M

Meilisearch Hybrid Search

The Meilisearch Hybrid Search MCP service provides a hybrid search function that combines keywords and semantic vectors.
2.5 points
24

What is the Meilisearch Hybrid Search MCP Server?

The Meilisearch Hybrid Search MCP Server is a tool that combines keyword search and semantic vector search, which can improve the search ability of Meilisearch indexes. It is particularly suitable for scenarios that require a combination of precise keywords and intelligent semantic analysis.

How to use the Meilisearch Hybrid Search MCP Server?

By setting environment variables and running the server, you can easily perform hybrid search operations, supporting flexible adjustment of keyword and semantic weights.

Applicable Scenarios

Suitable for application scenarios that require high - precision keyword matching and intelligent semantic recommendation, such as e - commerce product search, knowledge base retrieval, and content recommendation systems.

Main Features

Hybrid Search ModeCombines keyword search and semantic vector search to balance precision and intelligence.
Filtering FunctionSupports filtering search results based on specified attributes (such as category, author).
Flexible Weight ControlAllows users to customize the ratio of keyword and semantic search.

Advantages and Limitations

Advantages
Supports efficient hybrid search, taking into account both precision and semantic intelligence.
Simple configuration and easy to integrate into existing systems.
Supports flexible filtering functions to improve the relevance of search results.
Limitations
Requires a Meilisearch instance and a configured embedding model.
May require higher hardware resource support for large - scale data sets.

How to Use

Installation and Configuration
Set the necessary environment variables (such as Meilisearch instance URL, API key, index name, etc.).
Build the Server
Build the MCP server using the Go compilation tool.
Start the Server
Run the server and listen to standard input and output.

Usage Examples

E - commerce Product SearchSearch for products related to "Smart Speakers" on an e - commerce platform and filter out products with a price lower than 500 yuan.
Knowledge Base RetrievalSearch for articles about "Deep Learning" in the knowledge base and filter out content published in the last year.

Frequently Asked Questions

How to install the Meilisearch Hybrid Search MCP Server?
How to adjust the semantic ratio in hybrid search?
Does it support multi - language search?

Related Resources

Meilisearch Official Documentation
The official documentation of Meilisearch, which details its functions and usage.
GitHub Project Repository
The GitHub repository of the open - source project, containing source code and contribution guidelines.
Video Tutorial
A video tutorial on how to quickly get started with the Meilisearch Hybrid Search MCP Server.
Installation
Copy the following command to your Client for configuration
Note: Your key is sensitive information, do not share it with anyone.
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