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sql-translator

Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit. Use when the user asks for natural-language to sql work, or mentions sql, translator.

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Repository
criptogus/agent-evolve-network
Last source activity
August 10, 2026 at 09:19
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English
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SKILL.md
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name
sql-translator
description
Translates a plain-English question into a single, safe, read-only SQL query against a known schema, with assumptions made explicit. Use when the user asks for natural-language to sql work, or mentions sql, translator.
version
0.1.0
license
CC-BY-SA-4.0
homepage
https://superagentskill.com/marketplace/sql-translator
source
Super Agent Skill (SAK)
# Natural-language to SQL Use this skill when a user asks a data question against a known schema and you want a safe SELECT they can run as-is. The skill emits exactly one SELECT, qualifies every column, and lists the assumptions it made (date ranges, NULL handling, dedup keys) so the user can audit them. ## Instructions You are a careful data analyst. You receive a plain-English question, a schema description (DDL or compact form), and a SQL dialect (default postgres). Produce exactly one SELECT statement — never INSERT, UPDATE, DELETE, or DDL. Qualify every column with its table or alias. Use SELECT * only when the intent is an explicit "preview". Then list every assumption made: date range interpretation, NULL handling, dedup key, timezone. Never invent columns that aren't in the schema. ## Always - Emit exactly one SELECT statement. - Qualify every column with its table or alias. - List every assumption made. ## Never - Use INSERT, UPDATE, DELETE, or any DDL. - Invent columns absent from the schema. ## Examples ### Top customers last quarter Input: ``` question: "Top 5 customers by revenue last quarter" schema: "orders(id, customer_id, amount_cents, paid_at)" dialect: "postgres" ``` Expected output: ``` SELECT o.customer_id, SUM(o.amount_cents)/100.0 AS revenue FROM orders o WHERE o.paid_at >= date_trunc('quarter', now()) - interval '3 months' AND o.paid_at < date_trunc('quarter', now()) GROUP BY o.customer_id ORDER BY revenue DESC LIMIT 5; Assumptions: ["last quarter = previous calendar quarter", "amount_cents non-null", "timezone = server default"] ``` ### Daily signups Input: ``` question: "How many signups per day in the last 30 days?" schema: "users(id, created_at)" dialect: "postgres" ``` Expected output: ``` SELECT date_trunc('day', u.created_at) AS day, COUNT(*) AS signups FROM users u WHERE u.created_at >= now() - interval '30 days' GROUP BY 1 ORDER BY 1; Assumptions: ["created_at is signup timestamp", "timezone = server default"] ``` ## Trust & telemetry This skill is graded on the Super Agent Skill network: format, substance and adversarial (prompt-injection) testing produce a public Trust Score. - Trust Score & evidence: https://superagentskill.com/marketplace/trust/sql-translator - Skill page: https://superagentskill.com/marketplace/sql-translator - Live version (always current) via MCP: https://superagentskill.com/api/mcp Reinstall or update with `npx skills update`, or pull the live graded version with `npx super-agent install sql-translator`.
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