How do I install MemoryMesh?

Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/CheMiguel23/MemoryMesh

Is MemoryMesh official and is it maintained?

We found nothing naming it as a vendor’s official server. Its repository has 354 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-03-01.

What licence does MemoryMesh use?

The repository declares the MIT licence.

InfratoApp / Resources / MCP servers / MemoryMesh

MemoryMesh

MemoryMesh is an MCP server, listed under memory & vectors. Its repository has 354 GitHub stars and is licensed under MIT; we last read it on 2026-10-22.

MemoryMesh is a knowledge graph server that provides structured memory persistence for AI models using the Model Context Protocol (MCP).

Install

MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. MemoryMesh’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.

Read MemoryMesh’s own install instructions ↗

What it reaches, and what it needs

Reaches

○ not recognised

Credential

○ none found

Maintenance

Stars

354

State

listed

Licence

MIT

From the repository

A knowledge graph server that uses the Model Context Protocol (MCP) to provide structured memory persistence for AI models.

View on GitHub ↗2026-10-22

What MemoryMesh can do

6 tools documented in its README. An AI client calls these by name.

add_npc: Schema for adding an NPC to the memory
update_npc: No description in the README.
delete_npc: No description in the README.
add_location: No description in the README.
update_location: No description in the README.
delete_location: No description in the README.

Read from the README; names are kept only if the README contains them.

MemoryMesh compared with similar servers

MemoryMesh compared with the closest alternatives, by services reached, credentials, stars, last update and licence
Server	Reaches	Needs	Stars	Last update	Licence
MemoryMesh (this page)	—	None listed	354	2026-03-01	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
neural-memory	—	None listed	242	2026-10-07	MIT

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

Common questions about MemoryMesh

What does MemoryMesh do?: MemoryMesh is a knowledge graph server that provides structured memory persistence for AI models using the Model Context Protocol (MCP).
How do I install MemoryMesh?: Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/CheMiguel23/MemoryMesh
Is MemoryMesh official and is it maintained?: We found nothing naming it as a vendor’s official server. Its repository has 354 GitHub stars and its state in our directory is listed. Its last commit we recorded was on 2026-03-01.
What licence does MemoryMesh 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
neural-memory242 stars
autodev-codebase121 stars

All memory & vectors entries →