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Vector databases: Pinecone, Qdrant, Chroma, pgvector v1.0.0

Use this resource to integrate a vector database for similarity search

New

  • 504 downloads
  • 228 likes
  • 147 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install vector-database-integration-setup

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent helps you integrate a vector database (Pinecone, Weaviate, Qdrant, ChromaDB or pgvector): index management, upserts and queries with metadata filters, hybrid search and a production checklist. It does not cover LangChain or RAG architecture.

Mostly picked by

Updated November 2, 2026

Card for the “Vector databases: Pinecone, Qdrant, Chroma, pgvector” skill

Details

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

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What you get

  • SKILL.md: Pinecone, ChromaDB and pgvector examples
  • SKILL.md: Node.js with pgvector, Qdrant and embedding generation
  • SKILL.md: anti-patterns and production checklist

Good fit for

  • You need to find documents by similarity of meaning
  • You want to filter results by metadata

Not for

    Tags

    • vector database
    • embeddings
    • pgvector
    • search

    About

    You say

    “Store the embeddings of our product sheets in pgvector and filter results by category.”

    Card for the “Vector databases: Pinecone, Qdrant, Chroma, pgvector” skill

    Skill published by claude-dev-suite under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to integrate a vector database for similarity search
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md4.1 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/ai-integration/vector-databases
    Licence
    MIT

    Notice

    « vector-databases » (claude-dev-suite, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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