mem-search

Search past decisions and notes using dual-mode retrieval that combines FTS5 keyword lookup for exact matches and TF-IDF vector semantic search to catch paraphrases. This returns relevant records from persistent memory without manual log searching.

Retrieve deployment error context by querying memory with semantic search, then fetch the full observation record by id. This confirms original mitigation details and provides complete contextual information for synthesis before taking action.

Filter memory search results by type including decision, error, insight, file_edit, tool_use, note, and summary. This narrows retrieval to focus on the most relevant memories matching your specific query intent.

Semantic search works with paraphrased queries using TF-IDF vectors to catch related concepts even when exact keywords are absent. This broader retrieval complements FTS5 exact keyword matching for comprehensive memory coverage.

Fetch the full observation record by using its id after an initial search. This allows reading complete details and synthesizing information before taking action, ensuring accurate context retrieval from persistent memory.

FTS5 keyword search alone misses paraphrases and related concepts that TF-IDF semantic search captures. Relying solely on exact keyword matching limits memory retrieval coverage when query phrasing differs from stored note content.