MCP Server
MCP
Graph-Mem
Persistent knowledge-graph memory for AI agents, with local semantic search. No API keys.
Install
uvx graphmem-mcp
Configuration Example
{
"remotes": [],
"packages": [
{
"registryType": "pypi",
"registryBaseUrl": "https://pypi.org",
"identifier": "graphmem-mcp",
"version": "1.0.0",
"transport": {
"type": "stdio"
},
"environmentVariables": [
{
"description": "Path to the SQLite database file. Defaults to .graphmem/graph.db relative to the working directory.",
"name": "GRAPHMEM_DB_PATH"
},
{
"description": "sentence-transformers model ID used for semantic search. Defaults to all-MiniLM-L6-v2, downloaded on first use.",
"name": "GRAPHMEM_EMBEDDING_MODEL"
},
{
"description": "Maximum entities visited by a single graph traversal. Defaults to 5000.",
"name": "GRAPHMEM_TRAVERSAL_NODE_BUDGET"
},
{
"description": "Logging verbosity: DEBUG, INFO, WARNING, ERROR, or CRITICAL. Defaults to WARNING.",
"name": "GRAPHMEM_LOG_LEVEL"
}
]
}
]
}
mcp
model-context-protocol
pypi
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