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Comparison

Memory (Reference) vs aiqbee

Memory (Reference) is an MCP server published by modelcontextprotocol. Marketplaces we read that list it: 1 (Docker MCP Catalog). aiqbee is a plugin bundle for AI coding tools published by Aiqbee. Marketplaces we read that list it: 1 (Community GitHub marketplaces). As of our marketplace pass on 2026-10-13. 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)aiqbee
Docker MCP Catalog Listed
Version: sha256:db0c2db07a44
Forks (GitHub): 11 780
Pulls (Docker Hub): 554 486
Stars (Docker Hub): 26
Stars (GitHub): 91 180
Not marked · First seen
Not listed
Community marketplace aiqbee/aiqbee-ai Not listed Listed
Version: 1.0.1
No figure published
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 aiqbee
FactMemory (Reference)aiqbee
Marketplaces that list it11
Stars (GitHub) (differs)91 180No figure on GitHub
Pulls (Docker Hub) (differs)554 486No figure on Docker Hub
Forks (GitHub) (differs)11 780No figure on GitHub
Last releaseNot publishedNot published
Where it runs (differs)On your machine (mcp/memory)Remote server (mcp.aiqbee.com/mcp)
Transport (differs)stdioStreamable HTTP
Tools it declares (differs)9Not published
Environment variables it asks forNot publishedNot published
Parts of the bundle (differs)Not a bundle2
Licence (differs)NOASSERTIONMIT
Repository (differs)github.com/modelcontextprotocol/serversgithub.com/aiqbee/aiqbee-ai
Changes in the last 7 days (differs)02
First seen (differs)2026-10-112026-10-13
Endpoint at the last check (differs)no remote endpoint we checkResponded 5 h ago, requires a key

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.

aiqbee

In its own words, on Community GitHub marketplaces:

Connect to Aiqbee's AI-powered knowledge graph. Search, create, and link neurons across your architecture, portfolio, and digital strategy brains.

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

aiqbee As a Claude Code plugin

Claude Code
/plugin marketplace add aiqbee/aiqbee-ai
/plugin install aiqbee@aiqbee-marketplace

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

Only aiqbee has a remote endpoint we check. How we check endpoints

Tools each declares

The marketplaces of aiqbee publish no list of tools, so we do not compare tools.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: Memory (Reference) · What it can do: aiqbee · Compare two other plugins

Data comes from the Docker MCP Catalog (desktop.docker.com/mcp/catalog) and Docker Hub. Data comes from public marketplace files in GitHub repositories of their authors. 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