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

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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?

Go from zero to Manticore in seconds

Install Manticore Search in one command on Linux or macOS:

curl https://manticoresearch.com | sh

For advanced installation options, see the full installation guide and the manual .