Jupyter notebook reproducibility — verify execution via Clew sessions, scan for untracked I/O (`scitex.io` calls outside `@scitex.session`), reconstruct the true cell-dependency…
One-call alerting across 9 backends — audio TTS (spoken notification), desktop popup, emacs minibuffer, matplotlib banner, playwright browser toast, email (SMTP), webhook (HTTP…
Agent Communication Hub — real-time WebSocket messaging between AI agents across machines with channel routing, @mentions, presence, and persistence.
Project-aware path utilities for scientific Python — finding files/dirs/git roots, SciTeX `script_out/` session-path conventions, versioned directories, and symlink hygiene.
System resource introspection + monitoring. `get_specs()` returns full hardware/OS/Python snapshot (CPU, memory, disk, network, GPU, OS, Python version) as a nested dict.
Type aliases and runtime type guards for scientific Python — unions across NumPy/pandas/torch arrays, matplotlib color inputs, and list-of-T predicates.
Project-specific UI refactor workflow for the Scoop news platform in /home/bender/classwork/Thesis. Use when updating Scoop frontend layouts, globe UX, research workspace, and…
Exploratory workflow for understanding problem spaces and drafting feature proposals, refactorings, or complex bug-fixes.
Analyze a problem, plan the fix, execute with verification. Use when tackling a non-trivial bug, feature, or refactor that needs structured approach.
Use when after implementing or modifying the scoring module that computes average InChIKey scores and neighbourhood scores for candidate matches, or when integrating new scoring…
A write-capable assistant that guides small, focused code changes end-to-end. Use when you need to make a targeted edit — add a function, fix a typo, update a config, refactor a…
A read-only assistant for exploring, explaining, and discussing code. Use when you want to understand how something works, trace a flow, review architecture, or ask questions…
Map a codebase's structure, tech stack, architecture patterns, and conventions into a reusable Project Context document.
Final-pass QA review — cross-task integration testing, UI validation via browser MCP (Playwright), and overall quality assessment.
Analyze test coverage gaps, recommend test strategies by module, and generate test task files. Use when you want to proactively improve test health, assess coverage, or plan a…
Use when building or reviewing Scout web UI, dashboard UX, demo flows, visual polish, accessibility, responsive layout, and product screens for the Codex Hackathon project.
Scrape sites protected by Akamai/Cloudflare bot detection by launching real Chrome with remote debugging (CDP).
Веб-скрапинг через Scrape.do. Обходит блокировки и CAPTCHA. АВТОМАТИЧЕСКИ используй при ошибках WebFetch: 403, 401, 429, timeout, access denied, Cloudflare block.
ScrapeGraphAI is a Python web scraping library that uses LLMs and directed graph logic to create intelligent scraping pipelines.
Cloud browser automation CLI for AI agents powered by Scrapeless. Use when the user needs to interact with websites using cloud browsers, including navigating pages, filling…
Automate Scrapfly tasks via Rube MCP (Composio). Always search tools first for current schemas. — from engineering/cloud-platforms
Automate cloud browsers với Playwright qua Scrapfly Cloud Browser API. Proxy rotation, anti-bot fingerprinting, geo-targeting built-in.
Crawl toàn bộ website với tự động phát hiện link, depth control, trích xuất dữ liệu có cấu trúc. Dùng khi cần crawl nhiều trang cùng lúc.
Web scraping API với proxy rotation, anti-bot bypass, JavaScript rendering. Dùng khi cần scrape trang web bị chống bot (Cloudflare, DataDome, PerimeterX).
Receive and verify Scrapfly webhooks. Use when setting up Scrapfly webhook handlers for async scrape, extraction, screenshot, or crawler jobs, debugging…
Interfaces with the ScrapingBee REST API for JavaScript rendering and Google SERP extraction. Uses custom_google parameter for search result parsing and screenshot endpoint for…
Web scraping with Scrapling - HTTP fetching, stealth browser automation, Cloudflare bypass, and spider crawling via CLI and Python.
Scrapling is an adaptive Python web scraping framework that automatically handles website structure changes.
Scrapling CLI(명령줄) 도구로 터미널에서 웹 스크래핑하는 방법. 코드 작성 없이 scrapling extract 명령으로 웹페이지를 HTML/Markdown/텍스트로 추출하고, scrapling shell로 인터랙티브 스크래핑 REPL을 실행하며, scrapling install로 브라우저 의존성을 설치한다.
