repro-bot: Skill for Claude Code

.claude/skills/metabase-reference/SKILL.md

metabase-reference is a skill for Claude Code from metabase/repro-bot. It costs 47 tokens per session (2,020 once invoked), scanned A, original, MIT.

A reference guide for reproducing Metabase issues, covering database queries, API requests, Clojure REPL recipes, serialization, pivot tables, and H2 database tips. A REPL is an interactive place to run code and inspect its results.

In plain words
What is it for?
Use it during Metabase reproduction work to inspect tables and settings, create saved questions, call APIs, and handle known quirks.
Why use it?
It reduces time spent searching for the right Metabase commands and accounts for product-specific edge cases.

Skill for Claude Code

Written for Claude Code: installed under .claude/.

This is metabase/repro-bot's own configuration. It tells Claude Code how to work on repro-bot itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything repro-bot configures →

Reuse

Borrowing it

Nothing to install: this file belongs to metabase/repro-bot. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/metabase/repro-bot/main/.claude/skills/metabase-reference/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/metabase/repro-bot

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for metabase-reference

README.md
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Your own site
<a href="https://agentmods.dev/skills/metabase/repro-bot/metabase-reference"><img src="https://agentmods.dev/badge/skills/metabase/repro-bot/metabase-reference/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for metabase-reference

Your own site · 80×15
<a href="https://agentmods.dev/skills/metabase/repro-bot/metabase-reference"><img src="https://agentmods.dev/badge/skills/metabase/repro-bot/metabase-reference.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 47 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,020 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00047 $0.02020
Opus 5.5 $0.00019 $0.00808
Sonnet 5.5 $0.00009 $0.00404
Haiku 4.5 $0.00005 $0.00202

Measured 1mo ago against content hash 0fb3732322e0, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

metabase-reference scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/skills/metabase-reference/SKILL.md · 150 lines

How it starts

The opening of the file, as written. The whole thing — 150 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Metabase Reference

REPL Recipes

Inspect tables: (t2/select [:model/Table :id :name :db_id] :db_id 1)

Check settings: (t2/select-one :model/Setting :key "site-name")

Create saved question (native SQL):

(mt/user-http-request :crowberto :post 200 "card"
  {:name "Test Question" :database_id 1
   :dataset_query {:database 1 :type :native :native {:query "SELECT 1"}}
   :display :table :visualization_settings {} :collection_id nil})

Create MBQL question (via API — preferred for card creation):

api_call(method="POST", path="/card", body='{"name":"Test Question","database_id":1,"dataset_query":{"database":1,"type":"query","query":{"source-table":3,"aggregation":[["count"]],"breakout":[["field",63,{"temporal-unit":"month"}],["field",18,null]],"order-by":[["asc",["field",63,{"temporal-unit":"month"}]]]}},"display":"bar","visualization_settings":{},"collection_id":null}')

Key fields: database_id (top-level, required), dataset_query.database (must match), dataset_query.type = "query" for MBQL. Use "native" only for raw SQL.

Create MBQL question (via REPL — use only for non-UI bugs):

(mt/user-http-request :crowberto :post 200 "card"
  {:name "Test Question" :database_id 1
   :dataset_query {:database 1 :type :query
                   :query {:source-table 3
                           :aggregation [[:count]]
                           :breakout [[:field 63 {:temporal-unit :month}]
                                      [:field 18 nil]]}}
   :display :bar :visualization_settings {} :collection_id nil})

Returns the full card map with :id. Do NOT use t2/insert-returning-instance! for cards — it silently fails due to internal validation.

Card creation pitfall: Never use t2/insert-returning-instance! for :model/Card — it silently returns nil when the internal pMBQL validation rejects the query format. Always use api_call or mt/user-http-request which give clear error messages on schema violations.

Read the full file on GitHub · 150 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 150 lines · 47 tokens per session scan A 0fb3732322e0

Subscribe to this mod's changes

metabase-reference is a skill published in the GitHub repository metabase/repro-bot (11 stars, last pushed yesterday), licensed MIT. It adds 47 tokens to every session and 2,020 once invoked, about $0.0002 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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