Use this skill to implement hybrid search combining BM25 keyword search with semantic vector search using Reciprocal Ra…
Part of pg-aiguide SkillsPack · 9 skills
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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.
Skills people install alongside postgres-hybrid-text-search.
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.copilot/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.cursor/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.claude/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.agents/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.gemini/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search .agents/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.openclaw/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.config/opencode/skills/postgres-hybrid-text-search
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npx -y degit timescale/pg-aiguide/skills/postgres-hybrid-text-search ~/.hermes/skills/postgres-hybrid-text-search
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Write a reviewSkills people install alongside postgres-hybrid-text-search.
Postgres best practices for your agent: table design, indexes, pgvector and hybrid search, PostGIS and TimescaleDB hypertables.
Redis' own skills for your agent: data structures, connections, Search and vectors, semantic caching, clustering, security and monitoring.
Pinecone's official skills: build an index, search it with text, run document Q&A Assistants, use the pc CLI and n8n.
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Safe to install in every agent it supports. Runs in your agent, as instructions.