duckdb-title-mapper is a highly optimized DuckDB extension written in Rust. It standardizes scraped job titles to BLS (Bureau of Labor Statistics) standard titles using a fast TF-IDF implementation.

A standalone doc_query worker provides full-text search, filtering, statistics, and semantic vector search against the DuckDB database. The entire system can be exposed as an MCP (Model Context ...