC raw WebSocket support for trades, book ticker, depth, and ticker events with stream-specific guardrails.
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knownasnaffy Bundle Voscript API 3VoScript self-hosted speech transcription API skill. Covers the full workflow: submit audio, poll job status, fetch results, export subtitles (SRT/TXT/JSON), manage voiceprints, assign speakers, and rebuild AS-norm cohorts. Works with Claude Code, OpenClaw, Hermes, Codex, Gemini CLI, Trae, Cursor, Cline, Roo Code, CodeBuddy, Qwen Code, and any agent with a skills directory.
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knownasnaffy Bundle New Openclaw Docs 5Navigate and use OpenClaw documentation efficiently with cached doc fetch/search tooling, sitemap/category routing, and config snippet lookup. Use when answering OpenClaw setup/config/troubleshooting questions, checking docs updates, or extracting concrete configuration examples from docs.
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knownasnaffy Bundle Longbridge Stock 4Real-time stock quotes and account queries for Longbridge (长桥证券) users. Query US/HK/China stocks, account balance, and positions. Use whenever user mentions stock prices, market data, checking portfolio value, or asking about specific stocks like Apple, Tencent, or Tesla—even if they don't name Longbridge explicitly. Supports AAPL.US, 700.HK, 600519.SH formats.
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knownasnaffy Bundle Quark Subtitle Rescue 2Bulk add subtitles to Quark movie folders with high success and low wrong-match risk. Best for "all subfolders" jobs, interrupted runs, and retrying failed titles with multi-source fallback (OpenSubtitles/SubHD/YIFY), strict matching, rollback safety, and completion reporting.
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knownasnaffy Bundle Prompt Diet 4Analyze and optimize OpenClaw system prompt token usage by compressing workspace files (AGENTS.md, SOUL.md, USER.md, TOOLS.md, IDENTITY.md, HEARTBEAT.md, MEMORY.md). Performance-first approach: only safe compressions that preserve agent behavior quality. Use when: (1) system prompt feels bloated or costs are high, (2) user wants to audit token usage of workspace files, (3) MEMORY.md has grown large with stale entries, (4) periodic prompt hygiene check. NOT for: modifying OpenClaw core system instructions, safety rules, or tool definitions.
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knownasnaffy Bundle Polymarket Kalshi Divergence 6Cross-platform arbitrage between Kalshi and Polymarket. Monitors 13 Kalshi event series (crypto, macro, politics) and compares prices to equivalent Polymarket markets. Generates BUY signals when gap exceeds 8% and SELL signals above 10%.
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knownasnaffy Bundle Session Memory Summarization 8Automatically loads recent conversation memory into new sessions and generates AI summaries during compaction to maintain continuity across conversations. Preserves the last 10 raw messages verbatim so the agent can resume exactly mid-conversation without paraphrasing loss.
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knownasnaffy Bundle Immigration 4Immigration process guidance and application organization with strict privacy boundaries. Use when user mentions moving to another country, visa applications, work permits, residency, citizenship, or immigration documents. Helps with pathway analysis, document checklists, deadline tracking, and interview preparation. NEVER provides legal advice or immigration law interpretations.
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knownasnaffy Bundle Gaokao Tutor 5High school exam (Gaokao) AI tutor for Chinese students. Covers all subjects (Math, Chinese, English, Physics, Chemistry, Biology, History, Geography, Politics). Features Socratic guided problem-solving, knowledge point lookup, practice question generation, mistake tracking, essay scoring, study plan generation, and college major recommendation. Use when: 高考, 解题, 答疑, 这道题, 帮我讲, 知识点, 模拟题, 备考计划, 志愿填报, 作文批改, exam help, gaokao, 高中数学, 高中物理, 高中化学, 高中语文, 高中英语, 错题本, 刷题, 冲刺复习.
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knownasnaffy Bundle Bp Reporting Templates 5Generate BP monthly/quarterly/half-year/year report filling templates from BP data (API first, file fallback) with strict reviewer checks for code anchors, numeric traceability, and alert rules.
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knownasnaffy Bundle Redline 4Review and redline DOCX contracts paragraph by paragraph with tracked changes, clause-level risk analysis, and draft comment responses. Use when a user wants contract revisions that are specific to each paragraph or bullet, especially for privacy, security, data-processing, liability, AI, or other negotiated legal terms.
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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 changelog-linter, GitAssist AI-Powered Git Workflow Helper, manimce-best-practices. 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.