I have three tools dedicated to this.

save_memory, recall_memory, search

Save memory vectorizes a session, summarizes it, and stores it in SQLite. Recall memory takes vector or a previous tool run id and loads the full text output. Search takes a vector array or string array and searches through the graph using fuzzy matching and vector dot products.

It’s not fancy, but it works really well. gpt-oss