AI-NATIVE QUALITY ENGINEERING

Tools for engineers.Context for agents.

Diagnose test failures, inspect contracts, and turn recurring quality problems into reusable knowledge—without sending sensitive evidence somewhere it does not need to go.

Triage a test failure Explore all tools Agent-readable index ↗

Local-first workflows
Deterministic where claimed
Human and machine-readable

failure.triage

LOCAL RULES

TimeoutError: locator.click: Timeout 30000ms exceeded
locator resolved but element was not enabled

CLASSIFICATION

Timing or race condition

CONFIDENCE

High · explainable

NEXT CHECKS

01 Inspect actionability in the trace.
02 Confirm the locator still resolves uniquely.
03 Check the request that enables the control.

START WITH THE WORK

Quality workflows, not a pile of converters.

The catalogue still includes fast utilities, but the product leads with testing-specific judgment: failure triage, resilient locators, contract inspection, and executable performance checks.

Test Failure Triage

Deterministically classify common Playwright, Selenium, pytest, Jest, database, dependency, and CI failures. The browser workflow runs locally, reports confidence, and links every recognized result to maintained failure knowledge.

Open workflow

Playwright Locator Advisor

Paste any HTML snippet to automatically generate Playwright locators. The tool ranks suggestions based on official Playwright best practices (accessibility attributes first: getByRole > getByText > getByTestId > CSS/XPath). It also flags fragile locators that are prone to breaking.

Open workflow

JSON to Schema Generator

Generate JSON Schema from any JSON document. Infer types, detect formats (email, URI, datetime, UUID), toggle required fields. Draft 2020-12 output for API contract testing and validation.

Open workflow

k6 Performance Script Generator

Generate a powerful, production-ready Grafana k6 performance testing script without writing a single line of JavaScript. Configure your API endpoint, HTTP method, headers, request body, virtual users (VUs), duration, and pass/fail thresholds in a visual builder. Copy the generated script and run it locally with k6 run.

Open workflow

29 live tools for debugging, test data, API contracts, locators, CI configuration, and performance work.

Browse the directory

FAILURE KNOWLEDGE

The fix should outlive the incident.

Each guide preserves a real signature, ranked causes, diagnostic checks, repairs, prevention, and primary references. Engineers can read it; agents can retrieve a clean Markdown or JSON variant.

Explore 13 failure patterns