How do I install memory-graph?

Its own README gives this command: cd memory-graph/ts && bun install && bun link. Run it where your MCP client can launch the server, and check the README for any settings it asks for.

What does memory-graph connect to, and what does it need?

It reaches memorygraph. The credentials we found in its source are MEMORYGRAPH_API_KEY.

Is memory-graph official and is it maintained?

We found nothing naming it as a vendor’s official server. Its repository has 255 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-09-16.

What licence does memory-graph use?

The repository declares the MIT licence.

InfratoApp / Resources / MCP servers / memory-graph

memory-graph

memory-graph is an MCP server, listed under memory & vectors. It reaches memorygraph. It needs MEMORYGRAPH_API_KEY to authenticate. Its repository has 255 GitHub stars and is licensed under MIT; we last read it on 2026-10-27.

A graph DB-based MCP memory server for coding agents with intelligent relationship tracking

Install

Read from memory-graph’s own README, close to verbatim -- not written by us, and not guessed.

cd memory-graph/ts && bun install && bun link

View in memory-graph’s own README ↗

What it reaches, and what it needs

Reaches

memorygraph

Credential

MEMORYGRAPH_API_KEY

Maintenance

Stars

255

State

listed

Licence

MIT

From the repository

A graph DB-based MCP memory server for coding agents with intelligent relationship tracking

View on GitHub ↗2026-10-27

memory-graph compared with similar servers

memory-graph compared with the closest alternatives, by services reached, credentials, stars, last update and licence
Server	Reaches	Needs	Stars	Last update	Licence
memory-graph (this page)	memorygraph	MEMORYGRAPH_API_KEY	255	2026-09-16	MIT
mcp-server-qdrant	qdrant	QDRANT_API_KEY	1,553	2026-09-04	Apache-2.0
mcp-knowledge-graph	—	None listed	886	2026-05-29	MIT
chroma-mcp	chroma	CHROMA_API_KEY, CHROMA_CUSTOM_AUTH_CREDENTIALS	601	2025-09-17	Apache-2.0
caura	—	None listed	504	2026-10-25	Apache-2.0
MemoryMesh	—	None listed	354	2026-03-01	MIT

Ranked by services in common with memory-graph, then by stars. Figures are from each repository when we last read it.

Common questions about memory-graph

What does memory-graph do?: A graph DB-based MCP memory server for coding agents with intelligent relationship tracking
How do I install memory-graph?: Its own README gives this command: cd memory-graph/ts && bun install && bun link. Run it where your MCP client can launch the server, and check the README for any settings it asks for.
What does memory-graph connect to, and what does it need?: It reaches memorygraph. The credentials we found in its source are MEMORYGRAPH_API_KEY.
Is memory-graph official and is it maintained?: We found nothing naming it as a vendor’s official server. Its repository has 255 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-09-16.
What licence does memory-graph use?: The repository declares the MIT licence.

More MCP servers for memory & vectors

mcp-server-qdrant1,553 stars
mcp-knowledge-graph886 stars
chroma-mcp601 stars
caura504 stars
MemoryMesh354 stars
neural-memory242 stars

All memory & vectors entries →