public-nl2sql-expert-base
SkillDatabases & dataNL2SQL/Text2SQL knowledge base (for inheritance by extends). Aggregates deep knowledge and pitfalls on the two-stage architecture, query type classification, field/term mapping, condition and metric extraction, multi-table JOIN reasoning, and SQL correctness and evaluation. Typically inherited by de
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Then ask your AI: use the public-nl2sql-expert-base skill
What this skill tells your AI
The instructions your AI receives, as published by seed-forge/harness-ai-kit in skills/public-nl2sql-expert-base/SKILL.md and read by ahel’s review.
知识基座：本技能不做流程编排，只提供 NL2SQL 领域的深度知识与判据，供
devlab-nl2sql-engineering等技能通过 extends 继承。
覆盖主题
| 主题 | reference |
|---|---|
| 架构与管道 | references/REFERENCE-ARCHITECTURE.md — NL2DSL2SQL 两阶段、DSL 中间表示、查询类型分类、strategy-per-type |
| 理解与抽取 | references/REFERENCE-UNDERSTANDING.md — 意图识别、知识增强检索、字段/术语映射、条件/metric/时间/实体抽取 |
| 正确性与评测 | references/REFERENCE-CORRECTNESS-EVAL.md — 多表 JOIN 推理、SQL 标准化比对、评测集组织、常见错误模式 |
使用原则
- 证据优先：以评测集正确率、EXPLAIN、日志为依据，而非拍脑袋规则。
- 区分表象与根因：修一个 badcase 要定位根因并沉淀回归用例，避免只压症状。
- 可解释可追溯：DSL 中间表示保留完整语义链路，便于审计与调试。
- 破坏性变更同步调用侧。
与其他 Skill 的关系
- 被
devlab-nl2sql-engineering通过 extends 继承（提供知识，流程由其编排）。 - 与
public-mysql-expert-base互补（后者聚焦 DB 侧 schema/索引/事务）。 - 评测细节交
devlab-eval-driven-agent。
Signals
- GitHub stars
- 22
- Forks
- 2
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
public-nl2sql-expert-base- Source
- github.com/seed-forge/harness-ai-kit