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gulshatik

memory-server

by gulshatik
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Python
Local

Memory Server (MCP)

This repository contains a minimal Memory Server implemented with the MCP protocol (FastMCP).
It exposes tools for:

  • save, get, delete, list_keys

  • Namespace‑aware variants: save_with_namespace, get_by_namespace

All data is persisted in ./memory_data.json as JSON objects that include a timestamp.

Usage

# Install dependencies
pip install -r requirements.txt

# Run the demo (which exercises all tools)
python main.py

The script will print a short demonstration of saving, retrieving, listing and deleting keys.
No external server or TTY is required – everything runs locally in a single process.

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivityInactive
ResponsivenessNo issues

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