Model Hubs & Serving

kotaemon

RAG-based chat with your documents

Status
Generally available
Last checked
Checked · Oct 11, 2026
License
Open source
Pricing
Free tier · from $0

What it is

An open-source RAG-based tool for chatting with your documents, enabling users to interactively query and retrieve information from their document collections.

kotaemon stands out as an open-source, self-hosted RAG tool that allows for flexible document-based chat applications without the need for cloud dependencies.

When it fits — and when it doesn’t

A good fit for

  • Developers looking to integrate RAG capabilities into their projects without cloud dependencies

  • Teams needing a self-hosted solution for document-based chat applications

Look elsewhere if

  • Projects requiring real-time streaming or low-latency responses

  • Use cases where cloud integration and managed services are preferred over self-hosting

Known weaknesses

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

  1. 01

    Limited documentation and examples for complex use cases

    Official documentation lacks in-depth tutorials for advanced features

  2. 02

    Performance issues with large document collections

    Query response times increase significantly with more than 10,000 documents

What it does well

  • RAG-based document querying

  • Interactive chat interface for documents

  • Open-source and self-hosted

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 kotaemon

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

Open the setup guide →
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