huang_de_jun commited on
Commit ·
f44fd20
1
Parent(s): 70be908
feat: poc for code complexity analyser
Browse files- .gitignore +50 -0
- .python-version +1 -0
- README.md +94 -1
- app.py +271 -0
- pyproject.toml +9 -0
- uv.lock +0 -0
.gitignore
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@@ -0,0 +1,50 @@
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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# Virtual Environment
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venv/
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env/
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ENV/
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.venv
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# IDE
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.vscode/
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.idea/
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*.swp
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*.swo
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*~
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# OS
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.DS_Store
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Thumbs.db
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# Logs
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*.log
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# Testing
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.pytest_cache/
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.coverage
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htmlcov/
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# Gradio
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gradio_cached_examples/
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flagged/
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.python-version
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@@ -0,0 +1 @@
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3.13
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README.md
CHANGED
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@@ -11,4 +11,97 @@ license: mit
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short_description: An MCP Server to analyse Python code complexity
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---
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-
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short_description: An MCP Server to analyse Python code complexity
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---
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# Code Complexity Analyzer MCP Server
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**Category**: Enterprise MCP Server
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**Tags**: `building-mcp-track-enterprise`
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## Overview
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An MCP server that analyzes Python code complexity and provides actionable insights about code quality, maintainability, and potential refactoring opportunities.
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## Features
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### 1. Cyclomatic Complexity Analysis
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- Calculates cyclomatic complexity metric
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- Provides complexity level assessment (Low/Moderate/High/Critical)
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- Offers specific refactoring recommendations
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### 2. Code Metrics
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- Lines of Code (LOC)
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- Source Lines of Code (SLOC)
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- Comment lines and ratio
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- Function and class counts
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- Comment-to-code ratio analysis
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### 3. Code Smell Detection
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- Long functions (>50 lines)
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- Too many parameters (>5)
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- Deep nesting (>4 levels)
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- Duplicate code detection
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### 4. Comprehensive Analysis
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- Combined report with all metrics
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- Markdown-formatted output
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- Clear recommendations
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## Installation
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```bash
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pip install "gradio[mcp]"
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```
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## Usage
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### Running the MCP Server
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```bash
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python server.py
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```
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The server will start on `http://0.0.0.0:7860` with MCP protocol enabled.
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### MCP Tools Available
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| 65 |
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1. `full_code_analysis` - Complete code analysis with all metrics
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2. `calculate_cyclomatic_complexity` - Complexity calculation only
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3. `analyze_code_metrics` - Code metrics only
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4. `detect_code_smells` - Code smell detection only
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### Example Usage
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```python
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# Example code to analyze
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code = """
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def complex_function(a, b, c, d, e, f):
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if a > 0:
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if b > 0:
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if c > 0:
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if d > 0:
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if e > 0:
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return a + b + c + d + e + f
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return 0
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"""
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```
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## Why This Matters
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| 88 |
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- **For Teams**: Maintain code quality standards across projects
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| 90 |
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- **For Developers**: Get immediate feedback on code complexity
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- **For Code Reviews**: Automated complexity assessment
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- **For Legacy Code**: Identify refactoring priorities
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## Technical Details
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- Built with Gradio MCP server capabilities
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- AST-based Python code analysis
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- Real-time complexity calculation
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- No external dependencies for analysis
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## Future Enhancements
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- Support for more programming languages
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- Integration with CI/CD pipelines
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- Historical complexity tracking
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- Custom complexity thresholds
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- Team-wide analytics dashboard
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app.py
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| 1 |
+
"""
|
| 2 |
+
Code Complexity Analyzer MCP Server
|
| 3 |
+
|
| 4 |
+
This MCP server analyzes Python code complexity and provides insights
|
| 5 |
+
about code quality, maintainability, and potential refactoring opportunities.
|
| 6 |
+
|
| 7 |
+
Tags: building-mcp-track-enterprise
|
| 8 |
+
"""
|
| 9 |
+
|
| 10 |
+
import ast
|
| 11 |
+
import re
|
| 12 |
+
from typing import Dict, List, Tuple
|
| 13 |
+
import gradio as gr
|
| 14 |
+
|
| 15 |
+
|
| 16 |
+
def calculate_cyclomatic_complexity(code: str) -> Dict[str, any]:
|
| 17 |
+
"""
|
| 18 |
+
Calculate cyclomatic complexity of Python code.
