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Numpy MCP

A mathematical computing MCP server based on NumPy, providing functions such as basic operations, linear algebra, statistical analysis, and polynomial fitting.
2.5 points
17

What is the NumPy MCP Server?

The NumPy MCP server is a mathematical computing tool based on the Model Context Protocol (MCP), providing powerful numerical computing capabilities through standardized interfaces, such as matrix operations, statistical analysis, and polynomial fitting. It is suitable for application scenarios that require efficient mathematical computing.

How to use the NumPy MCP Server?

Users can interact with the server through simple natural language instructions. For example, enter 'Calculate the eigenvalues of the matrix [[1,2],[3,4]]'. The server will automatically parse the request and return the result.

Applicable Scenarios

It is suitable for fields such as scientific research, data analysis, and engineering computing, especially for scenarios that require quickly completing complex mathematical operations.

Main Functions

Basic Arithmetic OperationsSupports basic mathematical operations such as addition and subtraction.
Linear Algebra CalculationProvides functions such as matrix multiplication and eigenvalue decomposition.
Statistical AnalysisSupports the calculation of statistical indicators such as mean, standard deviation, maximum, and minimum values.
Polynomial FittingGenerates a polynomial model of a specified order based on a given point set.

Advantages and Limitations

Advantages
Easy to use. Complex operations can be completed with simple natural language.
Efficient numerical computing capabilities based on the powerful NumPy library.
Supports multiple mathematical fields to meet diverse needs.
Modular design with strong scalability.
Limitations
Processing large-scale data may require higher-performance hardware support.
It depends on external dependencies (such as NumPy), and the compatibility of the installation environment needs to be ensured.
It is only limited to mathematical computing tasks and is not suitable for other types of business logic processing.

How to Use

Install the NumPy MCP Server
Install directly through Claude Desktop or manually clone the code and run it.
Start the Server
Start the server in a local or remote environment to make it available.
Send a Request
Send a mathematical computing request to the server through natural language or specific instructions.

Usage Examples

Example 1: Calculate EigenvaluesThe user wants to calculate the eigenvalues of a specific matrix.
Example 2: Polynomial FittingThe user wants to generate a quadratic polynomial based on a point set.

Frequently Asked Questions

How to install the NumPy MCP server in Claude Desktop?
Does the server support multi - language input?
What should I do if I encounter an error?

Related Resources

NumPy Official Documentation
Learn the basic knowledge and powerful functions of NumPy.
Claude Desktop Official Website
Download and learn how to use Claude Desktop.
GitHub Repository
View the project source code and contribution guidelines.
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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