Enables user name resolution and team management with PostgreSQL backend, providing fuzzy user lookup, batch operations, team hierarchy navigation, and calendar insights through natural language queries.
Enables MCP clients such as Claude, ChatGPT and Cursor to answer business questions about sales, customers, orders and spreadsheets in natural language by reading live Postgres/SQLite databases and Google Sheets without exporting files or gaining write access. Guardrails include AST-based read-only SQL validation, read-only database roles, row/byte caps with pagination, PII masking, bearer-token auth for remote HTTP use, and a full JSONL audit log of every tool call.
Enables authenticated members and MCP clients to perform the same lab actions as the web app through an OAuth-protected MCP endpoint, including identity checks now and room booking, receipt filing, document signing, and door opening as features migrate. Actions run against Postgres through a shared registry with each member's permissions.