Overview
Features
VectorSearch
Perform vector similarity search on embeddings within a collection, returning top results with optional limit and minScore, and supporting additional filters.
HybridSearch
Combine vector similarity with text search to improve results, with configurable weights and targeted fields.
Enhanced CreateCollection with Vector Support
CreateCollection now supports enabling vector search and configuring vector properties such as dimension and similarity metric.
FindDistinctValues
Find unique values for a specified field in a collection, with optional filtering.
Optimized Bulk Operations
BulkCreateRecords, BulkUpdateRecords, and BulkDeleteRecords use native batch processing for better performance.
CRUD and Listing Tools
Comprehensive collection and record management tools, including GetCollections, CreateCollection, UpdateCollection, DeleteCollection, ListRecords, GetRecord, CreateRecord, UpdateRecord, and DeleteRecord.
Improved Error Handling
Provides more detailed error messages with error codes to aid diagnostics and debugging.
Utility and Client Setup
Includes OpenBrowser and HelpAddToClient utilities to assist with authentication, setup, and MCP client integration.




