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Give agents persistent shared memory with mcp-memory-service

Run a self-hosted MCP and REST memory layer so agents can store decisions, retrieve project context, and share knowledge across sessions and runtimes.

skills/give-agents-persistent-shared-memory-with-mcp-memory-service/SKILL.md

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# Give agents persistent shared memory with mcp-memory-service

Run a self-hosted MCP and REST memory layer so agents can store decisions, retrieve project context, and share knowledge across sessions and runtimes.

## Prerequisites

Python, pip, MCP-compatible client or HTTP-capable agent framework

## Installation

Install or set up from the source-backed instructions:

Install with `pip install mcp-memory-service`, then run `memory server` for local MCP stdio use or `MCP_ALLOW_ANONYMOUS_ACCESS=true memory server --http` for HTTP/REST agent pipelines. Connect the documented MCP client or REST agent framework and use the memory store/search tools for durable project context.