Scrape web pages using Scrapling with anti-bot bypass (like Cloudflare Turnstile), stealth headless browsing, spiders framework, adaptive scraping, and JavaScript rendering.
Orchestrates large-scale web crawling using Scrapy with scrapy-redis for distributed job queuing. Integrates Splash for JavaScript rendering, stores results in MongoDB via…
Manages Scrapy spider deployments via Scrapyd API with custom item pipelines for MongoDB ingestion, deduplication via MinHash LSH, and rotating proxy middleware configuration.
Scrapy is a high-level Python framework for web crawling and structured data extraction. It is a strong fit for agent workflows that need repeatable scraping, asynchronous…
Generates Scrapy spider classes with CSS/XPath selectors, item pipelines, and middleware configurations for structured web scraping.
Builds and manages Scrapy web scraping spiders with custom item pipelines. Supports Splash rendering for JavaScript pages, rotating proxies via scrapy-rotating-proxies, and export…
Expert guidance for building web scrapers and crawlers using the Scrapy Python framework with best practices for spider development, data extraction, and pipeline management.
Manages Scrapy spider deployments and job scheduling on ScrapyCloud via the Scrapinghub API. Handles spider argument injection, job prioritization, and item export to S3 or…
Domain-first folder structure reflecting business capabilities. Trigger: When structuring projects or refactoring toward use-case-driven boundaries.
Interactive screen reader simulation for education and debugging. Parses HTML/JSX and produces step-by-step narration of what a screen reader would announce.
Practical guide to testing web applications with screen readers for comprehensive accessibility validation.
Test web applications with screen readers including VoiceOver, NVDA, and JAWS. Use when validating screen reader compatibility, debugging accessibility issues, or ensuring…
VBShop mobil (mobile/) projesine yeni bir feature veya ekran iskeleti ekler — Clean Architecture katmanları (domain/data/presentation), Riverpod provider'ları, go_router rotası ve…
Retrieve and analyze Screenpipe CLI backend logs and desktop app logs for debugging
Visual regression testing through screenshot capture and comparison. Pixel-diff analysis, responsive screenshot capture across viewports, and visual change reporting with…
When the user wants to design, optimize, or evaluate App Store screenshots and preview videos. Also use when the user mentions "screenshots", "app preview", "product page design",…
Capture a screenshot of a web page as a PNG. Use when you need a visual snapshot of a rendered page, including pages that require JavaScript or regional routing.
Automatisation par scripts (PowerShell, Python, Bash) pour tâches répétitives — cron jobs, batch processing et orchestration.
Blender-Python-Skripte fuer prozedurale Modellierung, Animation, Stapeloperationen und Add-on-Entwicklung mit fortgeschrittenen bpy-API-Mustern schreiben.
Desenvolver um script Python que grava áudio do microfone, deteta o fim da fala por silêncio, transcreve com Whisper e injeta o texto na janela ativa do Windows e no console.
TDD pipeline for vallorcine scripts (bash/python/node)
Comprehensive diagnostic of the script infrastructure — 18 categories across 5 domains with composite health scoring, trend tracking, patch suggestions, and interactive…
Automate repeatable Hopper analysis with its installed Python SDK or extension APIs. Use for deterministic queries, controlled annotations, structured exports, or a scriptable…
Script Kit GPUI codebase architecture. Use when navigating the codebase, understanding module structure, or tracing data flow.
ScriptDrop Docker troubleshooting, database setup, port reference, and dev server debugging. Use when development containers have OOM kills, the dev server won't start, CSS/JS…
Python for Rhino and Grasshopper (RhinoCommon, rhinoscriptsyntax, ghpythonlib), C# for Grasshopper components, Python for Revit (pyRevit, RevitPythonShell), JavaScript for web 3D…
review, design, scaffold, refactor, and troubleshoot scss and sass based styling systems. use when the user asks for scss architecture, variables and tokens, mixins, nesting,…
SCSS and CSS architecture standards. Apply when working with CSS, SCSS, styling architecture, component styles, tokens, or compiled stylesheet organization.
从 SD 内置 30 个 PBR 材质逆向分析的材质配方库。包含 7 个类别配方 + 3 个通用功能配方， 涵盖混凝土/金属/瓷砖/砖墙/布料/木材/有机物的节点图结构、管线设计和制作逻辑。 Use when AI needs to: (1) choose appropriate nodes for a material type, (2)…
Create technical design with architecture decisions, data flow, and file changes.
Guide AI agents through Specification-Driven Development (SDD) + Test-Driven Development (TDD) integrated workflow.