SQL Analyst
SkillDatabases & dataAnswer a bounded data question from one declared governed read; use the explicit plan runner when only a schema-validated analysis plan is wanted.
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Then ask your AI: use the SQL Analyst skill
What this skill tells your AI
The instructions your AI receives, as published by runxhq/runx in skills/sql-analyst/SKILL.md and read by ahel’s review.
Use this skill to answer a bounded data question from one declared, typed data
source operation. The default validates the plan, performs the exact
data-store read, and interprets only that returned evidence. The explicit
plan runner stops at a reviewable read-only plan.
The schema and optional sample snapshot must carry stable upstream SHA-256 digests and observation times. Runx treats them as caller-supplied provenance, not provider verification. Deterministic admission rejects stale or malformed sources, write intent, invalid identifiers or dialects, unknown allowed tables, and unbounded row requests before the model runs. The model designs a plan against a normalized table/field index. A deterministic finalizer then rejects invented tables and fields, untyped joins, unstructured filters, literal filter values, invalid limits, incomplete interpretation, and write tokens.
This skill never emits or executes raw SQL. The default requires a validated
execution_context for data-store.read_projection, read_events, or
list_stream_heads; it performs that read and returns an interpretation. The
explicit plan runner may omit the context and returns planned_only.
Composes
data-store#list_stream_headsdata-store#read_eventsdata-store#read_projection
Inputs
question: bounded analysis question.schema_summary: source-bound available tables and fields.dialect:postgres,sqlite, ormysql.as_ofandmax_schema_age_days: deterministic source-freshness boundary.sample_rows: optional source-bound snapshot containing at most 20 non-sensitive rows.constraints: allowed tables, maximum rows, and privacy limits.execution_context: required for the default; an exact governed data-store read runner and bounded resource inputs. It is optional only forplan.
Output
The default returns analysis_result from the validated plan and actual
runx.data.operation_result.v1 evidence. plan returns the existing
runx.data.sql_analysis_plan.v1 packet.
Agent task contracts
sql-plan
Produce sql_plan_draft using only analysis_context tables and qualified fields. Return decision, query_plan, validation_checks, interpretation, and residual_risks. The plan is read-only and does not execute. Use the declared dialect and bounded limit. Do not invent schema, request credentials, expose PII, or emit write SQL.
sql-interpret
Answer the supplied question using only validated_plan and governed_data.
Return analysis_result with a direct answer, material observations, caveats,
and the data operation evidence reference. Never claim access to rows, fields,
or freshness not present in the governed result.
Signals
- GitHub stars
- 87
- Forks
- 101
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
sql-analyst- Source
- github.com/runxhq/runx