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Mnemograph MCP Server

local only

Mnemograph runs on your own machine — the client starts it, so there is no endpoint to ping. 205 installs a week from pypi. Last commit 14 Feb 2026.

Event-sourced knowledge graph memory for AI coding agents with semantic search

Installs per day peak 99 · avg 33 · -12% w/w
a month agotoday
205
Installs / week
pypi · mnemograph
2
Stars
0 open issues
14 Feb 2026
Last commit
from GitHub
MIT
License
Python

What the code does

We read the source, 2 d ago · rules 995398eba69f

A tool parameter reaches a dangerous call

A value the model can set ends up inside a file or shell call. That is not a flaw by itself — for a terminal server it is the job — but it is where things go wrong when it is not.

A tool parameter reaches a dangerous call rewind.steps → src/mnemograph/engine.py:1118, rewind.to_commit → src/mnemograph/engine.py:1139
            result = subprocess.run(
Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

        subprocess.run(["git", "add", str(relative_path)], cwd=engine._git_root, capture_output=True)
    <script src="https://d3js.org/d3.v7.min.js"></script>

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

A tool parameter here reaches a dangerous call

That is not a flaw by itself — but it is where things go wrong when it is not the job. We re-read this code on every release. Watch it and you hear from us the day another one appears.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add mnemograph -- uvx mnemograph
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "mnemograph": {
      "command": "uvx",
      "args": [
        "mnemograph"
      ]
    }
  }
}
~/.codex/config.toml
[mcp_servers.mnemograph]
command = "uvx"
args = ["mnemograph"]
.cursor/mcp.json
{
  "mcpServers": {
    "mnemograph": {
      "command": "uvx",
      "args": [
        "mnemograph"
      ]
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "mnemograph": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "mnemograph"
      ]
    }
  }
}

Optional settings from the registry entry, left out of the block above: MEMORY_PATH (Path to memory storage directory).

Alternatives to Mnemograph

same job, measured the same way
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Komplyt Zero
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Memograph
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Graph-based memory system for LLMs with knowledge graphs and semantic search.

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Alaya MCP
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Local memory engine for AI agents with knowledge graphs, forgetting, and semantic recall

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Mnemograph — questions

Answers built from our own checks of this server.

Why is there no uptime for Mnemograph?
Mnemograph runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package mnemograph was installed 205 times last week.
How do I connect Mnemograph?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls mnemograph straight from pypi; nothing to host, nothing to sign up for.
How many people use Mnemograph?
The pypi package mnemograph was installed 205 times in the last week. Week over week that is -12%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Mnemograph open source?
Yes — it is published under the MIT licence, written in Python and 2 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.