8 Best Mamba-Chat Alternatives in 2026 (Open Source)

Mamba-Chat β€” Mamba-Chat: A chat LLM based on the state-space model architecture 🐍. vs transformer-based chat models (LLaMA Chat, Mistral): the first conversational model built on Mamba's state-space architecture β€” enables research into SSM alternatives to transformers for dialogue

These 8 open-source tools do the same job. They are ordered by how closely they match Mamba-Chat, with live GitHub data so you can see which projects are actively maintained.

ToolGitHub starsStars / 30dLast commit
Mamba-Chat(original)941+-02023-12-10
OpenChatKit9.0k+-42024-04-09
Chat UI11.0k+562026-09-30
Chatbot UI33.4k+342024-06-22
TextGen47.7k+2172026-08-17
LobeHub82.9k+1,3682026-09-30
llama-cpp-agent659+62026-03-09
Open Interpreter68.5k+8982026-09-30
GPT Mobile1.2k+322026-09-28
  1. 1. OpenChatKit

    What sets it apart: vs closed-source chatbots: fully open training pipeline (model + data + moderation + retrieval) under Apache 2.0, from Together Computer with EleutherAI collaboration

    Best for: Research on open-source conversational AI training; Teams wanting customizable chat models with Apache 2.0 licensing

  2. 2. Chat UI

    The open source codebase powering HuggingChat

    What sets it apart: Powers HuggingChat (huggingface.co/chat) β€” the most production-proven open-source chat UI with unique LLM Router for automatic model selection and native MCP tool support, unlike simpler UIs it handles multi-user, multi-model deployments

    Best for: Self-hosting a ChatGPT-like interface for open-source models; Organizations wanting HuggingChat-quality UI for their own LLMs

  3. 3. Chatbot UI

    AI chat for any model.

    What sets it apart: vs ChatGPT web app: open-source, self-hosted with Supabase backend for full data ownership β€” the most popular open-source ChatGPT UI clone with 28k+ stars

    Best for: Developers wanting a self-hosted ChatGPT-like UI with data persistence; Teams needing an open-source chat interface they can customize; Organizations wanting full control over their AI chat data

  4. 4. TextGen

    The original local LLM interface. Text, vision, tool-calling, training, and more. 100% offline.

    What sets it apart: Most feature-complete local LLM web UI with 4 inference backends, training, tool-calling, vision, and image gen β€” vs Ollama (CLI-focused) or LM Studio (closed source)

    Best for: Running any LLM locally with a full-featured web UI; Privacy-conscious users wanting 100% offline AI; Developers needing a local OpenAI-compatible API server

  5. 5. LobeHub

    The ultimate space for work and life β€” to find, build, and collaborate with agent teammates that grow with you. We are taking agent harness to the next level β€” enabling multi-agent collaboration, effo

    What sets it apart: Unlike ChatGPT (closed) or Open WebUI (simple chat wrapper), Lobe Chat is an open-source agent collaboration platform with Agent Groups, white-box personal memory, a 10,000+ MCP plugin marketplace, and multi-modal support β€” positioning it as a full human-agent co-evolution workspace.

    Best for: Teams wanting a modern ChatGPT alternative with agent collaboration, memory, and 10,000+ plugins; Developers seeking a self-hostable, extensible chat framework with MCP marketplace support

  6. 6. llama-cpp-agent

    The llama-cpp-agent framework is a tool designed for easy interaction with Large Language Models (LLMs). Allowing users to chat with LLM models, execute structured function calls and get structured ou

    What sets it apart: Enabled function calling and structured output from any local LLM through grammar-based guided sampling, making capabilities previously exclusive to fine-tuned models available to all llama.cpp-compatible models β€” now deprecated

    Best for: Getting structured output from local LLMs without fine-tuning; Building function-calling agents with open-source models locally

  7. 7. Open Interpreter

    A natural language interface for computers

    What sets it apart: vs ChatGPT Code Interpreter: runs locally with full internet access, no file size limits, any package available, and persistent state

    Best for: Power users wanting natural language control of their computer; Rapid prototyping and data analysis via conversational coding

  8. 8. GPT Mobile

    Chat app for Android that supports answers from multiple LLMs at once. Bring your own API key AI client. Supports OpenAI, Anthropic, Google, and Ollama. Designed with Material3 & Compose.

    What sets it apart: vs ChatGPT/Claude apps: Open-source Android-native app that lets you chat with multiple LLMs simultaneously in one conversation, with Material You design and fully local chat storage

    Best for: Android users wanting to compare multiple LLM responses side-by-side; Privacy-conscious users who want local-only chat history

8 Best Mamba-Chat Alternatives in 2026 (Open Source)