huang_de_jun
feat: poc for code complexity analyser
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metadata
title: Code Complexity Analyzer
emoji: 📊
colorFrom: gray
colorTo: pink
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
license: mit
short_description: An MCP Server to analyse Python code complexity

Code Complexity Analyzer MCP Server

Category: Enterprise MCP Server Tags: building-mcp-track-enterprise

Overview

An MCP server that analyzes Python code complexity and provides actionable insights about code quality, maintainability, and potential refactoring opportunities.

Features

1. Cyclomatic Complexity Analysis

  • Calculates cyclomatic complexity metric
  • Provides complexity level assessment (Low/Moderate/High/Critical)
  • Offers specific refactoring recommendations

2. Code Metrics

  • Lines of Code (LOC)
  • Source Lines of Code (SLOC)
  • Comment lines and ratio
  • Function and class counts
  • Comment-to-code ratio analysis

3. Code Smell Detection

  • Long functions (>50 lines)
  • Too many parameters (>5)
  • Deep nesting (>4 levels)
  • Duplicate code detection

4. Comprehensive Analysis

  • Combined report with all metrics
  • Markdown-formatted output
  • Clear recommendations

Installation

pip install "gradio[mcp]"

Usage

Running the MCP Server

python server.py

The server will start on http://0.0.0.0:7860 with MCP protocol enabled.

MCP Tools Available

  1. full_code_analysis - Complete code analysis with all metrics
  2. calculate_cyclomatic_complexity - Complexity calculation only
  3. analyze_code_metrics - Code metrics only
  4. detect_code_smells - Code smell detection only

Example Usage

# Example code to analyze
code = """
def complex_function(a, b, c, d, e, f):
    if a > 0:
        if b > 0:
            if c > 0:
                if d > 0:
                    if e > 0:
                        return a + b + c + d + e + f
    return 0
"""

Why This Matters

  • For Teams: Maintain code quality standards across projects
  • For Developers: Get immediate feedback on code complexity
  • For Code Reviews: Automated complexity assessment
  • For Legacy Code: Identify refactoring priorities

Technical Details

  • Built with Gradio MCP server capabilities
  • AST-based Python code analysis
  • Real-time complexity calculation
  • No external dependencies for analysis

Future Enhancements

  • Support for more programming languages
  • Integration with CI/CD pipelines
  • Historical complexity tracking
  • Custom complexity thresholds
  • Team-wide analytics dashboard