Meilisearch Hybrid Search MCP Server
by miiton
This MCP server provides a tool for performing hybrid searches on a Meilisearch index, combining keyword-based search with semantic vector search. It allows for fine-grained control over the balance between keyword and semantic relevance.
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What is Meilisearch Hybrid Search MCP Server?
This is an MCP (Model Control Protocol) server designed to enhance Meilisearch's search capabilities by enabling hybrid search. It combines traditional keyword-based search with semantic vector search to improve search relevance and accuracy.
How to use Meilisearch Hybrid Search MCP Server?
- Set the required environment variables (MEILI_HOST, MEILI_API_KEY, MEILI_INDEX, MEILI_EMBEDDER, MEILI_FILTERABLE_ATTRIBUTES). 2. Build the server using
go build. 3. Run the server. 4. Use thehybrid_searchtool via standard input/output, providing the necessary arguments (keywords, semantic_ratio, filterable_attribute, filter_word).
Key features of Meilisearch Hybrid Search MCP Server
Hybrid keyword and semantic search
Control over keyword/semantic balance (semantic_ratio)
Filtering based on attribute values
Easy integration with Meilisearch
MCP interface
Use cases of Meilisearch Hybrid Search MCP Server
Improving search relevance in e-commerce platforms
Enhancing document retrieval systems
Powering AI-driven search applications
Personalized search experiences based on user preferences
FAQ from Meilisearch Hybrid Search MCP Server
What is the purpose of the semantic_ratio?
What is the purpose of the semantic_ratio?
The semantic_ratio controls the balance between keyword and semantic search. A value of 0.0 indicates pure keyword search, 1.0 indicates pure semantic search, and 0.5 represents a balanced approach.
What environment variables are required?
What environment variables are required?
The required environment variables are MEILI_HOST, MEILI_API_KEY, MEILI_INDEX, MEILI_EMBEDDER, and MEILI_FILTERABLE_ATTRIBUTES.
How do I specify filterable attributes?
How do I specify filterable attributes?
The MEILI_FILTERABLE_ATTRIBUTES environment variable should contain a comma-separated list of attribute names that are configured as filterable in your Meilisearch index settings.
What is the hybrid_search tool?
What is the hybrid_search tool?
The hybrid_search tool is the primary function of this server, allowing you to perform hybrid searches on your Meilisearch index.
How do I build the server for different operating systems?
How do I build the server for different operating systems?
Use the go build command with the GOOS and GOARCH environment variables set accordingly (e.g., GOOS=windows GOARCH=amd64 for Windows).