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Vector database subagent v1.0.0

Use this resource to set up semantic search or RAG with a vector database

New

  • 387 downloads
  • 14 likes
  • 152 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install vector-database-subagent

First time: connect the CLI with

npx --yes palatekit@latest login

This subagent covers Pinecone, Weaviate, Qdrant, Milvus and pgvector, embedding model selection, HNSW and IVF indexes, and hybrid search. The main agent calls it for similarity search or a RAG application.

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Updated November 2, 2026

Card for “Vector database subagent”

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • The subagent file (in English): role and technical choices for vector databases
  • Help choosing the embedding model, index and filtering

Good fit for

  • A site that must search its content by meaning
  • A RAG application to build on PostgreSQL

Not for

    Tags

    • vector databases
    • embeddings
    • semantic search
    • rag

    About

    You say

    “Add semantic search over the articles using pgvector.”

    Card for “Vector database subagent”

    Subagent published by wshobson under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Copy the file into .claude/agents/ (project) or ~/.claude/agents/ (all your projects)
    2. Ask your agent to set up semantic search or RAG with a vector database, or call the subagent by name
    3. Review its work

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • vector-database-subagent.md4.9 KB

    Origin and licence

    Listed unmodified

    Author
    wshobson
    Source
    github.com/wshobson/agents/blob/0874a27b17a22e2b7c2e2bcd725768e0803cad06/plugins/llm-application-dev/agents/vector-database-engineer.md
    Licence
    MIT

    Notice

    « vector-database-engineer » (wshobson, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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