Graph-Mem
About
Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
Use this server
Add it to your MCP client. The catalogue lists this config verbatim from its source — it does not run, download, or vouch for the server. Review the command before you run it.
Transportstdio (runs a local command)
Env vars
GRAPHMEM_DB_PATH GRAPHMEM_EMBEDDING_MODEL GRAPHMEM_TRAVERSAL_NODE_BUDGET GRAPHMEM_LOG_LEVELClaude Code
claude mcp add --env GRAPHMEM_DB_PATH= --env GRAPHMEM_EMBEDDING_MODEL= --env GRAPHMEM_TRAVERSAL_NODE_BUDGET= --env GRAPHMEM_LOG_LEVEL= graphmem-mcp -- uvx graphmem-mcp
Cursor
If the button doesn't open Cursor, use the JSON below — Cursor accepts the same mcpServers config.
VS Code
code --add-mcp '{"name":"graphmem-mcp","command":"uvx","args":["graphmem-mcp"],"env":{"GRAPHMEM_DB_PATH":"","GRAPHMEM_EMBEDDING_MODEL":"","GRAPHMEM_TRAVERSAL_NODE_BUDGET":"","GRAPHMEM_LOG_LEVEL":""}}'
JSON
{
"mcpServers": {
"graphmem-mcp": {
"command": "uvx",
"args": [
"graphmem-mcp"
],
"env": {
"GRAPHMEM_DB_PATH": "",
"GRAPHMEM_EMBEDDING_MODEL": "",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "",
"GRAPHMEM_LOG_LEVEL": ""
}
}
}
}
Environment variables are listed by name only — fill in your own values. Entries never carry secrets.