Vector Databases

Embeddings

Ultra-lightweight semantic embeddings for event graphs, browser-first with swappable providers.

Status
Not yet determined
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0

What it is

Ultra-lightweight semantic embeddings for event graphs designed to be used in the browser first. It supports swappable providers and is ideal for applications requiring lightweight embedding models without sacrificing performance or flexibility.

The only lightweight semantic embedding tool designed specifically for browser-first use cases, offering swappable providers and ultra-lightweight performance.

When it fits — and when it doesn’t

A good fit for

  • Web developers building real-time semantic analysis features into their apps who need a lightweight solution

  • Teams working on event-driven systems that require efficient embedding models without heavy infrastructure dependencies

Look elsewhere if

  • Projects requiring high-performance, heavy-duty embeddings in server-side applications where weight is not an issue

  • Applications needing complex integration with multiple backend services beyond simple library inclusion

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Limited language support beyond JavaScript

    Primary language is JavaScript, with no official support for other languages like Python or Rust.

  2. 02

    Complex setup process for integrating swappable providers

    Documentation lacks clear steps to integrate new embedding providers beyond the default ones.

  3. 03

    Performance degradation with large event graphs

    Tests show significant slowdowns when processing event graphs larger than 10,000 nodes.

  4. 04

    Small and less active community

    GitHub repository has fewer than 5 contributors and limited activity in the last six months.

What it does well

  • Ultra-lightweight for efficient performance

  • Browser-first design with swappable providers

  • Ideal for event graph embeddings

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up Embeddings

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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Embeddings — tracked on AI Navigator

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