OpenMetadata

Use when debugging a failing test, build error, or runtime issue that isn't immediately obvious. Guides a 4-phase root cause analysis instead of random fix attempts.

Use before claiming any task is complete. Requires running actual verification commands and showing evidence — no "should work" claims without proof.

Conducts a deep reliability audit of OpenMetadata connectors using seven investigation prompts.

Use when starting a non-trivial feature, refactor, or multi-file change. Forces structured design thinking before writing any code - brainstorm approaches, get approval, then create a step-by-step implementation plan.

OpenMetadata is a unified metadata platform for data discovery, observability, and governance.

Access and load OpenMetadata connector development standards for consistent integration.

Automates the selection of OpenMetadata skills to ensure structured workflows for development tasks.

Deploy and test your connector locally using a full OpenMetadata stack with Docker.

Quickly scaffold a new OpenMetadata connector with JSON Schema and code generation.

Use to review code changes with a two-stage process - first checking spec/requirements compliance, then code quality. Works on staged changes, branches, or PRs.

Automate the review of OpenMetadata connectors against established standards.

Use when implementing new features or fixing bugs to enforce test-driven development. Guides the RED-GREEN-REFACTOR cycle for Java (JUnit), Python (pytest), and TypeScript (Jest/Playwright) in OpenMetadata.

Enforce comprehensive test coverage for OpenMetadata code changes.