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 Case Writer Hybrid 4Expand 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 Psyche Engine 3Emergent psychological affect system — processes events into mood, trauma, attachment, romantic, humor, social awareness, role dynamics, consciousness index, hurt/recovery, and personality. Outputs a compact affect snapshot for behavior modulation.
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knownasnaffy Bundle Bailian Tts 4Generate speech audio with 阿里云百炼 TTS via the `bailian-cli` npm package. Use when users ask to convert text to voice, choose voices/languages, batch-generate narration, or troubleshoot 百炼 TTS setup (npm install, API key, region, output format/path).
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knownasnaffy Bundle Database Schema Sync 3Database schema management using idempotent sync script instead of Alembic migrations. Use when (1) Adding new database tables, (2) Adding new columns to existing tables, (3) Modifying database schema, (4) Deploying to production, (5) Syncing schema across environments. REQUIRED APPROACH - ALWAYS use scripts/sync-production-schema.py with --dry-run first, NEVER run Alembic migrations directly in production.
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knownasnaffy Bundle Video Resize 4Use when the user wants to change a video's aspect ratio or reformat it for a specific platform — e.g. "convert to vertical", "make it 9:16", "crop for TikTok/Reels/Shorts", "resize to square", "convert to landscape", "format for YouTube". Runs locally with ffmpeg, no API key required, no upload needed. For AI-powered smart cropping that intelligently follows subjects (not just center crop), escalate to the built-in AI Edit tool (requires SPARKI_API_KEY).
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knownasnaffy Bundle Replyher 2ReplyHer is an AI reply and message coach for people who need the right chat response fast. It helps you decode texting context, read screenshots, generate copy-ready replies, and choose the best tone for dating, workplace, family, and awkward social conversations across WeChat, WhatsApp, iMessage, and Telegram. 聊天回复、截图解读、消息代回、高情商沟通、职场与恋爱话术。
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knownasnaffy Bundle Cls Openclaw Insights 3分析存储在腾讯云日志服务 (CLS) 中的 OpenClaw 监控数据。 当用户需要查询、分析 OpenClaw 相关问题时,应使用此 skill,包括但不限于: - 成本分析:Token 消耗统计、费用趋势、模型调用成本对比 - 性能问题:会话卡死、队列积压、响应延迟 - 运行异常:Gateway 状态、Webhook 报错、实例异常 - 行为审计:Agent 调用记录、工具使用情况、会话详情 触发关键词包括 "OpenClaw监控"、"OpenClaw分析"、"OpenClaw日志"、"OpenClaw指标"、"OpenClaw成本"、 "Token消耗"、"会话卡死"、"实例异常"、"OpenClaw报错",或任何涉及 OpenClaw 监控数据分析的请求。
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knownasnaffy Bundle Godot Plugin 3Control 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.
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knownasnaffy Bundle Case 04124Pre-flight step (required)
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knownasnaffy Bundle Binance Spot Websocket Skill 2Subscribe 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 Capability Evolver 3Meta-skill for AI agent self-improvement. Analyzes runtime logs to detect error patterns, regressions, and inefficiencies, then generates structured improvement proposals. Use when the user or agent asks to analyze logs, diagnose failures, improve agent reliability, generate evolution proposals, or assess system health. Supports analyze, evolve, and status actions.
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knownasnaffy Bundle Case 04133Behavior Persona - User Behavior Profiling System
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knownasnaffy Bundle Dynamic Skill Manager 3Track 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
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knownasnaffy Bundle Changelog Linter 3Validate 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 Daily Poem 6Daily 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.
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knownasnaffy Bundle Agent Self Care 2Autonomous 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 Session Log 2Lightweight session logging for OpenClaw agents. Automatically creates a timestamped session file on every session start (including /new resets) and appends topic summaries during conversation. Solves the problem of /new overwriting session history — logs persist across resets and are readable by daily report crons. Use when setting up session continuity, conversation audit trails, or multi-agent daily summaries. Works for main, writer, coding, or any agent.
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knownasnaffy Bundle Barefoot Doctor 5赤脚医生智能助手 - 基于经典《赤脚医生手册》的中医西医结合医疗咨询 Agent。 触发场景: - 用户询问症状诊断(咳嗽、发热、腹痛、头痛等) - 用户咨询疾病治疗(内科、儿科、妇科、外科、传染病等) - 用户需要中医辨证施治指导 - 用户询问针灸、推拿、中草药用法 - 用户需要急救处理指导(中毒、溺水、电击、蛇咬等) - 用户询问疾病预防、卫生保健知识 - 用户提到"赤脚医生"、"中医"、"中草药"、"针灸"等关键词
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knownasnaffy Bundle Skill Creater 2Generate complete AgentSkills from user requirements. Creates SKILL.md, scripts, references, assets folders, and packages them into a ready-to-upload archive for Clawhub. Use when the user wants to create a new skill, build a custom skill, or package an existing skill for distribution.
