MemoGraph gives Claude a graph-based memory system backed by markdown files with YAML frontmatter. It exposes 19 tools including semantic search, memory CRUD operations, graph traversal with wikilinks, and autonomous hooks that can capture context from queries and responses. You get hybrid retrieval combining keywords and optional vector embeddings, automatic entity extraction (topics, people, action items), and AI-powered tag and link suggestions. The server connects to local vault directories and supports multiple LLM providers for its auto-organization engine. Reach for this when you want Claude to maintain persistent, interconnected knowledge across sessions with smart retrieval that understands relationships between memories, not just keyword matches.
claude mcp add --transport stdio indhar01-memograph uvx memograph