Configure visual regression testing with Percy, Chromatic, or custom screenshot comparison
Detect unintended visual changes in UI by comparing screenshots across versions. Use for visual regression, screenshot diff, Percy, Chromatic, UI testing, and visual validation.
Visual Regression Testing: tool comparison (Chromatic/Percy/Playwright screenshots/BackstopJS), pixel-diff vs AI-based comparison, baseline management, flakiness strategies…
Visual regression testing using SSIM-based screenshot comparison. Auto-activates when: visual testing, UI regression checks, screenshot comparison, component validation, CSS fix…
Choose, lay out, critique, and explain data visualizations. Use when the user asks what visualization fits a dataset or goal, how a chart, dashboard, operational workspac — from…
Generate an HTML/CSS visualization of the currently discussed plan, topic, architecture decisions, or trade-offs, then publish it to HackMD (My workspace).
Creates professional Mermaid diagrams with semantic styling and visual hierarchy. Use when creating flowcharts, sequence diagrams, state machines, class diagrams, or architecture…
Translates text-based discussions of workflows, system architectures, and processes into structured diagram code.
Route broad or ambiguous VitaeContext work to the right module while keeping context scoped. Use when a request spans multiple surfaces, asks for overall digital-presence…
Vitest fast unit testing framework powered by Vite with Jest-compatible API. Use when writing tests, mocking, configuring coverage, or working with test filtering and fixtures.
Use when writing unit/integration tests for Vite projects - provides Vitest configuration, test APIs, mocking patterns, and coverage setup
DashPlayer 三层 Vitest-BDD 技能。Use when developers want business-readable BDD scenarios without coupling scenario writing to code implementation details.
Use when vitest configuration, Vite integration, workspace setup, and test environment configuration for modern testing.
World-class Vitest QA/test engineer for TypeScript + Next.js (local + CI performance focused)
Vitest 3+ testing guidelines for TypeScript. Apply when editing `.test.ts` or `.spec.ts` files. Use for type safety in tests, HTTP testing, mocking patterns, test organization.
Migration von Jest (mit --experimental-vm-modules Flag) zu Vitest für crittr. Nutze diesen Skill bei der Phase-4-Umstellung, beim Mapping von jest.config zu vitest.config, beim…
Detects Vitest test-isolation hazards: unrestored vi.spyOn/vi.mock without afterEach cleanup or restoreMocks config, un-awaited resolves/rejects assertions, and shared mutable…
Write unit and component tests with Vitest, React Testing Library, and MSW. Use when writing unit tests, component tests, or mocking APIs following TDD workflow.
Generates Vitest tests in JavaScript/TypeScript with Vite-native speed. Jest-compatible API with ESM support and HMR. Use when user mentions "Vitest", "vi.mock", "vitest.config".
ACTIVATE when building new features, endpoints, or user stories using TDD with Vitest in a TypeScript/NestJS context.
Vitest Test Creator - Auto-activating skill for Test Automation. Triggers on: vitest test creator, vitest test creator Part of the Test Automation skill category.
**AI-friendly comprehensive testing guidance for Vitest with practical patterns and behavior-driven development.**
Write tests using Vitest and React Testing Library. Use when creating unit tests, component tests, integration tests, or mocking dependencies.
Design fast isolated unit tests with Vitest including mock strategies, route handler testing, and React hook testing
Write and maintain Vitest unit tests for TypeScript code. Use when the user needs unit coverage for utilities, services, or stores, or asks for Vitest-based tests with mocks,…
Authoring Storybook stories, managing component catalogs, and integrating Visual Regression. Covers UI component docs, visual testing, CSF 3.0/Factories.
vLLM tiered KV cache configuration for production H100/H200 clusters. Native CPU offload, LMCache (CPU+NVMe+GDS), NixlConnector (disaggregated prefill), MooncakeConnector (RDMA),…
Configure vLLM completely — YAML config file format, CLI arg precedence, full VLLM_*/HF_*/TRANSFORMERS_* env-var catalog, end-to-end recipe for air-gapped environments (internal…
vLLM is a fast and memory-efficient inference and serving engine for large language models. It uses PagedAttention for efficient memory management, supports continuous batching,…
Set up CI/CD pipelines for vLLM-Omni model deployments including Docker builds, automated testing, rolling updates, and deployment validation.
