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v0.7.0

CoreBunch/Instaticv0.7.0Oct 16, 2026by Pringled

Upgrading?

What changed from v0.4.8 → v0.7.0?What's new in v0.4.9 after v0.7.0?

AI Summary

Performance optimizations and architectural improvements including BM25 storage as numpy arrays, parallel processing, and an upgrade to the MCP SDK.

Key Highlights

  • Store BM25 postings as numpy arrays
  • Speed up warm queries
  • Walk files with os.scandir
  • Upgrade to MCP SDK 2.x
  • Parallelize chunking
  • Batch embeddings and upgrade model2vec

New Features

  • BM25 numpy array storage
  • Query performance improvements
  • MCP SDK 2.x upgrade
  • Parallel chunking and batch embeddings
  • New file-types command

Full Release Notes

## What's Changed
* feat: Store BM25 postings as numpy arrays by @Pringled in https://github.com/MinishLab/semble/pull/284
* chore: Speed up warm queries  by @Pringled in https://github.com/MinishLab/semble/pull/285
* chore: Walk files with os.scandir by @Pringled in https://github.com/MinishLab/semble/pull/286
* fix: Use bare MCP tool names in agent instructions by @Pringled in https://github.com/MinishLab/semble/pull/289
* chore: Upgrade to MCP SDK 2.x by @Pringled in https://github.com/MinishLab/semble/pull/294
* feat: Parallelize chunking by @Pringled in https://github.com/MinishLab/semble/pull/295
* feat: Batch embeddings, upgrade model2vec by @Pringled in https://github.com/MinishLab/semble/pull/298
* feat: Add file-types command by @Pringled in https://github.com/MinishLab/semble/pull/299


**Full Changelog**: https://github.com/MinishLab/semble/compare/v0.6.2...v0.7.0

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