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:

memory_save with content (the insight), concepts (comma-separated keywords), files (comma-separated paths).
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.

agentmemory-mcp-tools

Quick start

Tool families

Workflow