Use when a task needs the judgment of an oilfield roustabout — testing atmosphere before entering a below-grade cellar or valve pit, deciding whether it's safe to manually gauge a…
Framework-agnostic HTTP API route testing patterns, authentication strategies, and integration testing best practices.
Use when when you have implemented conditional routing logic in the GNPS_MASST codebase and need to verify that spectrum submissions with explicit domain-context selections (e.
RSpec testing best practices for Ruby and Rails applications, covering test organization, data management, and isolation patterns.
Use when writing, reviewing, or cleaning up RSpec tests for Ruby and Rails codebases. Covers spec type selection, factory design, flaky test fixes, shared examples, deterministic…
Use when writing RSpec tests for service objects, API clients, orchestrators, or business logic in spec/services/.
Writes and refactors RSpec specs following RSpec style guide: describe/context structure, let/subject order, shared examples, and one-expectation-per-example where appropriate.
RSpec testing for Ruby on Rails — pyramid shape (lots of model + request specs, fewer system specs), FactoryBot patterns, let vs let! vs before, shared examples, VCR for external…
Rstest patterns for Rspack-native unit testing with Preact. Trigger: When writing tests with @rstest/core, testing-library/preact, or configuring rstest.config.ts.
Use when an empirical analysis should be RUN and audited, not just advised — DiD, IV, RDD, synthetic control, DML, multiple-testing, sensitivity.
Ruby development guidelines covering idiomatic code style, Ruby 3.x features, testing with RSpec, and best practices for building maintainable Ruby applications.
Minitest patterns for Ruby and Rails: assertions, parallel tests, fixtures, and Rails 8 default test stack. Use when working in `test/` directories or Minitest-only projects.
RSpec 3 patterns: expectations, contexts, shared examples, factories, and request specs. Use when writing or fixing RSpec tests in Ruby or Rails projects.
Review Ruby test suites (RSpec and Minitest) for test smells using Gerard Meszaros' xUnit Test Patterns, thoughtbot's "Let's Not", and Sandi Metz's "Magic Tricks of Testing".
RSpec testing patterns for Ruby and Rails — factories, mocks, request specs, feature specs, VCR, and SimpleCov coverage.
Use when building, testing, or linting the Ruckus iOS app, regenerating the Tuist project, running tests, or adding new Swift files.
Jardis testing rules — Integration over Unit, mock only at port boundaries, mandatory process for failing tests (no assertion weakening), Phase-3 test patterns for generated…
AUTO-оркестратор 1С-задачи — прогон analyze→implement→test БЕЗ паузы на ревью первого этапа. ИСПОЛЬЗУЙ для /run-1c-task. Вход — JIRA-код / описание из чата / путь к папке ТЗ.
Design and execute A/B tests for ML models in production using traffic splitting, statistical significance testing, and canary/shadow deployment.
Execute natural-language browser regression tests with Playwright, caching, auto-healing, and multi-model assertion verification.
Run .NET tests with code coverage and display a summary. USE FOR: generating a coverage report for a test project, getting baseline line/branch coverage per class and method,…
Run the end-to-end integration test suite for the CodeScene MCP Server. Use when you need to verify that all MCP tools work correctly against the real CLI and server…
Start the local development environment using .NET Aspire AppHost. Use to spin up all services locally for manual testing — runs PostgreSQL, NATS, Valkey, and all microservices…
Install a .NET skill and agent pack for C#, ASP.NET Core, Aspire, EF Core, Akka.NET, testing, performance, and quality-gate workflows.
Execute end-to-end tests covering full user workflows across frontend and backend. Use when performing specialized testing.
Use when dispatched as a QA subagent to verify a single domain of a browser-game feature against a test-case list.
Execute integration tests validating component interactions and system integration. Use when performing specialized testing.
Execute mutation testing to evaluate test suite effectiveness. Use when performing specialized testing.
