Skip to content
mcp/skillhub

Memory Graph MCP Server

by yonasvalentinio.github.YonasValentin/mcp-memory-graphv2.10.3

Local-first memory MCP server for Claude Code and any MCP client: hybrid vector + knowledge-graph search, bi-temporal recall, Obsidian sync. Runs 100% on your machine, $0/token.

2Node.jsstdioofficial registry

context tax

queued

security

queued

cold start

queued

freshness

Slowing3mo ago

Install Memory Graph MCP server

Install in Claude Code

claude mcp add memory-graph -- npx -y mcp-memory-graph

Configuration

VariableRequiredSecretDescription
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)

Freshness

Slowing — last maintenance signal 3mo ago. The newest of the signals below sets the band.

  1. Last commit (default branch)

    2026-07-06 · 3mo ago · GitHub

  2. Latest release

    2026-07-06 · 3mo ago · GitHub · v2.10.3

  3. Package published

    no data · npm/PyPI

  4. Registry entry updated

    2026-07-06 · 3mo ago · official registry · v2.10.3

FAQ

›How do I install the Memory Graph MCP server in Claude Code?

Run: claude mcp add memory-graph -- npx -y mcp-memory-graph. For Cursor, VS Code, Claude Desktop and Windsurf, use the install tabs above.

›Does Memory Graph require an API key?

No required environment variables are declared in its published metadata.

›Can I use Memory Graph as a remote (hosted) MCP server?

No hosted endpoint is published; it runs locally over stdio.

›Is Memory Graph in the official MCP registry?

Yes, as io.github.YonasValentin/mcp-memory-graph.

Alternatives to Memory Graph

Other notes & knowledge MCP servers.

View all