VectorChord-BM25 is a new PostgreSQL extension offering advanced BM25 scoring, optimized indexing, and tokenization for faster, more relevant text search results. This open-source tool outperforms ElasticSearch, delivering queries thrice as quickly. The article presents BM25's fundamentals, PostgreSQL's current text search capabilities, and the gains of using VectorChord-BM25.