graph-memory

graph-memory is an MCP server for Claude Code, Codex, Cursor, Gemini CLI, OpenCode from sylweriusz/mcp-neo4j-memory-server. Its token cost is not measured, scanned A, original, MIT.

A memory service that stores information as a graph in Neo4j, a database designed for connected data, and exposes it through the Model Context Protocol.

In plain words
What is it for?
Use it to connect an agent to a Neo4j memory database through Docker, configured with the database connection details.
Why use it?
It gives an AI tool a persistent place to store and retrieve linked memories instead of relying only on the current conversation.

MCP server for Claude CodeCodexCursorGemini CLIOpenCode

Written for no agent in particular: it speaks MCP, so any client can run it. Also seen: listed in a Claude config.

Good fit Use it to connect an agent to a Neo4j memory database through Docker, configured with the database connection details.

Compare 6 mcp servers from other repositories ↓
Install with agentmods
npx agentmods add mcp/sylweriusz/mcp-neo4j-memory-server/graph-memory
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/sylweriusz/mcp-neo4j-memory-server

Made for: Claude Code, Codex, Cursor, Gemini CLI, OpenCode.

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.

agentmods badge for graph-memory

README.md
[![agentmods](https://agentmods.dev/badge/mcp/sylweriusz/mcp-neo4j-memory-server/graph-memory.svg)](https://agentmods.dev/mcp/sylweriusz/mcp-neo4j-memory-server/graph-memory)
Your own site
<a href="https://agentmods.dev/mcp/sylweriusz/mcp-neo4j-memory-server/graph-memory"><img src="https://agentmods.dev/badge/mcp/sylweriusz/mcp-neo4j-memory-server/graph-memory.svg" alt="Measured on agentmods" 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

graph-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 8d 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.

Origin

Copies of this mod

1 near-identical copy found in the catalogue:

claude_desktop_config.json · 17 lines

What it actually says

{
  "graph-memory": {
    "command": "docker",
    "args": [
      "run",
      "-i",
      "--rm",
      "mcp-neo4j-memory"
    ],
    "env": {
      "NEO4J_URI": "bolt://localhost:7687",
      "NEO4J_USERNAME": "neo4j",
      "NEO4J_PASSWORD": "password",
      "NEO4J_DATABASE": "neo4j"
    }
  }
}
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.

  1. 8d ago First seen · 17 lines scan A e81fdd972d31

Subscribe to this mod's changes

graph-memory is an MCP server published in the GitHub repository sylweriusz/mcp-neo4j-memory-server (31 stars, last pushed 1y ago), licensed MIT. 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.