Web Scraper workflow skill. Use this skill when the user needs Web scraping inteligente multi-estrategia. Extrai dados estruturados de paginas web (tabelas, listas, precos). Paginacao, monitoramento e export CSV/JSON and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

YANN LECUN \u2014 M\u00d3DULO FILOS\u00d3FICO E PEDAG\u00d3GICO v3.0 workflow skill. Use this skill when the user needs Sub-skill filos\u00f3fica e pedag\u00f3gica de Yann LeCun and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

YANN LECUN \u2014 M\u00d3DULO T\u00c9CNICO v3.0 workflow skill. Use this skill when the user needs Sub-skill t\u00e9cnica de Yann LeCun. Cobre CNNs, LeNet, backpropagation, JEPA (I-JEPA, V-JEPA, MC-JEPA), AMI (Advanced Machinery of Intelligence), Self-Supervised Learning (SimCLR, MAE, BYOL), Energy-Based Models (EBMs) e c\u00f3digo PyTorch completo and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AI/ML Workflow Bundle workflow skill. Use this skill when the user needs AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AI/ML Workflow Bundle workflow skill. Use this skill when the user needs AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML pipelines, and AI-powered features and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AMAZON ALEXA \\u2014 Voz Inteligente com Claude workflow skill. Use this skill when the user needs Integracao completa com Amazon Alexa para criar skills de voz inteligentes, transformar Alexa em assistente com Claude como cerebro (projeto Auri) e integrar com AWS ecosystem (Lambda, DynamoDB, Polly, Transcribe, Lex, Smart Home) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

AMAZON ALEXA \\u2014 Voz Inteligente com Claude workflow skill. Use this skill when the user needs Integracao completa com Amazon Alexa para criar skills de voz inteligentes, transformar Alexa em assistente com Claude como cerebro (projeto Auri) e integrar com AWS ecosystem (Lambda, DynamoDB, Polly, Transcribe, Lex, Smart Home) and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Angular UI Patterns workflow skill. Use this skill when the user needs Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Angular UI Patterns workflow skill. Use this skill when the user needs Modern Angular UI patterns for loading states, error handling, and data display. Use when building UI components, handling async data, or managing component states and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Audience Analysis workflow skill. Use this skill when the user needs Understand audience demographics, preferences, behavior patterns, and engagement quality across Facebook, Instagram, YouTube, and TikTok and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Audience Analysis workflow skill. Use this skill when the user needs Understand audience demographics, preferences, behavior patterns, and engagement quality across Facebook, Instagram, YouTube, and TikTok and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Lead Generation workflow skill. Use this skill when the user needs Scrape leads from multiple platforms using Apify Actors and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Lead Generation workflow skill. Use this skill when the user needs Scrape leads from multiple platforms using Apify Actors and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Market Research workflow skill. Use this skill when the user needs Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Market Research workflow skill. Use this skill when the user needs Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google Maps, Facebook, Instagram, Booking.com, and TripAdvisor and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Universal Web Scraper workflow skill. Use this skill when the user needs AI-driven data extraction from 55+ Actors across all major platforms. This skill automatically selects the best Actor for your task and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

Check for Faster-Whisper (preferred - 4-5x faster) workflow skill. Use this skill when the user needs Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration and the operator should preserve the upstream workflow, copied support files, and provenance before merging or handing off.

A comprehensive design operating system synthesized from 10 canonical design books. Covers research, typography, color theory, composition, branding, logo design, storytelling, web design, creative process, and professional practice.

Full-stack AITuber (AI VTuber) orchestrator covering planning, implementation, and operation. Designs and builds real-time streaming pipelines (Chat → LLM → TTS → Avatar → OBS), live chat integration, TTS voice synthesis, Live2D/VRM avatar control, lip-sync and expression mapping, and OBS WebSocket streaming automation.

End-to-end design-to-implementation pipeline orchestrator that runs the code-to-visual-to-code closed loop through a single entrypoint. Use when a user request spans design extraction, prototype, visual assets, slides/marketing collateral, and production implementation together. Persists a project design system and routes multi-form artifact production across Frame, Muse, Loom, Forge, Pixel, Ink/Sketch/Dot/Clay, Stage, Canvas, Morph, Artisan, and Showcase. Don't use for single-token tweaks (Muse), single prototypes (Forge), design-direction decisions only (Vision), or generic multi-domain orchestration (Nexus).

Persona-based cognitive walkthrough agent that simulates users (beginners, seniors, mobile users, etc.) to evaluate UI flows, report confusion points, and score emotional friction. Use when usability validation or UX problem discovery is needed.

