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[](https://pypi.org/project/vectorless/)
[](https://pypi.org/project/vectorless/)
[](https://pepy.tech/projects/vectorless)
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-## What is Vectorless?
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-**Vectorless** is a library for querying structured documents using natural language — without vector databases or embedding models. Core engine written in Rust, with Python bindings.
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+**Vectorless** is a library for querying structured documents using natural language — without vector databases or embedding models. Core engine written in **Rust**, with Python bindings.
Instead of chunking documents into vectors, Vectorless preserves the document's tree structure and uses LLM to navigate it — like how a human reads a table of contents.
+⭐ Drop a star to help us grow!
+
## How It Works
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## Star History
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