Provides guidance and reference for writing queries and building models in the official documentation.
npx skills add https://github.com/012e/thesis --skill paradedb-skill-012e
Please help me install this Agent Skill. Skill: paradedb-skill Source: https://github.com/012e/thesis/tree/main/.agents/skills/paradedb-skill Command: npx skills add https://github.com/012e/thesis --skill paradedb-skill-012e
ParadeDB brings Elasticsearch-quality full-text search and analytics to Postgres via the pg_search extension.
pgvectorAsk ParadeDB questions and fetch live docs to guide your first query.
High-intent search queries and answers about installing and using this skill.
Implement Elasticsearch-quality full-text search in Postgres using the ParadeDB pg_search extension to create BM25 indexes, configure tokenizers, and build relevance-ranked queries directly within your database.
Hybrid search combines keyword and vector queries by integrating BM25 relevance ranking with pgvector semantic search, allowing you to perform hybrid keyword-plus-vector search across Postgres datasets for improved result accuracy.
Configure tokenizers and analyzers for Postgres full-text search by creating BM25 indexes with ParadeDB, enabling fuzzy matching, phrase queries, and custom tokenization rules to match Elasticsearch-quality text analysis.
Yes, you can use pgvector with ParadeDB for hybrid search entirely within Postgres, combining vector embeddings with BM25 keyword indexes to perform hybrid keyword-plus-vector search without external dependencies.
Postgres full-text search supports facets, aggregations, and snippet highlighting through ParadeDB's pg_search extension, providing query tuning, fuzzy matching, and advanced analytics comparable to Elasticsearch.
Limitations of using ParadeDB include version-specific feature availability and the need to fetch current documentation at runtime to verify support, as the extension relies on Postgres internals rather than a dedicated search infrastructure.
Mercurium-AnalyticsIntegrate Django with pg_search and pgvector for hybrid BM25 and vector search.
kinnerkarmanishSearch the operation's knowledge base and return top-ranked abstracts.
Mercurium-AnalyticsIndex BM25 text searches in Postgres with the pg_search extension.
hung-phanProvide full-text search with faceted navigation and log analytics.