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Memory (Reference)

Memory (Reference)

mcp

Knowledge graph-based persistent memory system.

100K+

9 Tools

Packaged by
Add to Docker Desktop

Version 4.43 or later needs to be installed to add the server automatically

OverviewTools (9)Manual installation
Docker Hub⁠Github repository⁠

Use cases

Add new observations to existing entities in the knowledge graph

Create multiple new entities in the knowledge graph

Create multiple new relations between entities in the knowledge graph. Relations should be in active voice

Delete multiple entities and their associated relations from the knowledge graph

Delete specific observations from entities in the knowledge graph

Delete multiple relations from the knowledge graph

Open specific nodes in the knowledge graph by their names

Read the entire knowledge graph

Search for nodes in the knowledge graph based on a query

About

Memory (Reference) MCP Server

Knowledge graph-based persistent memory system.

What is an MCP Server?⁠

Characteristics

AttributeDetails
Docker Imagemcp/memory⁠
Authormodelcontextprotocol⁠
Repositoryhttps://github.com/modelcontextprotocol/servers⁠
Dockerfilehttps://github.com/modelcontextprotocol/servers/blob/2025.4.24/src/memory/Dockerfile⁠
Docker Image built byDocker Inc.
Docker Scout Health ScoreDocker Scout Health Score
Verify SignatureCOSIGN_REPOSITORY=mcp/signatures cosign verify mcp/memory --key https://raw.githubusercontent.com/docker/keyring/refs/heads/main/public/mcp/latest.pub
LicenceMIT License

Available Tools (9)

Tools provided by this ServerShort Description
add_observationsAdd new observations to existing entities in the knowledge graph
create_entitiesCreate multiple new entities in the knowledge graph
create_relationsCreate multiple new relations between entities in the knowledge graph.
delete_entitiesDelete multiple entities and their associated relations from the knowledge graph
delete_observationsDelete specific observations from entities in the knowledge graph
delete_relationsDelete multiple relations from the knowledge graph
open_nodesOpen specific nodes in the knowledge graph by their names
read_graphRead the entire knowledge graph
search_nodesSearch for nodes in the knowledge graph based on a query

Tools Details

Tool: add_observations

Add new observations to existing entities in the knowledge graph

ParametersTypeDescription
observationsarray

Tool: create_entities

Create multiple new entities in the knowledge graph

ParametersTypeDescription
entitiesarray

Tool: create_relations

Create multiple new relations between entities in the knowledge graph. Relations should be in active voice

ParametersTypeDescription
relationsarray

Tool: delete_entities

Delete multiple entities and their associated relations from the knowledge graph

ParametersTypeDescription
entityNamesarrayAn array of entity names to delete

Tool: delete_observations

Delete specific observations from entities in the knowledge graph

ParametersTypeDescription
deletionsarray

Tool: delete_relations

Delete multiple relations from the knowledge graph

ParametersTypeDescription
relationsarrayAn array of relations to delete

Tool: open_nodes

Open specific nodes in the knowledge graph by their names

ParametersTypeDescription
namesarrayAn array of entity names to retrieve

Tool: read_graph

Read the entire knowledge graph

Tool: search_nodes

Search for nodes in the knowledge graph based on a query

ParametersTypeDescription
querystringThe search query to match against entity names, types, and observation content

Use this MCP Server

{
  "mcpServers": {
    "memory": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "-v",
        "/local-directory:/local-directory",
        "mcp/memory"
      ]
    }
  }
}

Why is it safer to run MCP Servers with Docker?⁠

Manual installation

You can install the MCP server using:

​

Installation for

Related servers

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