A local MCP server that provides memory services through Python. It uses a hybrid storage setup and requires two environment variables.

It is for starting `mcp_memory_service.server` with the specified hybrid storage and synchronization settings.

It gives an agent a configured memory service without embedding that storage logic directly in the agent.

memory — MCP server by doobidoo/mcp-memory-service

About the project

mcp-memory-service is a self-hosted memory backend that lets AI agents store and retrieve shared project context through REST, MCP, OAuth, a command-line interface, and a dashboard. It is intended for agent pipelines and clients such as LangGraph, CrewAI, AutoGen, Claude Desktop, and OpenCode, with support for knowledge graphs and memory consolidation. The catalogue includes skills, agents, commands, instructions, hooks, a setting, an MCP entry, and a plugin for its workflows.

doobidoo/mcp-memory-service · 2,021 stars · on GitHub

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo

git clone --depth 1 https://github.com/doobidoo/mcp-memory-service

Installing this writes the configuration, not the program: `python` runs a file from the repository, so clone it first and make the path in the command match where you put it.

Made for: Claude Code.

Or install mcp-memory-service, the plugin that ships this one along with the rest of its 1 skill, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/mcp/doobidoo/mcp-memory-service/memory/github.svg)](https://agentmods.dev/mcp/doobidoo/mcp-memory-service/memory)

Your own site

<a href="https://agentmods.dev/mcp/doobidoo/mcp-memory-service/memory"><img src="https://agentmods.dev/badge/mcp/doobidoo/mcp-memory-service/memory/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/mcp/doobidoo/mcp-memory-service/memory"><img src="https://agentmods.dev/badge/mcp/doobidoo/mcp-memory-service/memory.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session not measured What this adds to a session before it is invoked.

When invoked not measured Not applicable: nothing here is loaded into a session.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Security

Grade A, and why

memory scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

claude-hooks/.mcp.json · 13 lines

What it actually says

{
  "memory": {
    "command": "python",
    "args": [
      "-m",
      "mcp_memory_service.server"
    ],
    "env": {
      "MCP_MEMORY_STORAGE_BACKEND": "hybrid",
      "MCP_HYBRID_SYNC_OWNER": "http"
    }
  }
}

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

1mo ago First seen · 13 lines scan A 5035d9a526f1

Subscribe to this mod's changes

memory is an MCP server published in the GitHub repository doobidoo/mcp-memory-service (2,021 stars, last pushed yesterday), licensed Apache-2.0. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Memory and context claude mcp semantic-search vector-database vector-storage

memory

Getting it into your agent

Wrote this? Show the measurements

Grade A, and why

Nothing flagged

What it actually says

What this file has done since we first saw it

Other mcp servers, from other repositories

compartment

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memorizz

mcp

nacre

memex