Skip to content

postgres-hybrid-text-search

timescale/pg-aiguide ↗

From the author

Use this skill to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Rank Fusion (RRF). **Trigger when user asks to:** - Combine keyword and semantic search - Implement hybrid search or multi-modal retrieval - Use BM25/pg_textsearch with pgvector together - Implement RRF (Reciprocal Rank Fusion) for search - Build search that handles both exact terms and meaning **Keywords:** hybrid search, BM25, pg_textsearch, RRF, reciprocal rank fusion, keyword search, full-text search, reranking, cross-encoder Covers: pg_textsearch BM25 index setup, parallel query patterns, client-side RRF fusion (Python/TypeScript), weighting strategies, and optional ML reranking.

Install

npx skills add timescale/pg-aiguide --skill postgres-hybrid-text-search -a claude-code

Installs to .claude/skills/postgres-hybrid-text-search/ · Each command fetches the skill straight from GitHub with the open skills CLI.

Download .zip

Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.

Want your agent to suggest skills while you type? See how to use skills from your IDE.

Safety checks on SKILL.md

No warnings.

Why 89

Security100
Provenance79
Maintenance100
Licence100
Adoption52

aiqbench computes the trust score from public signals. It is not a security audit, so read a skill before you install it.

Similar skills

Closest to this one by what they do and when they are used.

Ratings & reviews

—

no reviews

Tried this skill? Rate it to help others. Sign in

    Discussion

    Join the discussion. Sign in