Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
Connect Runs on your machine
claude mcp add graphmem-mcp -e GRAPHMEM_DB_PATH=<GRAPHMEM_DB_PATH> -e GRAPHMEM_EMBEDDING_MODEL=<GRAPHMEM_EMBEDDING_MODEL> -e GRAPHMEM_TRAVERSAL_NODE_BUDGET=<GRAPHMEM_TRAVERSAL_NODE_BUDGET> -e GRAPHMEM_LOG_LEVEL=<GRAPHMEM_LOG_LEVEL> -- uvx graphmem-mcp==1.0.0{
"mcpServers": {
"graphmem-mcp": {
"command": "uvx",
"args": [
"graphmem-mcp==1.0.0"
],
"env": {
"GRAPHMEM_DB_PATH": "<GRAPHMEM_DB_PATH>",
"GRAPHMEM_EMBEDDING_MODEL": "<GRAPHMEM_EMBEDDING_MODEL>",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
"GRAPHMEM_LOG_LEVEL": "<GRAPHMEM_LOG_LEVEL>"
}
}
}
}{
"mcpServers": {
"graphmem-mcp": {
"command": "uvx",
"args": [
"graphmem-mcp==1.0.0"
],
"env": {
"GRAPHMEM_DB_PATH": "<GRAPHMEM_DB_PATH>",
"GRAPHMEM_EMBEDDING_MODEL": "<GRAPHMEM_EMBEDDING_MODEL>",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
"GRAPHMEM_LOG_LEVEL": "<GRAPHMEM_LOG_LEVEL>"
}
}
}
}{
"servers": {
"graphmem-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"graphmem-mcp==1.0.0"
],
"env": {
"GRAPHMEM_DB_PATH": "<GRAPHMEM_DB_PATH>",
"GRAPHMEM_EMBEDDING_MODEL": "<GRAPHMEM_EMBEDDING_MODEL>",
"GRAPHMEM_TRAVERSAL_NODE_BUDGET": "<GRAPHMEM_TRAVERSAL_NODE_BUDGET>",
"GRAPHMEM_LOG_LEVEL": "<GRAPHMEM_LOG_LEVEL>"
}
}
}
}Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools
This server runs locally, so its tools are listed by your MCP client once it starts.
Environment variables
| Name | Description |
|---|---|
GRAPHMEM_DB_PATHOptional | Path to the SQLite database file. Defaults to .graphmem/graph.db relative to the working directory. |
GRAPHMEM_EMBEDDING_MODELOptional | sentence-transformers model ID used for semantic search. Defaults to all-MiniLM-L6-v2, downloaded on first use. |
GRAPHMEM_TRAVERSAL_NODE_BUDGETOptional | Maximum entities visited by a single graph traversal. Defaults to 5000. |
GRAPHMEM_LOG_LEVELOptional | Logging verbosity: DEBUG, INFO, WARNING, ERROR, or CRITICAL. Defaults to WARNING. |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 21 Jul 2026 |
| Last updated | 21 Jul 2026 |
| Registry name | io.github.Sathvik-1007/graphmem-mcp |
More ai and media servers See all
Listing data from the official MCP registry. Status and tools from NestDaddy's daily check. Browse all MCP servers.