Orama Hybrid Search Query Builder MCP Connector for Claude

The Orama Hybrid Search Query Builder acts as a specialized bridge for AI agents to interact with the Orama search engine. It solves the complex problem of constructing nested, hierarchical JSON payloads required by Orama's 'where' clause syntax. By providing a flat dictionary of filters, this MCP server uses deterministic V8 object mapping to transform simple key-value pairs into precise comparison operators like eq, gt, and lt. This ensures that agents can perform advanced filtering—such as range queries on prices or dates—without the risk of generating invalid syntax. Use build_orama_query to generate your payload, validate_filter_syntax to check for errors before construction, and get_operator_mapping_summary to understand the supported operator tiers.