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SurrealDB vector search (HNSW, KNN) v1.0.0

Use this resource to set up vector search in SurrealDB

New

  • 523 downloads
  • 226 likes
  • 246 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install surrealdb-hnsw-vector-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 writes HNSW index definitions (dimension, distance, type, EFC, M, M0) and KNN queries with similarity scores and thresholds. You get SurrealQL queries ready to test for semantic search or a RAG pipeline.

Mostly picked by

Updated November 2, 2026

Card for the “SurrealDB vector search (HNSW, KNN)” skill

Details

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

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What you get

  • SKILL.md: HNSW index creation and its parameters
  • SKILL.md: KNN queries with scores and relevance thresholds
  • SKILL.md: full table example with embeddings

Good fit for

  • You store embeddings and need similarity search
  • You are tuning the accuracy or speed of an HNSW index

Not for

    Tags

    • vector search
    • HNSW
    • SurrealDB
    • semantic search

    About

    You say

    “Create a cosine HNSW index of dimension 384 on my documents table, with a score threshold of 0.8.”

    Card for the “SurrealDB vector search (HNSW, KNN)” skill

    Skill published by surrealdb 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 set up vector search in SurrealDB
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md2.4 KB

    Origin and licence

    Listed unmodified

    Author
    surrealdb
    Source
    github.com/surrealdb/agent-skills/tree/b139bf713490830384cb59f3ef1696e98e32223f/skills/surrealdb-vector
    Licence
    MIT

    Notice

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

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