Meilisearch Hybrid Search

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Meilisearch

Meilisearch Hybrid Search MCP Server

This MCP (Model Control Protocol) server provides a tool for performing hybrid searches on a Meilisearch index. It allows combining keyword-based search with semantic vector search.

Environment Variables

Set the following environment variables before running the server:

export MEILI_HOST="http://your-meilisearch-instance:7700" # Meilisearch host URL
export MEILI_API_KEY="your_api_key"                     # Meilisearch API key (if required)
export MEILI_INDEX="your_index_name"                    # The name of the index to search in
export MEILI_EMBEDDER="your_embedder_name"              # The name of the embedder configured in Meilisearch (e.g., 'default', 'myOpenai')
export MEILI_FILTERABLE_ATTRIBUTES="attr1,attr2"        # Comma-separated filterable attributes for AI awareness (from index settings)

Building and Running

Build the server:

go build -o meilisearch-hybrid-search-mcp .

## windows
GOOS=windows GOARCH=amd64 go build -o meilisearch-hybrid-search-mcp.exe .
## linux
GOOS=linux GOARCH=amd64 go build -o meilisearch-hybrid-search-mcp .
## mac
GOOS=macos GOARCH=amd64 go build -o meilisearch-hybrid-search-mcp .

Run the server:

./meilisearch-hybrid-search-mcp

The server will listen on standard input/output.

Available Tool: hybrid_search

This tool performs a hybrid search on the configured Meilisearch index.

Description: Hybrid search your documents in Meilisearch index.

Arguments:

  • keywords (string, required): The search query keywords.
  • semantic_ratio (number, optional, default: 0.5): Controls the balance between keyword and semantic search.
    • 0.0: Pure keyword search.
    • 1.0: Pure semantic search.
    • 0.5: Balanced keyword and semantic search.
  • filterable_attribute (string, optional): The attribute name to filter results on (e.g., "genre", "author"). Requires filter_word.
  • filter_word (string, optional): The value to filter the specified filterable_attribute by (e.g., "Drama", "Tolkien"). Requires filterable_attribute.