ai-agent

Awesome-LLM-based-Text2SQL – Curated LLM Text‑to‑SQL Resources

Name: Awesome-LLM-based-Text2SQL – Curated LLM Text‑to‑SQL Resources
Author: DEEP-PolyU

Find the latest surveys, papers, benchmarks, and open‑source projects on LLM‑driven Text‑to‑SQL in one list. Ideal for founders building AI‑powered data tools. 1.4k+ GitHub stars

1,370 stars+3★ this week131 forksGuide quality 8/10 · reviewed Oct 4Updated 8/3/2026100% free · open source

What it does

Awesome-LLM-based-Text2SQL provides a curated list of resources for building next-generation database interfaces using large language model-based text-to-SQL technology.

When to use it

•When building a natural language interface for a database application
•When researching text-to-SQL technologies for a startup project
•When looking for open-source projects and benchmarks for LLM-based text-to-SQL

Ready-to-paste prompt

To get started with building a text-to-SQL interface, explore the [TKDE2025] survey paper in the README for an overview of the technology and its applications.

Heads up: Note that this repository is a curated list of resources and does not provide a direct implementation of LLM-based text-to-SQL, so users will need to explore the linked resources and projects to find a suitable implementation for their use case.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/awesome-llm-based-text2sql && curl -fsSL https://workflowstacks.com/api/skills/awesome-llm-based-text2sql/claude-skill -o ~/.claude/skills/awesome-llm-based-text2sql/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How Awesome-LLM-based-Text2SQL – Curated LLM Text‑to‑SQL Resources works

Codeflow

Free to inspect

Awesome-LLM-based-Text2SQL – Curated LLM Text‑to‑SQL Resources is a documents-only repository (1 doc file) — something you read, not something you run. There is nothing to install. Last commit 2 months ago, MIT license.

Size

Documents only

1 document · 8 min skim

Setup

Nothing to install

A guide / curated list. Just read it and follow the links.

Runs on

Nowhere — you read it

A reading resource, not a program.

Where to start reading

1
README.md
Start here — what it does and how to install it

What's in each folder

figures/Folder2 files

READMEMIT licenseUpdated 2 mo ago

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

⚡ Runs out of the box

A prompt/skill package — nothing to install beyond adding it to your AI tool.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/awesome-llm-based-text2sql && curl -fsSL https://workflowstacks.com/api/skills/awesome-llm-based-text2sql/claude-skill -o ~/.claude/skills/awesome-llm-based-text2sql/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

DEEP-PolyU

Do this with a working workflow

Pages we wrote and tested that put a skill like this to work — importable n8n templates, outcome guides and Claude Desktop configs.

Outcome guide

Score your leads by ideal-customer fit

You describe your ideal customer once and keep leads in a Google Sheet. The workflow scores each 1–5 for fit with a one-line reason, so you sort and work the best first.