Ross ROSS = Recommend OSS · open-source software intelligence for agents

chatchat-space/Langchain-Chatchat

Langchain-Chatchat(原Langchain-ChatGLM)基于 Langchain 与 ChatGLM, Qwen 与 Llama 等语言模型的 RAG 与 Agent 应用 | Langchain-Chatchat (formerly langchain-ChatGLM), local knowledge based LLM (like ChatGLM, Qwen and Llama) RAG and Agent app with langchain observed · 2026-08-28

github.com/chatchat-space/Langchain-Chatchat · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

44/100

  • Activity 51
  • Release rhythm 8
  • Longevity 89
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 1251
  • days_rel: n/a
  • days_push: 296
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

38581 stars · 6268 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Langchain-Chatchat is an open-source, offline-deployable RAG and Agent application built on Langchain and LLMs such as ChatGLM, Qwen, and Llama. It provides local knowledge-base question answering with support for multiple model inference frameworks and vector stores.

Use cases

  • build a local knowledge base chatbot
  • question answering over my own documents with an llm
  • run a private offline rag application
  • chat with pdfs and documents locally
  • deploy a self-hosted chatgpt alternative with local models
  • build an agent app on top of chatglm or qwen

When to choose

  • you need fully offline/private deployment of a knowledge-base QA system
  • you want Chinese-language-friendly RAG with open-source models
  • you want pluggable model backends like Ollama, Xinference, or FastChat
  • you prefer a ready-made application over building RAG from scratch

When to avoid

  • you need a lightweight library to embed RAG into your own codebase
  • you require managed cloud RAG services
  • you only need simple prompt-based chat without document retrieval

Facets

application · maturity active

rag chatbot agent-framework llm-inference search-engine web-framework large-language-models chatbots self-hosted python self-hosted cross-platform local-knowledge-base chatglm qwen llama langchain offline-deployment vector-store embeddings streamlit xinference ollama faiss milvus retrieval-augmented-generation ai-agents natural-language-processing docker

1 source

Member repositories

RepositoryRoleHealth v2
chatchat-space/Langchain-Chatchatmain44

For agents

markdown · JSON · MCP: product_card(name="chatchat-space/Langchain-Chatchat")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem