Nuanced MCP

A server based on the MCP protocol that provides code call graph analysis capabilities for LLMs through the nuanced library

Developer tools Artificial intelligence chatbots #Code Analysis #Call Graph #AI Programming #Dependency Tracking .Python

rating : 2.5 points

downloads : 21

update time : 2025-04-28

What is the Nuanced MCP Server?

The Nuanced MCP Server is a tool focused on code structure analysis. It helps LLMs better understand and assist in code writing by invoking functions such as function call graphs.

How to use the Nuanced MCP Server?

Users can initialize the code repository, obtain function call graphs, etc. through simple commands to achieve efficient code analysis.

Applicable Scenarios

Suitable for developers who need to deeply understand code logic, optimize code structure, or quickly locate dependencies.

Main Features

Initialize the Code GraphInitialize the function call graph for the specified code repository.

Explore Function Call RelationshipsView the call relationships between a specific function and other functions.

Analyze DependenciesIdentify module or file dependencies in the code.

Impact AnalysisEvaluate the impact of modifying a certain function on the entire code repository.

Advantages and Limitations

Advantages

Improve code analysis efficiency

Support the understanding of complex code structures

Enhance the code suggestion ability of AI assistants

Limitations

May require more computing resources for large code repositories

The initial setup process may be more complicated

How to Use

Installation and Configuration

Ensure that the Nuanced MCP Server is installed and the environment variables are correctly configured.

Start the Server

Run the Nuanced MCP Server to listen for requests.

Perform Initialization

Initialize the function call graph of the target code repository.

Usage Examples

Example 1: Initialize the Code RepositoryInitialize the function call graph for a Python project.

Example 2: Analyze Function Call RelationshipsView the call chain between a certain function and other functions.

Frequently Asked Questions

How to install the Nuanced MCP Server?

Does it support multi-language code repositories?

Related Resources

Official Documentation

Understand the MCP protocol and its applications.

GitHub Code Repository

Access the source code of the Nuanced MCP Server.

🚀 Nuanced MCP Server

This Nuanced MCP server enables large language models to understand code structures through the nuanced library, offering the following capabilities:

Initialize the code graph of a repository.
Explore function call relationships.
Analyze dependencies between functions.
Provide more context-aware code assistance.

🚀 Quick Start

To use this server with Claude Desktop, add the following content to your claude_desktop_config.json:

UV

{
  "mcpServers": {
    "nuanced": {
      "command": "uv",
      "args": [
        "--directory",
        "/path/to/nuanced-mcp",
        "run",
        "nuanced_mcp_server.py"
      ]
    }
  }
}

✨ Features

Initialize the code graph of a repository.
Explore function call relationships.
Analyze dependencies between functions.
Provide more context-aware code assistance.

📚 Documentation

API

Tools

API Name	Description	Input
`initialize_graph`	Initialize the code graph for a given repository path.	`repo_path` (string)
`switch_repository`	Switch to another initialized repository.	`repo_path` (string)
`list_repositories`	List all initialized repositories.	None
`get_function_call_graph`	Get the call graph for a specific function.	`file_path` (string), `function_name` (string), `repo_path` (string, optional) - If not specified, use the active repository.
`analyze_dependencies`	Find all module or file dependencies in the codebase.	At least one of: `file_path` (string, optional), `module_name` (string, optional)
`analyze_change_impact`	Analyze the impact of changing a specific function.	`file_path` (string), `function_name` (string)

Resources

API Name	Description	Parameters
`graph://summary`	Get a summary of the currently loaded code graph.	None
`graph://repo/{repo_path}/summary`	Get a summary of the code graph for a specific repository.	`repo_path` (string) - Repository path
`graph://function/{file_path}/{function_name}`	Get detailed information about a specific function.	`file_path` (string) - File path containing the function, `function_name` (string) - Name of the function to analyze

Prompts

API Name	Description	Parameters
`analyze_function`	Create a prompt to analyze a function with its call graph.	`file_path` (string) - File path containing the function, `function_name` (string) - Name of the function to analyze
`impact_analysis`	Create a prompt to analyze the impact of changing a function.	`file_path` (string) - File path containing the function, `function_name` (string) - Name of the function to analyze
`analyze_dependencies_prompt`	Create a prompt to analyze file or module dependencies.	At least one of: `file_path` (string, optional), `module_name` (string, optional)