# Local Pinecone Alternative for Python

> Replace Pinecone with an in-process Rust kernel for DataFrame-scale vector search.

Canonical: https://omna.dev/pinecone-alternative-local

Omna gives you Pinecone-style semantic search as a method on Polars and pandas DataFrames — no cluster, no API key.