MCP Memory Graph runs on your own machine — the client starts it, so there is no endpoint to ping. 84 installs a week from npm. Last commit 6 Jul 2026.
Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.
We read the source, 18 h ago · rules 3dff92dd89df
What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.
~/Library/LaunchAgents/com.mcp-memory.consolidate.plist (macOS)
const child = spawn(
const p = path.join(hooksDir, hook);
Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.
We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.
This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.
claude mcp add mcp-memory-graph -- npx -y mcp-memory-graph
{
"mcpServers": {
"mcp-memory-graph": {
"args": [
"-y",
"mcp-memory-graph"
],
"command": "npx"
}
}
}
[mcp_servers.mcp-memory-graph]
command = "npx"
args = ["-y", "mcp-memory-graph"]
{
"mcpServers": {
"mcp-memory-graph": {
"args": [
"-y",
"mcp-memory-graph"
],
"command": "npx"
}
}
}
{
"mcpServers": {
"mcp-memory-graph": {
"args": [
"-y",
"mcp-memory-graph"
],
"command": "npx"
}
}
}
This one needs environment variables set before it will start:
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)).
The author declared them in the registry entry; get the values from the project itself.
Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.
Local-first memory system for AI agents with hybrid search and graph reasoning
Local-first multilingual, auditable memory for Codex, Claude Code, and MCP clients.
Long-term memory for Claude Code, Cursor and any MCP client, with a searchable web dashboard.
Local-first MCP server for Claude/Codex project wiki and graph workflows
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
Persistent memory for Claude Code — offline, single-file, hybrid search.
Local codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Answers built from our own checks of this server.