Langchain-Chatchat

Local knowledge-based QA app with Langchain support.

EstablishedOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is Langchain-Chatchat?

Formerly known as langchain-ChatGLM, this tool provides a local environment for running language models like ChatGLM, enabling developers to build and deploy question-and-answer applications using Langchain.

Key differentiator

Langchain-Chatchat stands out as a fully open-source, locally deployable solution for language model-based applications, offering developers complete control over their AI infrastructure without relying on cloud services.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Supports local deployment of language models like ChatGLM.medium

Built on Langchain for advanced natural language processing tasks.medium

Open-source and freely available under the Apache-2.0 license.medium

↓ 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 language support beyond Pythonhigh

Primary development and documentation focus on Python, limited official support for other languages

Performance bottlenecks with large-scale deploymentsmedium

Local deployment can struggle with resource constraints when handling high volumes of concurrent requests

Fit analysis

Who is it for?

✓ Best for

Teams needing a local deployment solution for language model-based applications without cloud dependencies.

Developers working on projects that require privacy-preserving, offline-capable AI solutions.

✕ Not a fit for

Projects requiring real-time interaction with large-scale datasets hosted in the cloud.

Applications where low-latency responses are critical and local processing cannot meet performance requirements.

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 Langchain-Chatchat

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

View Setup Guide →