On HK - SSH, Slurm, non-interactive docker exec (bash -lc): **`source /rebase/.venv/bin/activate`** inside the container before repo commands, then run…
Use when working on vLLM-Omni quantization for autoregressive, diffusion, or multi-stage omni models, choosing methods such as `awq`, `gptq`, `fp8`, `int8`, `gguf`, or ModelOpt…
Use when adding a recipe for omnimodal models (text-to-image, text-to-video, text-to-audio, image-to-video, any-to-any, diffusion transformers) to the vLLM recipes repository, or…
Two report kinds; **default output is always HTML** unless the user explicitly asks for Markdown (.md).
Despliegue de vLLM para inferencia LLM/VLM en GPUs AMD ROCm o NVIDIA CUDA con detección automática de backend.
VLM benchmark CLI — run, compare, and reproduce VLM inference benchmarks. Use when the user wants to: (1) benchmark a VLM model's throughput, latency, or VRAM usage, (2) compare…
Reviews vMCP code changes for known anti-patterns that make the codebase harder to understand or more brittle. Use when reviewing PRs, planning features, or refactoring vMCP code.
Tích hợp cổng thanh toán VNPay vào ứng dụng Node.js/TypeScript. Dùng khi cần tạo URL thanh toán, xác thực callback, hoặc tích hợp VNPay vào backend.
Comprehensive environment diagnostic, setup, and agent guide installation for the Vnstock ecosystem (Free or Sponsored). Validates OS, Python, venv, and performs migrations.
Design cloud-native systems using Werner Vogels' principles of failure-first design, eventual consistency, and API-driven architecture.
Pay AI agents per task using HTTP 402 (x402) and USDC-backed credits on Base mainnet. Use when the user asks to charge for an API, monetize an AI service, paywall a URL, hire…
Use when deploying a local project directory or, when provided, a Git repository to Volcengine as a running service.
Produce a complete firmware architecture spec for a described device — layer diagram, module responsibilities, HAL interface definitions, key state machines, RTOS decision.
Volta is a JavaScript toolchain manager written in Rust that pins Node.js, npm, and yarn versions per project.
Diagnoses whether a result that worked at small scale will keep working when scaled — by testing an idea against John List's five reasons ideas lose 'voltage' (false positives,…
Voquill API for medical lab workflows. Use when the user mentions Voquill, lab operations, medical testing workflows, or healthcare lab automation.
Write, review, and debug VoxEngine scenario code for Voximplant calls, Voice AI connectors, routing, media control, storage, HTTP requests, and real-time integrations.
E2E testing specialist. Playwright/Cypress/WebdriverIO configuration, Page Object design, auth flows, parallel execution, visual regression, a11y testing, and CI integration.
Conception et déploiement de VPN incluant WireGuard, OpenVPN, IPSec pour les architectures site-to-site et remote access.
Instrukcja i automatyzacja pracy z serwerem VPS, Docker Compose, rebuildami, zmianą branchy i konfiguracją env. Zawiera wzorce API-first monitoringu i obsługi Traefik.
Health-check ricorrente, sola lettura, della VPS Digital On. Raccoglie 14 sezioni (sistema, risorse, kernel, docker, processi, cron, utenti/sudo, rete, TLS/reachability, log,…
Первоначальная настройка VPS для размещения проектов. Triggers: "настрой сервер", "vps setup", "bootstrap сервер", "подготовь VPS".
Systematically test semantic views by evaluating all verified queries without VQR hints. Identifies which queries fail to measure semantic view completeness.
Run visual regression testing using Grantiva's diff pipeline. Capture screenshots, compare against baselines, and report visual differences. Use for catching unintended UI changes.
Skill per il progetto virtualservice (NX monorepo in C:\Leo\sviluppo\virtualservice). Gestisce operazioni sul database MongoDB tramite gli script Node.js del progetto.
Activate VS MCP debugging mode for C# development. Use when asked to debug, set breakpoints, inspect variables, step through code, attach to a process, or investigate…
Use to deploy, run, debug, or tear down the RTVI-CV 2D detection / tracking microservice and call its REST API. Not for VLM, embedding, or analytics — use the matching vss-* skill.
Deploy and operate the RTVI-CV-3D stack (also known as MV3DT, Multi-View 3D Tracking, or RTVI-CV-MV3DT) — per-camera DeepStream perception plus BEV Fusion over multiple calibrated…
Use to select, configure, deploy, verify, debug, or tear down a VSS profile (base, search, lvs, warehouse, edge). Not for standalone microservices — use the vss-deploy-* skill.
Use to summarize a recorded video via the LVS summarization microservice (HITL-gated) with a VLM fallback. Not for live RTSP captioning or incident-range reports.