Getting Started

Install

Until the first PyPI release is published:

pip install git+https://github.com/Snipara/snipara-memory.git

For development:

git clone https://github.com/Snipara/snipara-memory.git
cd snipara-memory
pip install -e ".[dev]"

Local Store

By default, CLI commands persist memory in:

~/.snipara-memory/store.json

Use --in-memory when you want an ephemeral run for tests or demos.

Run The API

snipara-memory serve --host 127.0.0.1 --port 8000

Legacy form still works:

python -m snipara_memory --host 127.0.0.1 --port 8000

Run The MCP Server

snipara-memory mcp

Import Durable Memory

Transcript import:

snipara-memory import-transcript examples/transcript.txt --namespace demo

Project-doc import:

snipara-memory import-project docs/ --namespace demo

Run Benchmarks

snipara-memory benchmark benchmarks/datasets/basic_recall.jsonl