Mcpunk
MCPunk is a codebase conversation tool that does not require embedding, which helps LLMs understand codebases through intelligent search of code blocks.
2.5 points
5.7K

What is MCPunk?

MCPunk is a server based on the Model Context Protocol (MCP) that allows you to explore and understand codebases through conversations. It achieves intelligent navigation by breaking files into logical blocks (such as functions, classes, Markdown sections) and empowering large language model tools to search these blocks.

How to use MCPunk?

MCPunk can be integrated into your development environment with simple settings, for example, used in conjunction with Claude Desktop. Just a few lines of configuration are needed to start querying specific information in the codebase.

Applicable Scenarios

MCPunk is very suitable for scenarios where you need to quickly locate code logic, analyze complex project structures, or conduct code reviews. Whether you are an individual developer or working in a team, it can significantly improve efficiency.

Main Features

Project Configuration
Divide an entire directory and its files into logical blocks (such as functions, classes, Markdown sections) for subsequent search.
File Search
Find files containing specific text based on keywords.
Block-level Search
Find logical blocks containing specific text in a specified file.
Code Snippet Viewing
Get the complete content of a specific logical block.
Git Analysis
Parse the recently checked branch history and generate a difference report.
Advantages
Simple and easy to use without complex embedded configuration
Supports file parsing of multiple programming languages
Provides clear context search capabilities
Supports human intervention to optimize the search process
Limitations
May have limited performance for very large codebases
Does not support fuzzy search and requires exact matching
Some advanced features still need manual adjustment

How to Use

Install uv
Install the uv tool according to the official documentation, which is the basis for running the MCP service.
Configure Claude Desktop
Edit the configuration file of Claude Desktop and add the definition of the MCPunk server.
Restart Claude Desktop
Restart the client after saving the configuration and wait for the MCPunk tool to finish loading.

Usage Examples

Set up a project and query how Python files are chunked
Ask MCPunk how to set up a Python project and understand its file chunking logic.
Review PR changes
Compare the differences between the current branch and the target branch and guide others on how to quickly review the code.

Frequently Asked Questions

Does MCPunk support multiple programming languages?
Why are my search results not accurate enough?
Does MCPunk support caching?

Related Resources

GitHub Repository
The official code repository of the MCPunk project
MCP Protocol Documentation
Detailed introduction to the Model Context Protocol
Claude Desktop Official Website
Installation guide for Claude Desktop

Installation

Copy the following command to your Client for configuration
{
  "mcpServers": {
    "MCPunk": {
      "command": "uvx",
      "args": ["mcpunk"]
    }
  }
}

{
  "mcpServers": {
    "MCPunk": {
      "command": "uvx",
      "args": ["mcpunk"],
      "env": {
        "MCPUNK_INCLUDE_CHARS_IN_RESPONSE": "false"
      }
    }
  }
}

{
  "mcpServers": {
    "MCPunk": {
      "command": "/Users/michael/.local/bin/uvx",
      "args": [
        "--from",
        "/Users/michael/git/mcpunk",
        "--no-cache",
        "mcpunk"
      ]
    }
  }
}
Note: Your key is sensitive information, do not share it with anyone.

Alternatives

R
Rsdoctor
Rsdoctor is a build analysis tool specifically designed for the Rspack ecosystem, fully compatible with webpack. It provides visual build analysis, multi - dimensional performance diagnosis, and intelligent optimization suggestions to help developers improve build efficiency and engineering quality.
TypeScript
8.0K
5 points
N
Next Devtools MCP
The Next.js development tools MCP server provides Next.js development tools and utilities for AI programming assistants such as Claude and Cursor, including runtime diagnostics, development automation, and document access functions.
TypeScript
9.8K
5 points
T
Testkube
Testkube is a test orchestration and execution framework for cloud-native applications, providing a unified platform to define, run, and analyze tests. It supports existing testing tools and Kubernetes infrastructure.
Go
5.5K
5 points
M
MCP Windbg
An MCP server that integrates AI models with WinDbg/CDB for analyzing Windows crash dump files and remote debugging, supporting natural language interaction to execute debugging commands.
Python
10.0K
5 points
R
Runno
Runno is a collection of JavaScript toolkits for securely running code in multiple programming languages in environments such as browsers and Node.js. It achieves sandboxed execution through WebAssembly and WASI, supports languages such as Python, Ruby, JavaScript, SQLite, C/C++, and provides integration methods such as web components and MCP servers.
TypeScript
9.3K
5 points
N
Netdata
Netdata is an open-source real-time infrastructure monitoring platform that provides second-level metric collection, visualization, machine learning-driven anomaly detection, and automated alerts. It can achieve full-stack monitoring without complex configuration.
Go
9.9K
5 points
M
MCP Server
The Mapbox MCP Server is a model context protocol server implemented in Node.js, providing AI applications with access to Mapbox geospatial APIs, including functions such as geocoding, point - of - interest search, route planning, isochrone analysis, and static map generation.
TypeScript
7.9K
4 points
U
Uniprof
Uniprof is a tool that simplifies CPU performance analysis. It supports multiple programming languages and runtimes, does not require code modification or additional dependencies, and can perform one-click performance profiling and hotspot analysis through Docker containers or the host mode.
TypeScript
7.3K
4.5 points
N
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
19.7K
4.5 points
M
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
30.9K
5 points
G
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
21.5K
4.3 points
D
Duckduckgo MCP Server
Certified
The DuckDuckGo Search MCP Server provides web search and content scraping services for LLMs such as Claude.
Python
65.3K
4.3 points
F
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
59.1K
4.5 points
U
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#
27.8K
5 points
M
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
43.6K
4.8 points
G
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
19.6K
4.5 points
AIBase
Zhiqi Future, Your AI Solution Think Tank
© 2026AIBase