Engram -- persistent memory for local LLMs: MCP server + knowledge graph in a single binary

r/LocalLLaMA
LLMs

Built an MCP server that gives local LLMs actual persistent memory via a knowledge graph. Single binary, single.brain file, runs fully offline. The problem: LLMs forget everything between sessions. Vector DBs find similar text but don't understand relationships or reason over them.