Browse, search, and explore vector data in collections. Find objects, perform semantic searches, sample data, and understand what's in your vector database.
This MCP Bundle Server is compatible with any MCP client including Claude Desktop, Cursor, and other Model Context Protocol implementations.
Search Weaviate vector store using hybrid semantic + keyword search or BM25. Returns ranked results with IDs, titles, and scores.
Browse objects in a collection with rich filtering, sorting, pagination, and property selection. The workhorse tool for exploring data with granular c...
Perform hybrid search combining semantic vector search with keyword matching. Hybrid search combines BM25 keyword search with vector similarity.
Compare two collections to find differences in schemas, object counts, and configurations. Useful for validating migrations or understanding related c...
Universal fetch tool that retrieves any object, schema, or metadata using smart ID routing with colon-separated format. Supports direct object retriev...
List all Weaviate collections with rich filtering options. Supports pattern matching, schema inclusion, object counts, and pagination. Use this for co...
Export collection data including vectors, properties, and metadata for backup or migration.
Connect this Data Exploration MCP Bundle Server to any MCP client in minutes
Compatible with Claude Desktop, Cursor, and all Model Context Protocol clients
Model Context Protocol lets AI tools call external capabilities securely through a single URL. This bundle groups tools behind an MCP endpoint that many clients can use.
Skip the manual setup! Use the .mcpb file format for one-click installation. Check the Claude Desktop tab for setup instructions.
Select ChatGPT, Cursor, Claude Code, or another tab for copy-paste config.