Code Summarizer
A command - line code summarization tool based on Gemini Flash 2.0, supporting MCP server integration
rating : 2.5 points
downloads : 22
What is the Code Summary MCP Server?
The Code Summary MCP Server is a tool that helps developers quickly understand the structure and content of a codebase. It generates concise summaries of code by integrating language models.How to use the Code Summary MCP Server?
First, start the server. Then, configure your preferred code analysis tools (such as Claude Desktop, Cursor AI) to connect to this server.Use Cases
Suitable for developers or teams who need to quickly understand large codebases, such as beginners in a project or cross - team collaborations.Main Features
Recursive Directory ProcessingAutomatically scans all files in the specified directory and supports ignoring specific folders (such as node_modules).
Support for Multiple Programming LanguagesSupports code summarization for multiple mainstream programming languages such as JavaScript, Python, and Java.
MCP IntegrationSupports seamless integration with other LLM tools (such as Claude Desktop, Cursor AI).
Custom SettingsUsers can adjust the summary length and level of detail according to their needs.
Advantages and Limitations
Advantages
Improve code understanding efficiency
Support multi - tool integration
Flexible configuration options
Limitations
May require more computing resources for large files
Some special file formats may not be fully supported
How to Use
Install Dependencies
Ensure Node.js 18+ is installed and run `npm install` to install dependencies.
Start the MCP Server
Run `npm start -- server` to start the MCP server.
Configure External Tools
Configure according to the requirements of the tools you are using (such as Claude Desktop or Cursor AI).
Usage Examples
Summarize the Entire ProjectRequest to generate summaries of all code files in the current directory.
Get Directory StructureRequest to list all files in a certain directory.
Frequently Asked Questions
Does the MCP server support HTTPS connections?
How to solve the problem of insufficient permissions?
Related Resources
Official Documentation
Detailed user manual and API documentation.
GitHub Repository
Open - source code repository.
Video Tutorial
Quick start guide.
Featured MCP Services

Gitlab MCP Server
Certified
The GitLab MCP server is a project based on the Model Context Protocol that provides a comprehensive toolset for interacting with GitLab accounts, including code review, merge request management, CI/CD configuration, and other functions.
TypeScript
121
4.3 points

Notion Api MCP
Certified
A Python-based MCP Server that provides advanced to-do list management and content organization functions through the Notion API, enabling seamless integration between AI models and Notion.
Python
172
4.5 points

Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
860
4.3 points

Markdownify MCP
Markdownify is a multi-functional file conversion service that supports converting multiple formats such as PDFs, images, audio, and web page content into Markdown format.
TypeScript
1.8K
5 points

Figma Context MCP
Framelink Figma MCP Server is a server that provides access to Figma design data for AI programming tools (such as Cursor). By simplifying the Figma API response, it helps AI more accurately achieve one - click conversion from design to code.
TypeScript
6.7K
4.5 points

Unity
Certified
UnityMCP is a Unity editor plugin that implements the Model Context Protocol (MCP), providing seamless integration between Unity and AI assistants, including real - time state monitoring, remote command execution, and log functions.
C#
593
5 points

Minimax MCP Server
The MiniMax Model Context Protocol (MCP) is an official server that supports interaction with powerful text-to-speech, video/image generation APIs, and is suitable for various client tools such as Claude Desktop and Cursor.
Python
778
4.8 points

Gmail MCP Server
A Gmail automatic authentication MCP server designed for Claude Desktop, supporting Gmail management through natural language interaction, including complete functions such as sending emails, label management, and batch operations.
TypeScript
310
4.5 points