kotaemon

RAG-based chat with your documents

GrowingOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Stable

License

Open Source

Data freshness

Verified · Jul 5, 2026

Overview

What is kotaemon?

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

Key differentiator

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.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

RAG-based document queryingmedium

Interactive chat interface for documentsmedium

Open-source and self-hostedmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited documentation and examples for complex use caseshigh

Official documentation lacks in-depth tutorials for advanced features

Performance issues with large document collectionsmedium

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

Fit analysis

Who is it for?

✓ Best for

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

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

✕ Not a fit for

Projects requiring real-time streaming or low-latency responses

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

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with kotaemon

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →