Note: This project was extracted from modelcontextprotocol/servers to create a standalone implementation.
Knowledge Graph Memory Server is an MCP project maintained in the s2005/mcp-memory-server repository. The maintainer describes its purpose as “Note: This project was extracted from modelcontextprotocol/servers to create a standalone implementation”. Read the project documentation for the complete scope.
The project provides a local client configuration using docker. Follow the repository’s build and installation steps before copying it, and replace example paths with the paths on your own computer.
Project documentation · Repository · Discovery listing. This profile records the public documentation checked on 2026-10-08.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| create_entities | Create multiple new entities in the knowledge graph |
| create_relations | Create multiple new relations between entities |
| add_observations | Add new observations to existing entities |
| delete_entities | Remove entities and their relations |
| delete_observations | Remove specific observations from entities |
| delete_relations | Remove specific relations from the graph |
| read_graph | Read the entire knowledge graph |
| search_nodes | Search for nodes based on query |
| open_nodes | Retrieve specific nodes by name |
| Returns: | Requested entities |
{
"mcpServers": {
"memory": {
"command": "docker",
"args": [
"run",
"-i",
"-v",
"claude-memory:/app/dist",
"--rm",
"mcp/memory"
]
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
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