Every premium and members-only resource for $9.99/month, as a no-commitment subscription. See the plans

PalateKit

Sign in
Menu

Request a resource

Describe the resource you are missing in one sentence. We will email you when it is published.

0 / 280

A page, a video or an image online.

Unlock PalateKit

Unlock everything

Plan

Paying means accepting our terms of sale.

Secure payment by Stripe. Receipts and invoices sent by email.

Welcome back

Sign in to install, download or save this resource. A free account is enough for free resources.

Advanced pgvector: HNSW indexes, types and hybrid search v1.0.0

Use this resource to optimize vector search in PostgreSQL with pgvector

New

  • 376 downloads
  • 238 likes
  • 176 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install pgvector-indexes-hybrid-search

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 picks HNSW or IVFFlat, tunes index parameters, applies binary quantization and combines vector and text search with RRF. You get SQL queries and performance settings.

Mostly picked by

Updated November 2, 2026

Card for the “Advanced pgvector: HNSW indexes, types and hybrid search” skill

Details

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

Similar resources

View all

What you get

  • SKILL.md: data types, HNSW versus IVFFlat and tuning
  • SKILL.md: binary quantization, hybrid search and RRF fusion
  • SKILL.md: multi-tenant patterns and partitioning by tenant_id

Good fit for

  • Your app already stores its data in PostgreSQL and needs vector search
  • Your vector index takes too much memory

Not for

    Tags

    • pgvector
    • postgresql
    • hnsw
    • hybrid search
    • vectors

    About

    You say

    “Switch my embeddings index to halfvec and add a hybrid search with RRF fusion.”

    Card for the “Advanced pgvector: HNSW indexes, types and hybrid search” 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 optimize vector search in PostgreSQL with pgvector
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md9.3 KB

    Origin and licence

    Listed unmodified

    Author
    claude-dev-suite
    Source
    github.com/claude-dev-suite/claude-dev-suite/tree/e10ab644ba43abe2abc923399226df4af7337214/skills/vector-stores/pgvector-advanced
    Licence
    MIT

    Notice

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

    User reviews

    –

    No ratings yet

    Loading reviews…

    Delete your review?

    Your rating and comment will be removed from the page.