Typesense MCP Server

Performs a vector similarity search on a specific collection. Args: ctx (Context): The MCP context. collection_name (str): The name of the collection to search within. vector_query (str): The vector query string, formatted as 'vector_field:([v1,v2,...], k: num_neighbors)'. query_by (str | None): Optional: Comma-separated list of text fields for hybrid search query ('q' parameter). Defaults to None. filter_by (str | None): Filter conditions to apply before vector search. Defaults to None. sort_by (str | None): Optional sorting criteria (less common for pure vector search). Defaults to None. per_page (int): Number of results per page. Defaults to 10. page (int): Page number to retrieve. Defaults to 1. Returns: dict | str: The vector search results dictionary from Typesense or an error message string.

{ "properties": { "collection_name": { "title": "Collection Name", "type": "string" }, "filter_by": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "title": "Filter By" }, "page": { "default": 1, "title": "Page", "type": "integer" }, "per_page": { "default": 10, "title": "Per Page", "type": "integer" }, "query_by": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "title": "Query By" }, "sort_by": { "anyOf": [ { "type": "string" }, { "type": "null" } ], "default": null, "title": "Sort By" }, "vector_query": { "title": "Vector Query", "type": "string" } }, "required": [ "collection_name", "vector_query" ], "title": "vector_searchArguments", "type": "object" }