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Manticore Search 13.2.3: Faster Vector Search, Lower RAM Usage, and Better Compatibility

We’re excited to release Manticore Search 13.2.3 , the result of our work throughout June 2025. This version focuses on making Vector Search faster, more memory-efficient, and better suited for large-scale data, while also improving compatibility and stability.


Vector Search: Now Smarter and More Efficient

Since this release, Manticore Search supports quantized KNN vector search , giving you:

  • Much faster indexing of float vector data
  • Significantly lower RAM usage due to quantization
  • Nearly the same accuracy thanks to oversampling and rescoring

This is especially important when working with large datasets — for example in image search, recommendation systems, or AI-powered search — where indexing performance and memory efficiency are crucial.


Breaking Changes — What You Need to Know

This release includes some internal changes that may affect compatibility if you’re using float_vector attributes:

  • If you don’t use float_vector, you’re good — no action needed.
  • If you do use float_vector, your existing data will be read just fine by the new version. However:
    • If you make changes to your data (e.g. insert or update documents), you may not be able to downgrade to an older version afterward.
  • The internal API between Manticore Search and the Manticore Columnar Library (MCL) has changed.
    If you follow the official installation instructions , both packages will be updated automatically — no extra steps needed.

Relevant changes:

  • v13.0.0: Updated KNN API to allow empty float_vector values
  • v12.0.0: Fixed incorrect row ID mapping during KNN index training and building
  • v11.0.0: Added quantization, oversampling, and rescoring

Improvements and Fixes

This release also includes:

  • Fixes for compatibility with tools like mysqldump
  • Improved stability in Fuzzy Search and Vector Search queries
  • RHEL 10 support
  • Better logging and container behavior

We’ve made over 20 bug fixes in total. For full details, see the Changelog .


Ready to Upgrade?

To benefit from the latest improvements, just follow the installation instructions — both Manticore Search and MCL will be updated automatically.

Need help or want to share feedback?

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Install Manticore Search