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Building a SQL analyst agent from scratch

Show HN: Building a SQL analyst agent from scratch

57 AI Score
Show_hn ai_ml Added Apr 27, 2026

Details

Sector
ai_ml
Total Funding
$0
Last Round
$0

About

I built a SQL analyst agent based on a simple idea: generating SQL is not the same as doing analysis.<p>Most text-to-SQL tools stop at producing a query. But real analysis is iterative. You explore the schema, run queries, adjust, and refine.<p>This project tries to model that loop instead of treating a query as the final output.<p>I wrote about the approach, challenges, and tradeoffs here: <a href="https:&#x2F;&#x2F;raminmousavi.dev&#x2F;blog&#x2F;building-a-sql-analyst-agent" rel="nofollow">https:&#x2F;&#x2F;raminmousavi.dev&#x2F;blog&#x2F;building-a-sql-analyst-agent</a><p>Github repo: <a href="https:&#x2F;&#x2F;github.com&#x2F;raminious&#x2F;sql-analyst-ai-agent" rel="nofollow">https:&#x2F;&#x2F;github.com&#x2F;raminious&#x2F;sql-analyst-ai-agent</a>

AI Score Reasoning

The project identifies a key insight—that data analysis is an iterative process rather than a single query—which addresses a major pain point in the crowded text-to-SQL market. However, it is currently a very early-stage project with minimal community traction and faces significant competition from both established data platforms and well-funded AI startups.

Source

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