multibrain 0.3.3

Run queries with multiple AI servers

MultiBrain

MultiBrain is a web app which queries multiple AI servers, then feeds the responses to another AI, which checks for accuracy and provides a summary.

• https://spacecruft.org/deepcrayon/multibrain

Requirements

This application currently uses three different Ollama AI servers. Two of them for generating the initial responses, and a third summary server that analyzes the responses.

It uses FastAPI and Streamlit. FastAPI and Streamlit can run on the same server, or they can each have their own server.

The Ollama servers can run on the same server as FastAPI and Streamlit, or run on their own servers.

Install

Set up Python to suit to taste, such as:

python -m venv venv
source venv/bin/activate
pip install -U setuptools pip wheel
pip install multibrain

Usage

A FastAPI server is run for the backend, and a Streamlit server runs for the front end.

FastAPI

multibrain-api

The FastAPI server will listen on port 8000.

Streamlit

multibrain-web

Web

Go to your web page, on port 8501 such as:

• http://127.0.0.1:8501
• http://192.168.100.1:8501

Development

git clone https://spacecruft.org/deepcrayon/multibrain
cd multibrain/
python -m venv venv
source venv/bin/activate
pip install -U setuptools pip wheel
pip install -e .[dev]
python3 -m build
# Optionally, push to PyPi:
# python3 -m twine upload dist/*

Status

Alpha.

Under early development.

License

Apache 2.0 or Creative Commons CC by SA 4.0 International. You may use this code, files, and text under either license.

Unofficial project, not related to upstream projects.

Upstream sources under their respective copyrights.

Copyright © 2025 Jeff Moe.