Store a memory in MemOS, visible to both human and Paperclip agent searches.

The content is sanitized (credentials, API keys, tokens, JWTs etc. are redacted) before being stored. Use this to capture decisions, conventions, debugging insights, or anything you want to recall later — or want your Paperclip agents to know about on their next run.

Args: content: The text to remember. Will be auto-sanitized for credentials. category: One of decision, learning, fact, preference, note, convention. project: Optional project tag, e.g. "paperclip", "accounts", "memos". tags: Optional free-form tag list.

Search MemOS for memories matching a query.

Returns the top matches as a markdown list with score, source, category, project, and content excerpt. Searches the same scope that Paperclip agents read from, so results include both human notes and any agent KB entries (completed issues, executive briefs, indexed documents).

Args: query: Natural language query, e.g. "rename routine convention". top_k: Maximum number of results to return (default 5, max 25). only_human: If True, filter results to entries with [source: human]. Use this when you specifically want notes Seth wrote, not agent runs.

List recent memories from the last N hours.

Useful for "what was I working on yesterday?". Searches with a wildcard query then sorts client-side by stored_at timestamp.

Args: hours: How many hours back to look (default 24). source: Optional filter on the [source: ...] tag, e.g. "human".