MCP tools

The OpenBrain MCP server registers these tools (snake_case names for Node/cutover parity):

Tool	Purpose
memory_ingest	Store a new memory
memory_search	Semantic search with optional metadata filters
memory_get	Fetch one memory by id
memory_update	Update content/metadata (admin)
memory_delete	Soft-delete (admin)
memory_upsert	Keyed upsert by externalKey
memory_ingest_batch	Batch ingest or upsert
openbrain_health	Readiness probe (database + embeddings)

See Connect your AI app for non-technical setup, or MCP setup (technical) for manual configuration.