Vector Databases

SurgeDB-WASM

High-performance vector database for the browser

Status
Generally available
Last checked
Checked · Oct 13, 2026
License
Open source
Pricing
Free tier · from $0

What it is

SurgeDB-WASM is a high-performance vector database designed to run directly in the browser, enabling real-time data processing and retrieval without server dependencies.

SurgeDB-WASM stands out as a lightweight, browser-based vector database that enables real-time data processing without the need for server infrastructure, making it ideal for interactive web applications.

When it fits — and when it doesn’t

A good fit for

  • Developers building real-time web applications that require fast data retrieval and processing in the browser

  • Projects where server dependencies are undesirable or impractical

  • Interactive web applications needing instant feedback based on user input

Look elsewhere if

  • Applications requiring high-throughput, large-scale data operations beyond client-side capabilities

  • Scenarios where data privacy concerns prevent client-side processing of sensitive information

Known weaknesses

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

  1. 01

    Limited scalability for large datasets

    Performance degrades significantly with datasets over 1 million vectors due to browser memory constraints

  2. 02

    Complex setup and configuration

    Requires manual tuning of parameters for optimal performance, lacks automated configuration tools

  3. 03

    Poor documentation and support

    Documentation is sparse with few examples and limited community forums or Q&A resources

  4. 04

    Browser compatibility issues

    Performance varies across different browsers, especially in older versions lacking WebAssembly support

What it does well

  • High-performance vector database for real-time data processing in the browser

  • No server dependencies, runs entirely client-side

  • Optimized for low-latency operations

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 SurgeDB-WASM

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

Open the setup guide →
Get the badge

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SurgeDB-WASM — tracked on AI Navigator

Markdown

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HTML

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