MemoryGraph — Graph MCP Memory Server (pipx)

Main

• Treat memory as a tool you must invoke: README notes agents won’t use memory automatically unless you prompt or configure storage triggers.

• Start with the default SQLite backend, then add extras only when you need a different backend (README shows optional pipx extras installs).

• Use a simple memory protocol in your project docs (CLAUDE.md/AGENTS.md) to standardize when to recall and store memories.

Source-backed notes

• README describes MemoryGraph as a graph-based MCP memory server for AI coding agents with persistent storage across sessions.
• README quick start shows pipx install memorygraphMCP and adding it to Claude Code via claude mcp add ... memorygraph -- memorygraph.
• README documents Core vs Extended tool profiles (Core: 9 tools; Extended: 12 tools) and an --profile extended flag.

FAQ

• Will my agent store memories automatically?: Not by default — README says you must prompt or configure memory triggers.
• Can it work with other MCP clients?: Yes — README lists multiple MCP clients and provides quickstart docs for each.
• How do I start simple?: Use the default SQLite backend and Core profile; only enable Extended when you need deeper stats/queries.