Python bindings (PyO3)

All memory operations are available as a Python package, built on the same causal_memory::memory::Memory facade the MCP server uses:

cd crates/causal-memory-py
pip install maturin
maturin develop          # builds and installs into the active venv

Use it when you want causal memory inside a Python pipeline — notebooks, eval harnesses, or frameworks that are not MCP clients — without running a server.