Memograph MCP Server

MemoGraph turns a folder of markdown notes into a queryable, AI-ready knowledge graph. It solves the LLM memory problem - your AI assistants forget last Tuesday's decision, can't find a related note across two projects, and re-derive the same insight again and again - by giving them a persistent, navigable, attribution-friendly memory layer that lives in plain markdown files you control.

People connecting documentation tools to Claude, Cursor, VS Code, or another MCP client. The project is written in Python.

VERIFIED ACTIVE

LAST COMMIT 2026-08-17 · ★ 4 · #81 OF 183 MAINTAINED DOCUMENTATION · VERIFIED 2026-08-25

MIT · Python servers · how we verify → /methodology

01 · Install Memograph

before you install - you'll need

MEMOGRAPH_VAULT

Environment variables documented in the project's README - it lists which are required and which have defaults.

Claude Code

claude mcp add indhar01-memograph -- uvx memograph

Claude Desktop / Cursor / VS Code - add to config

{
  "mcpServers": {
    "indhar01-memograph": {
      "command": "uvx",
      "args": [
        "memograph"
      ]
    }
  }
}

Same JSON for Cursor. For VS Code, rename the top-level key from `mcpServers` to `servers`.

Using another client? Same JSON, different key

Claude Desktop · mcpServers

Cursor · mcpServers

VS Code · servers

Windsurf · mcpServers

Zed · context_servers

Cline · mcpServers

Roo Code · mcpServers

Continue · mcpServers

LibreChat · mcpServers

Gemini CLI · mcpServers

Codex CLI · mcp_servers

Full setup guides: every client.

02 · Evidence

Security posture

What to check before giving this server access to your agent - from the registry, GitHub, and our own probes. We don't score safety; we show what's verifiable.

runs as local process (stdio) - runs on your machine with your user's permissions

license MIT - declared in the repository

pypi package memograph - check the name against the project README before installing (PyPI has no namespace ownership)

registry namespace io.github.Indhar01 is GitHub-verified and matches the repo owner

03 · What Memograph can do

Prose above is summarized from the project's README and registry record - no invented capabilities.

Latest releases

v0.4.0 · 2026-06-25

This release ships everything required for the v1.0 cut: a signed, · multi-arch container image; a Helm chart and raw K8s manifests; an · explicit public API surface and deprecation policy; and the full · Phase 0–3…

v0.3.0 · 2026-04-27

Dev · fix:ruff · Dev

0.1.1 · 2026-04-02

Add comprehensive tests for metrics, nodes, scaling, and web API · Dev · Dev · Written server card file for publish mcp · Dev · Dev · Dev · Dev · New Contributors · @Indirakumar7 made their first contribution in

04 · Who maintains Memograph

memograph is maintained by indhar01. It's the only MCP server we track from this author; the repo dates to Mar 2026.

05 · Facts

repository: github.com/indhar01/memograph
category: documentation - ranked #81 of 183 actively-maintained documentation servers as of 2026-08-25.
release cadence: 1 release in the last 90 days (latest 2026-06-25)
registry: io.github.Indhar01/memograph (active, first published 2026-04-02 · 3 versions)
packages: pypi:memograph

06 · Memograph FAQ

What is Memograph?

Is Memograph still maintained?

Yes - as of 2026-08-25, its last commit was 2026-08-17 and it shipped 1 release in the last 90 days. We re-verify nightly.

How do I install Memograph?

Run `uvx memograph`. The README documents one environment variable (MEMOGRAPH_VAULT) to set first. You can also paste the ready-made client config above.

Does Memograph run locally?

Yes - it's a stdio server: it runs on your machine (via uvx) with your user's permissions. Your data stays local unless the server itself calls external APIs.

07 · Alternatives to Memograph

Alternatives to Memograph

Maintained documentation servers if Memograph isn't the fit.

Pairs well with

Servers that cover what Memograph doesn't - only shown when the pairing reason fits the companion.

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