mcp-memory-graph

stdiononememory

Persistent memory for AI agents using a semantic knowledge graph. Store, retrieve, and connect memories with semantic search â so your AI remembers context across sessions.

github ↗

Install

How to run this server

[ { "cmd": "pip install mcp-memory-graph", "imports": [] } ]

server path: mcp-memory-graph

Tools

What this server exposes

store_memory

Store with conflict detection and optional auto-resolve

retrieve_memories

Semantic search ranked by similarity × authority

check_conflicts

Preview conflicts before storing

update_memory

Update content/priority with supersession tracking

delete_memory

Soft delete (preserves history)

add_memory_edge

Manually add typed relationship

get_related_memories

Traverse relationship graph for a memory

list_memories

List with filters (status, type, priority)

Configuration

Environment & auth

authnone

Resources

githubhttps://github.com/RetroRobAI/mcp-memory-graph ↗