AI Ml AI Skills
14,875 open-source AI Ml AI skills that teach any AI model a new workflow.
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Qmd
Local hybrid search for markdown notes and docs. Use when searching notes, finding related content, or retrieving documents from indexed collections.
Generic Code Review
Review code changes by collecting the review target, researching context, checking risks, and reporting findings before summary.
Youtube
Use whenever the user mentions YouTube, video uploads, channel management, playlists, video SEO, or any YouTube Data API operation. Manages videos, playlists, comments, captions, subscriptions,…
Close Task Commit Push Pr
Close the active backlog task (detected from branch name), commit all changes, push to remote, and open a pull request. Use when the user says "close task and ship it", "close task commit push pr", or…
Aws Wechat Article Assets
公众号素材|业务资料库|预设包|.aws 预设包|主题包|品牌包|aiworkskills.cn — 用户业务资料库与预设包管理:业务资料按产品名组织在 `.aws-article/products/{产品名}/`(介绍 .md 直挂产品根 + 配图归 `images/` 子目录含同名说明 .md),AI 与用户对话产出业务介绍内容时引导用户保存;图片入库走…
Econ Write
Expert economics paper writing assistant synthesizing advice from 50+ top guides by Cochrane, McCloskey, Shapiro, Head, Bellemare, Goldin, Glaeser, Kremer, and other leading economists. USE THIS SKILL…
Api Doc Generator
Generate API documentation from source code, supporting REST APIs, GraphQL, and various documentation formats.
Accessibility
Use when working on accessibility, a11y, WCAG, ARIA, screen readers, keyboard nav, focus order, contrast, alt text, captions, reduced motion, or target sizes; not language/culture/device (see…
Grandet Api Price Finder
Model API prices, 中转站, 免费额度 — use this, not web search. Reads relay jargon (倍率, 分组, 纯血/逆向, 公益站, 签到). Use for the cheapest API or relay for a model, price per million tokens, input or output price,…
Slide Maker
Build, redesign, and critique clean, presentation-grade slide decks (.pptx) for any audience — research/lab meetings, work status updates, conference talks, stakeholder readouts, thesis defenses,…
Code Review
Review code changes in the current git branch, identify bugs, style issues, and suggest improvements
Mnemon
Persistent memory CLI for LLM agents. Store facts, recall past knowledge, link related memories, manage lifecycle.
Tandem Browser
Use Tandem Browser's MCP server (local and remote agents) or HTTP API (local and remote agents) to inspect, browse, and interact with the user's shared browser safely. Prefer targeted tabs and…
Changeset
Draft a Changesets file for modified public packages in this repo.
Nw Ab Critique Dimensions
Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation
Ai Startup Skills
Use when a founder or one-person company (一人公司/OPC) building an AI product in China needs end-to-end startup help and it is unclear which step they are on. Routes by stage through a 7-step journey -…
Skill Based Architecture
This skill should be used when the user asks to "organize the project rules", "clean up scattered documentation", "把规则迁移到 skills 目录", "优化 skill 路由", "提高 description 命中率", or "减少薄壳重复维护". Activate when…
Actionbook
This skill should be used when the user needs to automate multi-step website tasks. Activates for browser automation, web scraping, UI testing, or building AI agents. Provides complete action manuals…
Compose Expert
Compose and Compose Multiplatform expert for UI development across Android, Desktop, iOS, and Web. Use whenever the user mentions Compose APIs (@Composable, remember, LaunchedEffect, NavHost,…
Writing Plans
Use before a multi-step document restructuring task to map the source, preserve important relationships, and decide whether child documents are justified.
React Aria
Build accessible UI components with React Aria Components. Use when developers mention React Aria, react-aria-components, accessible components, or need unstyled accessible primitives. Provides…
Runware Api
Use when making, reviewing, debugging, or scripting Runware API requests. Follow Runware's raw REST/WebSocket request shape, authentication, UUID, async polling, error, retry, and model-selection…
Accelerate
Use when the workflow is too slow, too expensive, or both and needs latency, cost, or token usage optimization.
