Develop software in the style of Kent Beck, creator of Test-Driven Development and Extreme Programming.
Generates Behat BDD tests for PHP with Gherkin feature files and MinkContext for browser testing. Use when user mentions "Behat", "PHP BDD", "Mink", "behat.yml".
Guides writing of behavior-driven Go unit tests that prioritize testing meaningful behaviors over chasing code coverage.
Create and launch benchmark test projects to exercise vercel-plugin skill injection across realistic scenarios.
Checks code for best practice violations including DRY violations, SOLID principles, error handling patterns, testing practices, documentation standards, and version control…
Use when fixing issues identified in beta tester feedback. Guides systematic root cause analysis, worktree-based fixes, regression testing, and release preparation.
Beta testing strategy for iOS/macOS apps. Covers TestFlight program setup, beta tester recruitment, feedback collection methodology, user interviews, signal-vs-noise…
Cross-browser testing with bidiwave using the W3C WebDriver BiDi protocol. Works with Chrome, Firefox, and Edge.
Use when you have a trained binary molecular classifier (like BitterPredict) and want to understand which groups of chemical descriptors drive its predictions.
Extract, filter, annotate, and export differential expression results from DESeq2 or edgeR. Use for identifying significant genes, applying multiple testing corrections — from…
Handles batch effects in bulk RNA-seq via design-matrix inclusion (the correct path for DE), ComBat/ComBat-seq for visualization, SVA for unknown latent factors, RUVSeq for…
Extracts, filters, annotates, and exports differential expression results from DESeq2 or edgeR with proper handling of padj=NA (independent filtering, Cook's outliers, all-zero),…
Performs differential expression on bulk RNA-seq count data with DESeq2's negative-binomial GLM, Wald and LRT testing, apeglm/ashr/normal LFC shrinkage, independent filtering,…
Compare gene co-expression and regulatory networks between biological conditions to find rewired relationships using DiffCorr, DiffCoEx, DINGO/iDINGO, and CoDiNA.
Alpha and beta diversity analysis for microbiome data. Calculate within-sample richness, evenness, and between-sample dissimilarity with phyloseq and vegan.
Alpha and beta diversity analysis for microbiome data. Calculate within-sample richness, evenness, and between-sample dissimilarity with phyloseq and vegan.
Genome-wide association studies (GWAS) with PLINK. Perform case-control and quantitative trait association testing using logistic/linear regression with covariates, gener — from…
Test whether cell-type proportions or composition changed between conditions in single-cell data using Milo (miloR), scCODA, sccomp, and propeller.
Profiles non-miRNA small RNAs - tRNA-derived fragments (tRFs/tsRNAs), piRNAs, and rRNA/snoRNA-derived species - with MINTmap, unitas, SPORTS, and proTRAC.
End-to-end 16S amplicon workflow from FASTQ reads to differential abundance. Orchestrates DADA2 ASV inference, taxonomy assignment, diversity analysis, and compositional — from…
Use when writing tests for Bknd applications, setting up test infrastructure, creating unit/integration tests, or testing API endpoints.
Blazor Server, WASM, Hybrid, Static SSR patterns for .NET 10 — render mode decisions, component architecture, code-behind, state management, EventCallback, cascading values, @key,…
Automated testing guidance for custom AEM Edge Delivery Services blocks. Analyzes block JavaScript and CSS for common issues including missing null checks, unscoped CSS selectors,…
Empirical validation workflow for blockchain data collection pipelines before production implementation.
Expert guidance on reverse-engineering, testing, and integrating Bluetooth Smart Trainers (Wahoo/FTMS) for fitness applications. Use when building or debugging cycling apps.
Generate end to end automated tests for existing features. Use when the user says "create qa automated tests for [feature]
Acceptance Test-Driven Development workflow. Generates failing acceptance tests before implementation (TDD red phase) with fixtures, factories, and an implementation checklist.
Initialize a production-ready test framework (Playwright or Cypress) with fixtures, factories, helpers, configuration, and best practices.
Knowledge-based test quality review workflow. Discovers test files by scope (single/directory/suite), evaluates quality across 5 dimensions (determinism, isolation,…
Teach testing progressively through structured sessions. Use when user says "lets learn testing" or "I want to study test practices
Risk-based test design workflow with tracker storage. Loads PRD and Architecture from the issue tracker, identifies and scores risks using a 3x3 probability/impact matrix, designs…
Initialize test framework with Playwright or Cypress. Use when the user says "lets setup test framework" or "I want to initialize testing framework
Create system-level or epic-level test plans. Use when the user says "lets design test plan" or "I want to create test strategy
Review test quality using best practices validation. Use when user says "lets review tests" or "I want to evaluate test quality
Simulate a 5-member expert board deliberation for major decisions. Use when evaluating plans, architecture choices, feature designs, or any decision requiring multi-perspective…
Test software in the style of Michael Bolton, Rapid Software Testing co-creator with James Bach. Emphasizes the distinction between testing and checking, critical thinking,…
Load a local .mcap (or .bag) file into the coScene/bombus studio dev build to test video panels, playback, and timeline seeking without a cloud data source.
Perform relative value analysis on bonds by combining pricing, yield curve context, credit spreads, and scenario stress testing.
Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration…
Book test-prep services through Lokuli MCP. Use when user needs to find and book test-prep. Triggers on requests like "book a test-prep", "find test-prep near me", or any…
bootc VM management via bcvk (bootc virtualization kit). Run bootable containers as VMs for testing. Supports ephemeral (quick test) and persistent modes.
Use this for implementation quality, maintainability, readability, testing expectations, error handling, naming, and pragmatic best-practice checks that still fit the current repo…
Use this for integration test design, contract testing (CDC/Pact), test double strategy, fixture management, and validating behavior at module and service boundaries.
Use this for automated testing strategy, Playwright/Cypress, feature tests, integration tests, regression suites, fixtures, CI gates, and release confidence.
Get an email address without your human. Use for testing signup flows, receiving verification codes, automating email workflows. Free.
Best practices for using Boutique with Swift 6 concurrency, @Observable, @ObservationIgnored, Sendable conformance, testing with preview stores, and dependency injection.
Headless browser automation using Playwright CLI. Use when you need headless browsing, parallel browser sessions, UI testing, screenshots, web scraping, or browser automa — from…
Designs and executes tabletop breach simulation exercises for testing organizational breach response capabilities.
Configure Bright Data CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Bright Data tests into…
Create a minimal working Bright Data example. Use when starting a new Bright Data integration, testing your setup, or learning basic Bright Data API patterns.
Configure Bright Data local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration…
Active authorization and IDOR testing that replays already-captured requests with swapped identities and incremented numeric object-ids, using response length/status diffs to flag…
Test quality review drawing on twelve classic engineering books — with primary focus on xUnit Test Patterns, The Art of Unit Testing, How Google Tests Software, and Working…
Use when debugging web applications or automating browser tasks. Leverage Chrome DevTools MCP for inspection, performance analysis, and automated testing.
Use when debugging web applications or automating browser tasks. Leverage Chrome DevTools MCP for inspection, performance analysis, and automated testing.
Expert guide for autonomous browser automation, Playwright/Browser-Use web agent execution, visual E2E testing, and UI regression workflows / Panduan ahli otomatisasi browser…
Persistent browser automation via Playwright daemon. Keep a browser window open and send it commands (navigate, execute JS, inspect console).
Systematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using…
Browser debugging and automation using Playwright. Use for web debugging, console monitoring, network analysis, screenshot capture, DOM inspection, and UI testing during…
Choose which browsers, versions, and devices to test from real usage data instead of habit or a vendor's full grid.