redshift-explore

name

redshift-explore

description

Interactive walkthrough for an unfamiliar Redshift cluster — schema → table → column, picked by reading comments. Hands off to /redshift-profile. Use when user doesn't know where to start in a cluster. Do NOT use when user already knows the table.column (use /redshift-profile directly) or in non-interactive contexts. Triggers: /redshift-explore / browse Redshift / where do I look / 找 cluster / 從哪開始 / 探検 / ガイド付き探索.

Redshift Guided Explore

Three-step wizard from zero context to a concrete column. Each step lists candidates comment-first so users read and pick.

When to use / NOT

• Use when user is new to a cluster / schema and needs orientation.
• NOT when the answer is already known (jump direct); NOT non-interactive.

Inputs

Form	Behavior
(none)	start at Step 1
<schema>	skip to Step 2
<schema>.<table>	skip to Step 3
--keyword <kw>	pre-filter Step 1 via search_schemas
--max-list N	candidates per page (default 10)

Flow

Step 1 — pick a schema

list_schemas(include_comments=true) → returns {schemas: [{name, comment}]}. Render numbered list, comment-first:

Pick a schema:
  1. dbt_marts     — Final marts layer
  2. dbt_staging   — Staging models
  3. raw_orders    — Raw event stream
  ...
Reply: number / name / keyword.

Ranking: pin schemas with non-empty comments to top, alphabetical; empty-comment schemas labeled (no comment) below. If --keyword passed, prefer search_schemas(keywords). If user replies a keyword, re-render via search_schemas. Auto-pick if cluster has only one schema.

Step 2 — pick a table

list_tables(schema_name, include_comments=true) → {tables: [{name, type, comment}]}. Same render shape. Keyword fallback uses search_tables(keywords, schema_name). Page through --max-list at a time if > 50 tables; show "1-10 of 47, reply 'more'".

Step 3 — pick a column

list_columns(schema_name, table_name, include_comments=true) → {columns: [{name, type, nullable, comment}]}. Render with PK-shaped columns first (heuristic: name = id or <table>_id), then commented columns, then rest:

You picked dbt_marts.fct_orders. Now pick a column:
  1. order_id      bigint       — Unique order identifier (PK?)
  2. status        varchar(32)  — Order lifecycle state
  ...

Recognized replies: number/name → Step 4; keyword → search_columns(keywords, schema_name, table_name) (Step 3 always passes the picked table_name; /redshift-grep-columns is the schema- wide variant); back → Step 2.

Step 4 — handoff

What do you want about <S>.<T>.<col>?
  a) values / cardinality / null rate / top-N    → /redshift-profile <S>.<T> <col>
  b) just the comment (already shown above)

On a: invoke /redshift-profile's flow with resolved args (<schema>.<table> <column>). On b: emit comment + type, exit. Custom question: answer directly using the MCP tools that fit.

Escape hatches (every step)

• Direct identifier → skip render, jump forward.
• Keyword → re-render filtered.
• back → previous step.
• cancel / quit → exit cleanly.

Output

Wizard prose IS the output. No JSON block — interactive by design. Step 4 produces the downstream skill's output.

Anti-patterns

• NEVER skip the comment-first render even when the user named a table — the rendering IS the value. If the answer is already known, hand off to the right sister skill instead of running the wizard.
• NEVER show > 50 candidates per step — paginate. Comment-first reading scales worse than alphabetical.
• NEVER call search_columns with table_name=None from inside this wizard — Step 3 has a specific table picked; schema-wide column search belongs in /redshift-grep-columns, not in the explore wizard.
• NEVER auto-execute Step 4 option (a) without an explicit pick — handoff to /redshift-profile changes the workflow contract.
• NEVER strip empty-comment items — render as (no comment) so the user sees what to ask the data owner about.

Errors

Condition	Behavior
list_schemas empty	cluster_appears_empty: check connection profile
Picked schema has no tables	"Pick another or check schema permissions"
Picked table has no columns	_error: no_columns (likely permission)
Reply matches no candidate / keyword	re-render with hint
User says cancel / quit	exit cleanly, no error

See also

Need	Use
Profile a column once you have it	/redshift-profile
Find a column across many tables (FK / JOIN reconnaissance)	/redshift-grep-columns
Find a table across schemas by topic	/redshift-grep-tables