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2 | 2 |
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3 | 3 | <img src="https://raw.githubusercontent.com/vectorlessflow/vectorless/main/docs/design/logo-horizontal.svg" alt="Vectorless"> |
4 | 4 |
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| 5 | +<h1>Reasoning-native document inteligence engine</h1> |
| 6 | + |
| 7 | + |
5 | 8 | [](https://pypi.org/project/vectorless/) |
6 | 9 | [](https://pypi.org/project/vectorless/) |
7 | 10 | [](https://pepy.tech/projects/vectorless) |
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13 | 16 |
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14 | 17 | </div> |
15 | 18 |
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16 | | -## What is Vectorless? |
17 | | - |
18 | | -**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. |
19 | | - |
| 19 | +**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. |
20 | 20 | 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. |
21 | 21 |
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| 22 | +⭐ Drop a star to help us grow! |
| 23 | + |
22 | 24 | ## How It Works |
23 | 25 |
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24 | 26 | <img src="https://raw.githubusercontent.com/vectorlessflow/vectorless/main/docs/design/how-it-works.svg" alt="How it works"> |
@@ -280,11 +282,11 @@ Contributions welcome! If you find this useful, please ⭐ the repo — it helps |
280 | 282 |
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281 | 283 | ## Star History |
282 | 284 |
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283 | | -<a href="https://www.star-history.com/?repos=vectorlessflow%2Fvectorless&type=date&legend=bottom-right"> |
| 285 | +<a href="https://www.star-history.com/?repos=vectorlessflow%2Fvectorless&type=date&legend=top-left"> |
284 | 286 | <picture> |
285 | | - <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/image?repos=vectorlessflow/vectorless&type=date&theme=dark&legend=bottom-right" /> |
286 | | - <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/image?repos=vectorlessflow/vectorless&type=date&legend=bottom-right" /> |
287 | | - <img alt="Star History Chart" src="https://api.star-history.com/image?repos=vectorlessflow/vectorless&type=date&legend=bottom-right" /> |
| 287 | + <source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/chart?repos=vectorlessflow/vectorless&type=date&theme=dark&legend=top-left" /> |
| 288 | + <source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/chart?repos=vectorlessflow/vectorless&type=date&legend=top-left" /> |
| 289 | + <img alt="Star History Chart" src="https://api.star-history.com/chart?repos=vectorlessflow/vectorless&type=date&legend=top-left" /> |
288 | 290 | </picture> |
289 | 291 | </a> |
290 | 292 |
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