Reviews Rust firmware code for the BVR (Base Vectoring Rover) with focus on safety-critical systems, CAN bus protocol compliance, motor control logic, state machine correctness,…
Composite skill — land a safe first PR in an unfamiliar repo without rediscovery loops or guessing at conventions.
Architecture test guidance for .NET using NetArchTest and ArchUnitNET. Use when enforcing architectural boundaries, testing module dependencies, validating layer constraints, or…
Systematically fixes all failing tests in a project by running test commands repeatedly until 100% pass with zero warnings.
Iterativ alle E2E-Tests grün bekommen — mvn fail-fast, scheiternden Test flicken, neu starten
Microsoft Teams integration fixes — Bot Framework, Adaptive Card design + snapshot testing, Teams manifest
Composite skill — repair and validate a test suite end-to-end when: suite is bloated (test count >2× proportionality), slow (runtime >5 min), or cleanup previously stalled at…
Review fixed income portfolios by pricing multiple bonds, retrieving reference data, analyzing cashflows, and running scenario analysis.
Use when encountering a bug - complete workflow from discovery through debugging, bd issue, test-driven fix, verification, and closure
Use after executing-pr-tests when there are failures and `auto_fix: true`. Dispatches the pr-test-fixer subagent for each failure.
A test skill for unit testing. Use when: testing the chunker, running unit tests. Helps with: validating skill parsing works correctly.
Generate Echidna/Medusa-compatible Solidity fuzz suites from Foundry or Hardhat projects. Trigger on "fizz", "generate fuzz suite", "build fuzz harness", "stateful fuzzing",…
Fizzbee formal verification for distributed systems. Use when creating, editing, reviewing, or testing Starlark-based specifications with implicit fault injection and model-based…
Locates the condition a known-flaky test actually depends on by holding the test constant and varying one axis at a time (isolation, execution order, worker count, viewport,…
Persist flaker's DuckDB storage across GitHub Actions runs and feed it from multiple sources (vitest reports, custom adapter reports, etc.).
Use to find, diagnose, and fix flaky tests — nondeterministic passes/failures from timing, shared state, ordering, real time/randomness, or live externals.
Diagnoses and fixes flaky tests by identifying root causes (timing issues, shared state, randomness, network dependencies) and provides stabilization strategies.
Flaky Test Detector - Auto-activating skill for Test Automation. Triggers on: flaky test detector, flaky test detector Part of the Test Automation skill category.
Systematically diagnoses why a test is flaky by running multi-run experiments, isolation tests, ordering permutations, and timing analysis.
Diagnose flaky test failures from Playwright reports, traces, and rerun history. Classify each failure as product, test, environment, data, or unknown with cited evidence and a…
Run a named Apex test class N times against the target org and report tests with non-deterministic results.
Find tests that pass and fail without code changes by comparing JUnit XML reports from several runs with a bundled script, then classify each flaky test by cause (ordering,…
Detect, quarantine, and systematically fix flaky tests with automated retry analysis, root cause categorization, and CI pipeline integration for test reliability
Diagnose and prevent flaky Biloba TypeScript/Vitest tests — redundant client-side retry loops, immediate mode, single-shot evaluate reads, optimistic UI, async layout,…
Best practices for Flask web development including routing, blueprints, and testing.
Analyze fleet safety programs including driver behavior scoring, accident trend analysis, CSA BASIC score monitoring, DOT audit readiness, Hours of Service compliance, and drug…
Create a minimal working Flexport example — list shipments and track containers. Use when starting a new Flexport integration, testing your setup, or learning the Flexport REST…
Configure Flexport local development with mock API responses and testing. Use when setting up a development environment, creating mock shipment data, or establishing a fast…
Framework-agnostic E2E testing principles, spec-driven test generation, and maintenance workflows
Use when designing or troubleshooting Salesforce Flow actions in Flow Builder: standard and core actions, the Apex action element for @InvocableMethod classes, how list-shaped…
Create scenario files for testing migrated Output SDK workflows. Use to set up test inputs in the scenarios/ subfolder.