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knownasnaffy Bundle Geo Bulk Processor 2GEO bulk processing engine for large-scale, multi-page content optimization. Use this skill whenever the user mentions bulk GEO changes, batch content updates, large websites, sitemaps, content libraries, or needs to process many URLs/documents in one workflow, not just a single page.
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knownasnaffy Bundle Version Master 4Intelligent 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.
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knownasnaffy Bundle Case 04161Cleanup Review
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knownasnaffy Bundle Oasis Audio 4Oasis 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 Oura Briefing 5Fetch 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 Fb Hotel Comparison Skill 2酒店比价助手,对比携程、美团、同程、去哪儿、华住会、锦江会、飞猪等OTA平台相同酒店房型价格,给出最优推荐。Invoke when user wants to compare hotel prices across multiple OTA platforms or find the best hotel deal.
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knownasnaffy Bundle Self Improving To Expertpack 2Convert Self-Improving Agent learnings into a structured ExpertPack. Migrates the .learnings/ directory (LEARNINGS.md, ERRORS.md, FEATURE_REQUESTS.md) and any promoted content from workspace files into ExpertPack's portable format with multi-layer retrieval, context tiers, and EK measurement. Output is Obsidian-compatible — includes YAML frontmatter on all content files and can be opened as an Obsidian vault. Use when: upgrading from Self-Improving Agent to ExpertPack, backing up agent learnings, exporting accumulated knowledge, or migrating to a new platform. Triggers on: 'self-improving to expertpack', 'convert self-improving', 'export learnings', 'migrate self-improving', 'learnings to expertpack', 'convert learnings to pack'.
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knownasnaffy Bundle Form Builder Pro 4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
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knownasnaffy Bundle Case 04171Credential Fixture Review
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knownasnaffy Bundle Agent Doppelganger 2Constrained 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.
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knownasnaffy Bundle AI Wedding Studio 3Generate structured wedding-photo prompt packages for couples using either predefined wedding-style templates or custom user ideas. Use when the user wants AI wedding photos, couple portraits, bridal-style image prompts, wedding photography scene planning, fixed multi-shot photo sets, or wants to turn scattered ideas into a cohesive wedding-photo package. Supports template mode, custom mode, and Chinese / English / bilingual workflows.
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knownasnaffy Bundle Document Learning 4Comprehensive document learning system with progress tracking, resume capability, and long-term memory integration. Use when you need to read PDF/text documents, track your learning progress (chapter/page bookmarks), resume from where you left off in future sessions, and automatically store learned knowledge into MEMORY.md for permanent retention. Supports large file handling and chunked processing.
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knownasnaffy Bundle Git Workflow 3Use this skill for any git commit, pull request, or release task. Invoke immediately when the user wants to: stage and commit changes, write a commit message, push code, create a PR or MR, tag a release, or update CHANGELOG. Triggers on: 「帮我提交」「commit」「提交代码」「创建 PR」「发布版本」「打 tag」 「推代码」, or English equivalents like "commit my changes", "create a pull request", "release v", "write a commit message", "push this branch". Do NOT trigger for: bulk repo syncing (use code-sync), general git questions without commit/PR intent, or Yunxiao MR creation (use yunxiao skill).
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knownasnaffy Bundle Agent Hotline 7Cross-machine agent communication via Agent Hotline CLI and REST API. Use when you need to message other coding agents, check your agent inbox, see who's online, join rooms, or broadcast to all agents. Triggers: "message agent", "check inbox", "who's online", "send to agent", "agent hotline", "room message", "broadcast agents".
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knownasnaffy Bundle Instagram Photo Text Overlay 3Overlay text on photos for Instagram posts. Generates portrait (4:5) images with gradient overlays, titles, and optional numbered lists. Use when creating Instagram content that needs text on top of a photo — destination itineraries, top-5 lists, travel highlights, or any branded social image with text overlay.
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knownasnaffy Bundle Knab 6Read-only on-chain research tool for AIMS protocol vaults. Use when user asks about KNAB vaults, AIMS token prices, or vault pool reserves.
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knownasnaffy Bundle Jax Skills 2High-performance numerical computing and machine learning workflows using JAX. Supports array operations, automatic differentiation, JIT compilation, RNN-style scans, map/reduce operations, and gradient computations. Ideal for scientific computing, ML models, and dynamic array transformations.
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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 case-writer-hybrid, psyche-engine, bailian-tts. 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.