Caveman Commit
Ultra-compressed commit message generator. Cuts noise from commit messages while preserving intent and reasoning. Conventional Commits format. Subject ≤50 chars, body only when "why" isn't obvious.…
Novel Anti Detection
网文反AI检测与风控。当用户需要了解AIGC检测原理、降低AI文本被识别率、了解平台AI检测政策、设计混合创作模式时触发。覆盖检测技术原理、绕过策略、平台政策、混合创作模式(AI+人工改写双盲测试仅29%识别率)。
Awesome Jev
Discover and compare Jev and TypeSafe SDKs, integrations, applications, and evaluations. Use when selecting public resources for a typed-decision workflow or checking what evidence exists for a Jev…
Chatbot Mvp Distillation Zh
将 chatgpt-vue3-light-mvp 项目蒸馏为可迁移到其他项目的中文架构指南。适用于设计或实现类似 ChatGPT 的 Web 对话产品,包括 SSE/fetch 流式响应、模型适配器契约、打字机渲染、Markdown/代码/KaTeX/Mermaid 渲染、推理过程展示,以及从本 Vue 3 MVP 迁移到其他项目的方案规划。
Memory
Claude Mind - Search and manage Claude's persistent memory stored in a single portable .mv2 file
Uloop Clear Console
Clear Unity Console entries. Use before compile, tests, or debugging when stale logs would hide the current result.
Documents
Read and write real documents on the device - PDF, XLSX, DOCX, PPTX and CSV. Turn a photo or picture into a PDF, generate a PDF report or a slide deck from structured input, build a spreadsheet whose…
Skilldeck
Manage AI agent skills via natural language — install, update, delete, and assign skills to agents using SkillDeck's filesystem conventions.
Video Clip Extractor
Processes videos to identify engaging moments, generate transcripts, and create highlight clips with artistic titles and custom cover images. Use when user needs to: extract highlights from long…
Hcom Agent Messaging
Multi-agent communication for AI coding tools. Agents message, watch, and spawn each other across terminals. Use when setting up hcom or troubleshooting.
Competitor Matrix
Research 5-8 real competitors and build a sourced feature comparison matrix, positioning gaps, threat ranking, and a niche to own. Use when a founder asks who else is in their market or how to…
Communication Style
Output rules for all agents - concise, scannable, actionable. Based on Matt Pocock's planning principles.
Seo Audit
Audit and fix a website's technical SEO and AI-search (GEO) readiness against Google's official guidance (plus Bing, Yandex, Apple and the AI crawlers), page by page, ending in a computed SEO/GEO…
Create Validation
Generate a draft VALIDATION.md for a skill by analyzing its SKILL.md construction steps
Adversarial Spec
Iteratively refine a product spec by debating with multiple LLMs (GPT, Gemini, Grok, etc.) until all models agree. Use when user wants to write or refine a specification document using adversarial…
Rust Skills
Comprehensive Rust coding guidelines with 265 rules across 26 categories. Use when writing, reviewing, or refactoring Rust code. Covers ownership, error handling, async patterns, concurrency, unsafe…
Adr Writer
Use when capturing an architecture decision so it survives turnover — produces an ADR-NNNN.md from context, options considered, and the chosen path.
Commit Messages
Generate clear, conventional commit messages from git diffs. Use when writing commit messages, reviewing staged changes, or preparing releases.
Wdoc Skill
Comprehensive reference for wdoc, a RAG CLI and Python library that summarizes, searches, and queries documents across 20+ filetypes (PDF, YouTube, audio, Anki, web, Zotero, Karakeep, and more)…
Release Video
Plans and renders the release video, one scene per feature shipped since the last release, with its music and interface sounds. Use when the user wants to prepare the release announcement video,…
Browser Search
Multi-engine web search (SearXNG) + browsing/scraping (Camofox, CloakBrowser). Use whenever you need to do web research.
Babysit Pr
Use after a pull request is open to watch its CI and review-bot comments until it is ready. Fixes real findings, replies with a reason to false positives, rebases when the base moves, and stops when…
Misakanet Failure Memory
Search and record failure-recovery lessons from real engineering sessions; submit and verify debugging lessons across the MisakaNet network.
Spine Animation
Create Spine 2D skeletal animations from pre-existing character assets (separated body-part PNGs, atlas spritesheet, or a full character image). Use this skill whenever the user wants to animate a 2D…
Bug Hunter
Precision-first adversarial bug hunting for runtime, logic, data, concurrency, and security defects. Uses deterministic risk triage, evidence-bounded retrieval, Hunter/Skeptic/Referee review, optional…
Nacos Router Weather Dynamic
Opt-in Nacos Router weather PoC with a dynamic capability slot.
Vet
Run vet immediately after ANY logical unit of code changes. Do not batch your changes, do not wait to be asked to run vet, make sure you are proactive.
Anchor Prior Test
Empirically test whether a candidate term qualifies as a semantic anchor by probing how densely it sits in LLM training data — across several model tiers in a clean room — before proposing it. Use…