Orchestrate Delivery Track flow with test-driven development, quality gates, and iteration assessment
Use when designing, reviewing, or debugging Salesforce Flows from an Admin perspective. Triggers: 'flow', 'automation', 'record-triggered flow', 'screen flow', 'scheduled flow',…
Orchestrate comprehensive test strategy with test suite execution, coverage validation, defect triage, and regression analysis
Use when defining or reviewing test strategy for Salesforce Flow, including Flow Tests, debug runs, path coverage, test data, and explicit validation of fault paths and custom…
Use when writing or refactoring Kotlin tests that need assertions, including JUnit tests, Wow/SagaSpec tests, JDK types, nullable values, collections, maps, time values, futures,…
Tenzir Python coding standards and tooling setup. Use when writing python code, running ruff/mypy/pytest, encountering pyproject.toml/uv.lock, or setting up a new Python project.
Simulate a dependency outage on a live host (upstream DNS, an API endpoint, a backup target, a peer) to prove a watcher, failover or alert actually works, without paging anyone…
Use when investigating test suite issues, reducing CI/CD time, identifying brittle tests, finding test duplication, or analyzing test maintenance burden - reveals test code…
Add alpha blending, alpha testing, or additive blending to an SDL GPU project. Configure blend state, sort transparent objects, and set up clip/discard for cutout transparency.
Standard test protocol for a new/changed Forge skill: activation-test (trigger vs near-miss phrases, target >=95%) + opt-in fresh-session A/B benchmark.
Architectural patterns beyond fat models — form objects for multi-model form binding, query objects for complex AR querying, presenters / decorators for view logic.
Test WordPress form submissions and email delivery. Validates contact forms, checks WP Mail SMTP configuration, and sends test emails.
Exhaustive testing of form validation logic including boundary values, injection payloads, encoding edge cases, and client-server validation bypass techniques
Triggers: architecture review, FPF, functional programming framework, systems architecture Architecture review using FPF (Functional Programming Framework) methodology.
Triggers: architecture review, FPF, functional programming framework, systems architecture Architecture review using FPF (Functional Programming Framework) methodology.
Configure Framer CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating Framer tests into your build…
Create a minimal working Framer example. Use when starting a new Framer integration, testing your setup, or learning basic Framer API patterns.
Configure Framer local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle…
You are a dependency management expert specializing in safe, incremental upgrades of project dependencies.
Use when you need to implement acceptance tests from a Gherkin .feature file for Micronaut applications — @acceptance scenarios, @MicronautTest, HttpClient, BaseAcceptanc — from…
Use when you need to write or improve integration tests for Micronaut — @MicronautTest, HttpClient, TestPropertyProvider with Testcontainers, transactional test mode wher — from…
Use when you need to write unit tests for Micronaut applications — Mockito-first with @ExtendWith(MockitoExtension.class), @MicronautTest with @MockBean, HttpClient @Clie — from…
Use when building or reviewing core Quarkus applications with CDI beans and scopes, SmallRye Config and profiles, lifecycle, interceptors and events, virtual threads, and — from…
Use when you need to implement acceptance tests from a Gherkin .feature file for Quarkus applications — including @acceptance scenarios, @QuarkusTest, BaseAcceptanceTest — from…
Use when you need to write or improve integration tests for Quarkus — including @QuarkusTest, Dev Services for automatic container provisioning, Testcontainers via Quarku — from…
Use when you need to write fast unit tests for Quarkus applications — including pure tests with @ExtendWith(MockitoExtension.class), @QuarkusTest with @InjectMock for ful — from…
Use when building API endpoints with @frappe.whitelist() in Frappe. Covers endpoint design, permission patterns, error handling, client integration, file uploads, background jobs,…
Analyze fraud detection systems including rule engines, ML scoring models, real-time transaction monitoring, alert triage workflows, false positive management, SAR/CTR regulatory…
Test Orient from a clean clone to validate the full development setup and test suite