# Local Semantic Search in Python — No API Keys, No Cloud

> Run semantic vector search entirely on your laptop. No OpenAI keys, no Pinecone.

Canonical: https://omna.dev/local-semantic-search-python

```python
import polars as pl, omna
df = pl.read_parquet("notes.parquet")
df.omna.search("denied claim, prior auth missing", top_k=5)
```