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.
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-graphInstall in Cursor
{
"mcpServers": {
"memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
]
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (project).
Install in Claude Desktop
{
"mcpServers": {
"memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
]
}
}
}Settings → Developer → Edit Config (claude_desktop_config.json), then restart.
Install in VS Code
{
"servers": {
"memory-graph": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
]
}
}
}Add to .vscode/mcp.json in your workspace.
Install in Windsurf
{
"mcpServers": {
"memory-graph": {
"command": "npx",
"args": [
"-y",
"mcp-memory-graph"
]
}
}
}Add to ~/.codeium/windsurf/mcp_config.json.
Configuration
| Variable | Required | Secret | Description |
|---|---|---|---|
| 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.
Last commit (default branch)
2026-07-06 · 3mo ago · GitHub
Latest release
2026-07-06 · 3mo ago · GitHub · v2.10.3
Package published
no data · npm/PyPI
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.