Ultramemory

Structured agent memory: extracts atomic facts from text, detects relations to existing knowledge (updates, contradicts, extends), embeds for semantic search, and auto-builds entity profiles.

PyPI: ultramemory | GitHub: jared-goering/ultramemory

Setup

# Install (creates venv automatically on first run)
pip install ultramemory

# Or from source
git clone https://github.com/jared-goering/ultramemory.git
cd ultramemory && pip install -e .