Agentmemory MCP Tools

agentmemory exposes its full capability set as MCP tools. This skill is the index: it tells you which tool to reach for and where to find exact parameters.

Quick start

Save then recall:

1. memory_save with content (the insight), concepts (comma-separated keywords), files (comma-separated paths).
2. memory_smart_search with query and limit to retrieve it later. This runs hybrid BM25 plus vector plus graph-expanded search.

Tool families

• Capture: memory_save, memory_observe flows, memory_compress_file.
• Retrieve: memory_smart_search, memory_recall, memory_file_history, memory_timeline, memory_vision_search.
• Sessions and commits: memory_sessions, memory_commits, memory_commit_lookup.
• Knowledge and graph: memory_lesson_save, memory_lesson_recall, memory_graph_query, memory_relations, memory_patterns, memory_crystallize.
• Structured slots: memory_slot_create, memory_slot_append, memory_slot_get, memory_slot_list, memory_slot_replace, memory_slot_delete.
• Governance and health: memory_governance_delete, memory_audit, memory_verify, memory_heal, memory_diagnose.

Workflow

1. Pick the narrowest tool for the task. Prefer memory_smart_search for open recall, memory_recall when you already have a focused query, memory_sessions for session listings.
2. Look up exact parameter names and which are required in REFERENCE.md before calling.
3. Pass only documented fields. REST handlers whitelist fields and drop unknown ones.

See also

• agentmemory-rest-api for the HTTP equivalents.
• agentmemory-config for tool-visibility and feature flags.
• The user-invocable action skills (remember, recall, recap, handoff, forget) wrap the most common tools.

Reference

Full tool table with parameters and the core-set marking lives in REFERENCE.md, generated from source so it never drifts.