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Memory (Reference) vs io.github.neo4j-contrib/mcp-neo4j-memory

Memory (Reference) is an MCP server published by modelcontextprotocol. Marketplaces we read that list it: 1 (Docker MCP Catalog). io.github.neo4j-contrib/mcp-neo4j-memory is an MCP server published by neo4j-contrib. Marketplaces we read that list it: 2 (Official MCP Registry, Docker MCP Catalog). As of our marketplace pass on 2026-10-25. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
MarketplaceMemory (Reference)io.github.neo4j-contrib/mcp-neo4j-memory
Docker MCP Catalog Listed
Version: sha256:db0c2db07a44
Forks (GitHub): 11 868
Pulls (Docker Hub): 562 923
Stars (Docker Hub): 26
Stars (GitHub): 91 555
Not marked · First seen
Listed
Version: sha256:0f04105a1006
Forks (GitHub): 264
Pulls (Docker Hub): 39 966
Stars (Docker Hub): 9
Stars (GitHub): 989
Not marked · First seen
Official MCP Registry Not listed Listed
Version: 1.0.0
Downloads/month (PyPI): 23 826
Downloads/week (PyPI): 7 866
Forks (GitHub): 264
Stars (GitHub): 989
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

Memory (Reference) vs io.github.neo4j-contrib/mcp-neo4j-memory
FactMemory (Reference)io.github.neo4j-contrib/mcp-neo4j-memory
Marketplaces that list it (differs)1 (worse)2 (better)
Stars (GitHub) (differs)91 555 (better)989 (worse)
Pulls (Docker Hub) (differs)562 923 (better)39 966 (worse)
Forks (GitHub) (differs)11 868 (better)264 (worse)
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/memory)On your machine (mcp-neo4j-memory)
Transportstdiostdio
Tools it declares99
Environment variables it asks for (differs)Not published10, secrets among them: 1
Licence (differs)NOASSERTIONMIT
Repository (differs)github.com/modelcontextprotocol/serversgithub.com/neo4j-contrib/mcp-neo4j
Changes in the last 7 days00
First seen2026-10-112026-10-11

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

Memory (Reference)

In its own words, on Docker MCP Catalog:

Knowledge graph-based persistent memory system.

io.github.neo4j-contrib/mcp-neo4j-memory

In its own words, on Official MCP Registry:

MCP Neo4j Knowledge Graph Memory Server

How to run each

Memory (Reference) As a local MCP server: Docker image

Claude Code
claude mcp add --transport stdio memory -- docker run -i --rm mcp/memory

io.github.neo4j-contrib/mcp-neo4j-memory As a local MCP server: PyPI package

Claude Code
claude mcp add --env "NEO4J_PASSWORD=<YOUR_NEO4J_PASSWORD>" --env "NEO4J_URI=<YOUR_NEO4J_URI>" --env "NEO4J_USERNAME=<YOUR_NEO4J_USERNAME>" --transport stdio mcp-neo4j-memory -- uvx mcp-neo4j-memory

Requires: NEO4J_PASSWORD (secret), NEO4J_URI, NEO4J_USERNAME

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Tools each declares

Only Memory (Reference) declares

  • open_nodes
  • search_nodes

Only io.github.neo4j-contrib/mcp-neo4j-memory declares

  • find_memories_by_name
  • search_memories

Both declare

  • add_observations
  • create_entities
  • create_relations
  • delete_entities
  • delete_observations
  • delete_relations
  • read_graph

Tool names as each marketplace publishes them. More tools is not better in itself: compare what each needs for the job.

Settings each asks for

The marketplaces of Memory (Reference) publish no settings it asks for, so we do not compare settings.

What it can do: Memory (Reference) · What it can do: io.github.neo4j-contrib/mcp-neo4j-memory · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built