metabase

Migrate Emotion styled-components to Mantine components with style props and CSS modules. Use when converting .styled.tsx files or removing @emotion imports from components.

Add OpenTelemetry tracing spans to Clojure code following Metabase tracing conventions. Use when instrumenting backend code with trace coverage.

Review Clojure and ClojureScript code changes for compliance with Metabase coding standards, style violations, and code quality issues. Use when reviewing pull requests or diffs containing Clojure/ClojureScript code.

Review documentation changes for compliance with the Metabase writing style guide. Use when reviewing pull requests, files, or diffs containing documentation markdown files.

Review Cypress E2E spec files for Metabase conventions, common gotchas, and flakiness/performance issues. Use when reviewing pull requests or diffs containing Cypress spec files in e2e/test/scenarios/.

Review TypeScript and JavaScript code changes for compliance with Metabase coding standards, style violations, and code quality issues. Use when reviewing pull requests or diffs containing TypeScript/JavaScript code.

Write or modify TypeScript and JavaScript code, including tests and test helpers, following Metabase coding standards. Use before editing any TS/TSX/JS/JSX file.

Where Metabase backend code goes and how it reaches the app DB. Covers module layout, the `<module>.db` rule, `[:auto/param]` value binding, module config, and pre-handoff checks. Use when adding or moving backend namespaces, writing app-DB queries, or…

Author and run Metabase data actions with the `mb` CLI — saved, parameterized native SQL writes (INSERT, UPDATE, DELETE) filed in a collection and run with values. Covers enabling them on a database, the collection they go in, the body, mapping template tags…

Author and run Metabase transforms via `mb` — body shape (native SQL or structured MBQL), create + run-with-wait, run inspection, dependencies, cancel, the `update`-vs-recreate iteration rule, the writable-keys-only PATCH contract, transform tests (fixtures…

Foundations for driving Metabase from the terminal with the `mb` CLI — authentication and named profiles, the flag/output/`--json` conventions every command shares, JSON body input, command discovery via `--help` (add `--json` for machine-readable schemas),…

Round-trip Metabase content (cards, dashboards, transforms, snippets, collections, Library-published table/field metadata) between an instance and a git remote via `mb git-sync …` — status, dirty / has-remote-changes checks, import, export (with branch guard…

Add a Metabase API resource end-to-end — Zod schema in `packages/client/src/domain/`, methods in `packages/client/src/resources/`, list/get commands in `packages/cli/src/commands/<noun>/`, unit tests where logic warrants them, and a comprehensive e2e suite.…

Strict end-of-task review. Use before marking any non-trivial task done. Returns axis-by-axis pass/fail; any FAIL blocks completion. Trigger on user /review or end-of-task self-check.

Add an end-to-end test that drives the built CLI against a real Metabase via docker compose. Use whenever the user asks to "add an e2e test for `<command>`", "wire `<noun> <verb>` into tests/e2e", "cover the new command end-to-end", or anything that creates a…

Build Metabase dashboards via the `mb` CLI — lay out dashcards on the 24-column grid (`{col,row,size_x,size_y}` math, per-chart default sizes) and turn cards into a filterable, cross-linked app. Covers wiring filters to cards (parameters +…

Understands the Metabase Representation Format — a YAML-based serialization format for Metabase content (collections, cards, dashboards, documents, segments, measures, snippets, transforms, actions, and data apps' resources). Use when the user needs to…

Drive a Metabase instance from the terminal via the `mb` CLI: auth profiles, databases and schemas, schema sync and field-values rescan, tables, fields, cards (questions, models, metrics) run as JSON/CSV/XLSX, dashboards and dashcards, collections and their…

Build or change a Metabase data app on an rde machine: settles what the `metabase-data-app-*` skills need from the local setup (the remote-sync repository, the Metabase URL, the API key rde stores, how the app reaches Metabase), makes sure everything the app…

Expert data engineering with Metabase at the center of any company's stack: explore and profile raw warehouse tables, build clean tables as Metabase transforms pinned by transform tests, build the semantic layer (models, metrics, measures, segments,…

A Metabase AI-governance coach, covering the *controls and rollout* side of AI: who may use Metabot, what it can see, what it costs, where the model runs, and the audit trail. Use this skill whenever the user wants to roll out AI analytics safely, control who…

A Metabase AI-readiness coach, covering the *data groundwork* that makes AI answers trustworthy: modeling with Transforms, table and field metadata, the Glossary, saved Metrics, and marking canonical content. Use this skill whenever the user wants to check if…

A spaced repetition learning coach for Metabase. Use this skill whenever the user wants to: learn Metabase, start a Metabase training session, do a Metabase review, practice Metabase concepts, check what they should study today, get quizzed on Metabase, run…

Understands the Metabase Database Metadata Format — a YAML-based on-disk representation of databases, tables, and fields synced from a Metabase instance. Use when the user needs to read, edit, or understand metadata files produced by…

Reference material for Metabase reproduction — REPL recipes, API patterns, domain quirks (pivot tables, serialization, H2 tips), edge case handling, and MCP tools table. Invoke at Phase 4 start.

Write a failing test for a reproduced Metabase bug. Invoked from the /repro workflow when status is REPRODUCED. Determines test type (Clojure/Jest/Cypress), finds the right test file, writes a minimal failing test, runs it, and saves a patch.

Set up and run a local Metabase instance. Downloads the JAR (if Java 21+ is available) or runs via Docker. Also handles stopping running instances.

Read these instructions before using Metabase MCP tools. Setup is needed to connect to Metabase instances via the built-in MCP server.

Set up and run a local Metabase instance. Downloads the JAR (if Java 21+ is available) or runs via Docker. Also handles stopping running instances.