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Data
Skill

/explore

Explore a database schema token-efficiently via the DBHub tools; use before writing SQL against a schema you haven't seen.

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dbhub
3.3k5 skills1 MCP
Install
$ npx -y skills add bytebase/dbhub --skill explore --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/explore

Context preview

The summary Claude sees to decide when to auto-load this skill.

Explore a database schema token-efficiently via the DBHub tools; use before writing SQL against a schema you haven't seen.

SKILL.md

explore.SKILL.md
description: Explore a database schema token-efficiently via the DBHub tools; use before writing SQL against a schema you haven't seen.

DBHub Schema Exploration

Use `search_objects` with progressive disclosure — always coarse to fine:

1. **Orient:** `object_type: "table"`, `detail_level: "names"` (pattern defaults to `%`, matching all). Cheap even on large schemas. 2. **Narrow:** `detail_level: "summary"` for the tables that matter (row/column counts, comments), using a pattern like `%order%` rather than listing everything. 3. **Drill in:** `detail_level: "full"` only for the tables you will actually query (complete columns, types, keys) — never as a first, pattern-less call on an unfamiliar schema.

Searching `object_type: "column"` with a pattern like `%email%` is the fastest way to find which tables hold a concept.

Querying

  • Always add `LIMIT` (or `TOP` on SQL Server) when sampling data — start with `LIMIT 10`. Prefer aggregates (`COUNT`, `GROUP BY`) over pulling rows to characterize data.
  • Check a table's `full` detail before writing JOINs so you use real column names — don't guess and retry.
  • This plugin is read-only; if a write is rejected, tell the user rather than trying to work around it.
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Minimal database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.

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TypeScript
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MIT
License
1d ago
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1y ago
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Repo: bytebase/dbhub