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nlqueries/nlqueries

by Various

Natural language queries for any database or document — open source core

MCP

nlqueries/nlqueries

Added 3 Sept 2026

Overview

Open-source Python library that translates natural language questions into queries for databases and documents. Provides a core interface for building natural language querying into applications, with support for multiple data sources.

Best for

Best for
Python developers prototyping natural language query features.

Use cases

  • Query a SQL database using plain English
  • Search document collections conversationally
  • Embed natural language querying in a Python app

How to use

Install

pip install nlqueries-core

Tested with

Claude, Cursor

Notes

Open-source Python library that translates natural language questions into queries for databases and documents. Provides a core interface for building natural language querying into applications, with support for multiple data sources.

3 stars on GitHub. Last updated 2026-09-02.

Use cases

  • Query a SQL database using plain English
  • Search document collections conversationally
  • Embed natural language querying in a Python app

Pros

  • Open source with a permissive core
  • Works across databases and documents
  • Python-native, easy to integrate

Cons

  • Very low community adoption (3 GitHub stars)
  • Unclear maintenance status or roadmap
  • Limited documentation and examples

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Open source with a permissive core
  • Works across databases and documents
  • Python-native, easy to integrate

Cons

  • Very low community adoption (3 GitHub stars)
  • Unclear maintenance status or roadmap
  • Limited documentation and examples
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