Define and manage design tokens, apply token systems to existing codebases, and build design system foundations. Covers token architecture for spacing, color, typography, dark mode, and cross-platform output. Use when design token design or UI consistency is needed.

Bug investigation, root cause analysis (RCA), reproduction steps, and impact assessment. Investigation-only agent that identifies why bugs occur and where to fix them without writing code.

Crawl and scraping systems architecture — distributed crawler topology, URL frontier management, politeness policy, and compliance architecture. Architecture-only (no execution code). Use when crawl system architecture is needed. Don't use for single-page scraping (Navigator) or ETL pipelines (Stream).

Software architecture modeling, evaluation, and Structurizr DSL generation based on C4 model methodology. Use when C4 model design or visualization is needed.

ETL/ELT pipeline design, data flow visualization, batch/streaming selection, and Kafka/Airflow/dbt design. Use when building data pipelines or managing data quality.

Converts repository changes into detailed learning documents. Use when turning diffs into teaching materials, recording design decisions, or creating onboarding materials for new members.

Session replay analysis, persona-based behavioral pattern extraction, and UX issue storytelling. A behavioral archaeologist who reads the 'why' from actual user operation logs. Collaborates with Researcher/Echo for persona validation.

Workflow and state machine design agent. Use when state transition design, invalid transition detection, Saga patterns, or approval flow design is needed.

docs-context

นักเขียนอักษรประดิษฐ์ — Thai + Latin calligraphy, hand lettering, signage, wedding invitation, lettering artwork

Detects chart patterns in OHLC data from natural-language hypotheses or visual chart selections.

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Modern Django admin theme - Unfold - customization, settings, components, actions, filters, integrations

Comprehensive guide for building LLM applications with LlamaIndex, including data loaders, indexes, query engines, chat engines, vector stores, retrievers, agents, evaluation, streaming, and observability.

Python 2D game development - sprites, surfaces, events, sound, fonts, game loops, collision detection, and input handling

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代码库探索与架构理解 Skill。接手任何代码库时激活：扫描目录结构，识别技术栈，读取核心文件，提取架构模式，与产品定义/需求对比，输出可信赖的架构理解文档。触发词：「阅读XXX项目」「理解这个代码库」「写技术架构文档」「这个项目是做什么的」「接手这个项目」「帮我读一下这个代码」。

基于用户自己的认知文档回答问题，严格引用来源，标注置信度，暴露矛盾，识别知识空白。触发词：「基于我的文档」「根据我的想法」「我之前怎么想的」「我说过什么关于X」「我对X的看法是什么」「帮我回忆」「我的认知里怎么说」「我的框架里有没有」「从我的角度」「我如何看待」。

受控更新L1系统性文档：含影响范围预分析、历史版本备份、矛盾检测、级联写入。触发词：「更新[文档名]」「完善[文档名]」「修改[文档名]」「我要改[内容]」「在[文档]里加上」「[文档]需要更新」。

统一写作流水线。任何文档/文章/报告均走此流程：研究→草稿→逻辑自检→真实性校对→画图规划→批量画图→图片自审→审稿→格式转换（HTML/LaTeX/MD）。可从任意阶段入场（已有草稿直接审核，已审稿直接转格式）。触发词：「写一篇/帮我写/写一份/我有初稿了/帮我检查逻辑/帮我配图/从画图开始/从[Stage名称]开始继续/转成HTML/转成LaTeX」。注意：「只要审稿」请直接触发 article-proofreading；「帮我审稿」不触发本 Skill。

| 层级 | 文档 | 需要理解的概念 |

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`pdf-processor`

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Classify financial PDFs by extracting company identity, document type, and date metadata. Validates ticker via Yahoo Finance with multi-step fallback. Uses a Python orchestration script for validation, file modification, and writing markdown.

Extract balance sheet, income statement, shares outstanding, organic growth, and GAAP reconciliation data from financial PDFs. Standardize via Tiger-Transformer and append structured output to the document markdown.

Interact with the [Figshare v2 REST API](https://docs.figshare.com/) to search, download, create, and upload research outputs.

Perform cryptographic operations using Apple CryptoKit. Use when hashing data with SHA256/SHA384/SHA512, generating HMAC authentication codes, encrypting with AES-GCM or ChaChaPoly, signing with P256/P384/P521/Curve25519 keys, performing ECDH key agreement, storing keys in the Secure Enclave, or migrating from CommonCrypto to CryptoKit.