Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
Mcp-memory-graph is an MCP integration. Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
The published npm package is mcp-memory-graph, version 2.10.3. Its declared MCP transport is stdio.
The package declares MCP_MEMORY_DB_PATH: SQLite database file location (default ~/.mcp-memory/memory.db); MCP_MEMORY_MODEL: HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2).
Check the maintainer’s instructions for account access, authentication and the supported client configuration. Once connected, inspect the tools your client receives and try a small task that matches the server’s stated purpose. The registry description does not include a verified, complete tool list.
View the publisher’s registry entry · Project repository · Project website. This profile uses version 2.10.3 from the registry. Registration identifies the publisher namespace; it does not establish that this is a first-party integration for every service it connects.
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| Variable | Description | Required |
|---|---|---|
| MCP_MEMORY_DB_PATH | SQLite database file location (default ~/.mcp-memory/memory.db) | Optional |
| MCP_MEMORY_MODEL | HuggingFace embedding model name (default Xenova/all-MiniLM-L6-v2) | Optional |
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