graph-memory

graph-memory is a MCP server by stevepridemore that personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings.

Updated 2026-10-11

What is graph-memory?

graph-memory is a MCP server by stevepridemore that personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings. It is listed under Knowledge & memory and has 2 GitHub stars.

TypeMcp server
Authorstevepridemore
Repositorystevepridemore/graph-memory
Popularity2 GitHub stars
CategoryKnowledge & memory
SecurityLow risk (84/100)
Rank#2,938 of 4,418 MCP servers; #329 in Knowledge & memory
LicenseMIT
Last commit2026-10-11
RunsLocally and in the cloud
LanguageTypeScript
PlatformsmacOS, Windows, Linux

Is graph-memory safe to install?

graph-memory scores 84/100 on the MCPMods security check: Low risk. Things to review: sends your data to a cloud service. It passed 4 of 6 checks.

MCP server results come from listing signals: who publishes it, where your data goes and what it can do. The code itself is not scanned yet.

CheckResult
Community-built serverNote
Sends your data to a cloud serviceReview
No credentials mentionedPass
Read-only by descriptionPass
No code executionPass
Source on GitHubPass

How do I install graph-memory?

  1. Find the launch command. The README says how the server starts (npx, uvx, docker or a remote URL) and which API keys it needs.
    https://github.com/stevepridemore/graph-memory
  2. Add it to Claude Code. Replace the part after -- with the command from the README. Remote servers use --transport http with a URL.
    claude mcp add graph-memory -- <command from README>
    claude mcp add --transport http graph-memory <server-url>
  3. Check it connected. This lists your MCP servers and their status.
    claude mcp list

Or ask Claude to set it up

Paste this into Claude Code and it installs graph-memory for you:

Add the "graph-memory" MCP server from https://github.com/stevepridemore/graph-memory to Claude Code. Read its README for the launch command and any API keys I need, run claude mcp add, then check that it connects.