Runs the brokenrobot.xyz quality gate — type-check, lint, format-check, spec validation, DESIGN lint, design-token drift, build, and the third-party-resource guardrail — and…
Mechanical verification procedure for the verifier agent — detect available checks from project configuration, run them fastest-first in speed order, capture evidence, and derive…
Drive strict red-green-refactor TDD discipline for any code change. Use when a user requests test-driven development, asks to write a failing test first, wants to add a feature…
Compiling formal invariants (TLA+, Alloy, temporal logic) into runtime monitors that continuously audit agent coordination daemons.
Use when when you have access to Rust source code in a repository with a Cargo manifest (Cargo.toml) and need to verify that a library's read and write APIs produce…
Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology.
Advanced Rust testing anti-patterns and corrections — cfg(test) placement, expect() over unwrap(), mockall expectation ordering, executor mixing (#[tokio::test] vs block_on),…
Reviews Rust test code for unit test patterns, integration test structure, async testing, mocking approaches, and property-based testing.
Use when writing, organizing, or running Rust tests — unit, integration, doc-tests, property-based (proptest), benchmarks (criterion), or mutation testing (cargo-mutants).
Price SaaS around a value metric with tier design, seat-vs-usage decisions, and low-risk price testing. Use when setting or revisiting software pricing and packaging.
SaaS uygulaması için test stratejisi kur. Vitest ile birim test, Playwright ile E2E test, API route testi, webhook mock, Stripe test modu ve CI entegrasyonu.
Implement one small, safe, verified production fix after a clear diagnosis. Use safe-test-implementation for test-only changes and documentation-sync for documentation-only…
Add the smallest set of high-value tests from a test-gap analysis, confirmed behavior, or verified fix, following the repository's real framework and conventions.
Create a minimal working SalesLoft example — list people and create a person. Use when starting a new SalesLoft integration, testing your setup, or learning the People and…
Configure SalesLoft local development with API mocking and sandbox testing. Use when setting up a development environment, building integration tests, or creating mock SalesLoft…
Sample skill for testing the skill-tester validation pipeline. Demonstrates proper skill structure with scripts, references, and assets.
Guide for testing web applications using Playwright. Use this when asked to create or run browser-based tests.
Test a Paddle integration end-to-end using the sandbox environment, test cards, the webhook simulator, and local tunnels — without taking real money.
Comprehensive ABAP development skill for SAP systems. Use when writing ABAP code, working with internal tables, structures, ABAP SQL, object-oriented programming, RAP (RESTful…
Executes SAP ABAP Development Tools (ADT) REST operations for object discovery, source management, object creation, activation, testing, transport handling, history, where-used…
Validates SAP system configurations against Microsoft's SAP Testing Automation Framework (STAF). Pulls STAF check definitions live from the public Azure/sap-automation-qa GitHub…
SAP ABAP RESTful Application Programming Model (RAP) development skill. End-to-end scope: business objects (BO), CDS data model, behavior definitions and implementations, service…
Entry point for the SAP UI test-automation environment. Explains project layout, the configured test folder, available tools, phase workflows, and bounded agent delegation.
Review SAP testing strategy and quality gate completeness for S/4HANA and SAP BTP programs: test scope and risk-based prioritization, SAP Cloud ALM test management configuration,…
Scaffolds an xUnit integration test project for validating Oracle-to-PostgreSQL database migration behavior in .NET solutions.
Scala testing with ScalaTest, MUnit, and ScalaCheck: FunSpec/FlatSpec test structure, property-based testing with forAll, mocking with MockitoSugar, Cats Effect testing with…
Cross-functional what-if modeling for cascading multi-variable scenarios. Unlike single-assumption stress testing, this models compound adversity across all business functions…
Earthly E2E validation for YAML schema contracts. TRIGGERS - schema validation, YAML schema, schema contracts, regenerate types.
App developer SDK — scaffold, validate, dev-install, standalone shell, file operations, and cloud SDK for building SciTeX workspace apps.
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…
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…