drdee/memory-mcp
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Memory MCP is a Model Context Protocol server designed for storing and retrieving memories using a low-level Server implementation and SQLite storage.
Memory MCP is a server application that facilitates the storage and retrieval of memory data using a Model Context Protocol (MCP). It leverages SQLite for storage and provides a set of tools to manage memories, such as storing, retrieving, updating, and deleting them. The server is built with a focus on simplicity and efficiency, using the 'uv' package manager for dependency management. It also includes a command-line interface for debugging and interacting with the server, making it a versatile tool for developers looking to manage memory data in a structured and efficient manner.
Features
- Low-level Server Implementation: Provides a robust server framework for managing memory data.
- SQLite Storage: Utilizes SQLite for efficient and reliable data storage.
- Command-line Interface: Includes MCP Inspect for debugging and interacting with the server.
- Tool Management: Offers tools for storing, retrieving, updating, and deleting memories.
- Dependency Management: Uses 'uv' for fast and reliable package management.
Usages
local integration stdio
python mcp.run(transport='stdio') # Tools defined via @mcp.tool() decorator
local integration subprocess
python command='uv', args=['run', 'server.py'] # Launch using virtual environment
remote integration sse
python mcp.run(transport='sse', host="0.0.0.0", port=8000) # Specify SSE endpoint
remote integration streamable http
yaml
paths:
/mcp:
post:
x-ms-agentic-protocol: mcp-streamable-1.0 # Copilot Studio integrationdevelopment framework fastmcp
python
from mcp.server import FastMCP
app = FastMCP('demo')
@app.tool()
async def query(): ...debugging testing tools inspector
bash mcp inspect
Tools
Remember
Store new memories
get_memory
Retrieve specific memories
list_memories
List all memories
update_memory
Update memory
delete_memory
Delete memory