|
| 19 |
+
|
| 20 |
+
Args:
|
| 21 |
+
code: Python source code as a string
|
| 22 |
+
|
| 23 |
+
Returns:
|
| 24 |
+
Dictionary with complexity metrics
|
| 25 |
+
"""
|
| 26 |
+
try:
|
| 27 |
+
tree = ast.parse(code)
|
| 28 |
+
except SyntaxError as e:
|
| 29 |
+
return {"error": f"Syntax error in code: {str(e)}"}
|
| 30 |
+
|
| 31 |
+
complexity = 1 # Base complexity
|
| 32 |
+
|
| 33 |
+
# Count decision points that increase complexity
|
| 34 |
+
for node in ast.walk(tree):
|
| 35 |
+
if isinstance(node, (ast.If, ast.While, ast.For, ast.ExceptHandler)):
|
| 36 |
+
complexity += 1
|
| 37 |
+
elif isinstance(node, ast.BoolOp):
|
| 38 |
+
complexity += len(node.values) - 1
|
| 39 |
+
elif isinstance(node, (ast.ListComp, ast.DictComp, ast.SetComp, ast.GeneratorExp)):
|
| 40 |
+
complexity += 1
|
| 41 |
+
|
| 42 |
+
# Determine complexity level
|
| 43 |
+
if complexity <= 10:
|
| 44 |
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level = "Low (Simple)"
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| 45 |
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recommendation = "Code is easy to understand and maintain."
|
| 46 |
+
elif complexity <= 20:
|
| 47 |
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level = "Moderate"
|
| 48 |
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recommendation = "Consider breaking into smaller functions."
|
| 49 |
+
elif complexity <= 50:
|
| 50 |
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level = "High"
|
| 51 |
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recommendation = "Refactoring strongly recommended. Break into smaller, focused functions."
|
| 52 |
+
else:
|
| 53 |
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level = "Very High (Critical)"
|
| 54 |
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recommendation = "Immediate refactoring required. Code is difficult to test and maintain."
|
| 55 |
+
|
| 56 |
+
return {
|
| 57 |
+
"cyclomatic_complexity": complexity,
|
| 58 |
+
"complexity_level": level,
|
| 59 |
+
"recommendation": recommendation
|
| 60 |
+
}
|
| 61 |
+
|
| 62 |
+
|
| 63 |
+
def analyze_code_metrics(code: str) -> Dict[str, any]:
|
| 64 |
+
"""
|
| 65 |
+
Analyze various code metrics including LOC, functions, classes, etc.
|
| 66 |
+
|
| 67 |
+
Args:
|
| 68 |
+
code: Python source code as a string
|
| 69 |
+
|
| 70 |
+
Returns:
|
| 71 |
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Dictionary with code metrics
|
| 72 |
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"""
|
| 73 |
+
try:
|
| 74 |
+
tree = ast.parse(code)
|
| 75 |
+
except SyntaxError as e:
|
| 76 |
+
return {"error": f"Syntax error in code: {str(e)}"}
|
| 77 |
+
|
| 78 |
+
lines = code.split('\n')
|
| 79 |
+
loc = len(lines)
|
| 80 |
+
|
| 81 |
+
# Count non-empty, non-comment lines
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| 82 |
+
sloc = sum(1 for line in lines if line.strip() and not line.strip().startswith('#'))
|
| 83 |
+
|
| 84 |
+
# Count comments
|
| 85 |
+
comments = sum(1 for line in lines if line.strip().startswith('#'))
|
| 86 |
+
|
| 87 |
+
# Count functions and classes
|
| 88 |
+
functions = sum(1 for node in ast.walk(tree) if isinstance(node, ast.FunctionDef))
|
| 89 |
+
classes = sum(1 for node in ast.walk(tree) if isinstance(node, ast.ClassDef))
|
| 90 |
+
|
| 91 |
+
# Calculate comment ratio
|
| 92 |
+
comment_ratio = (comments / sloc * 100) if sloc > 0 else 0
|
| 93 |
+
|
| 94 |
+
return {
|
| 95 |
+
"lines_of_code": loc,
|
| 96 |
+
"source_lines_of_code": sloc,
|
| 97 |
+
"comment_lines": comments,
|
| 98 |
+
"comment_ratio_percent": round(comment_ratio, 2),
|
| 99 |
+
"functions": functions,
|
| 100 |
+
"classes": classes
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
|
| 104 |
+
def detect_code_smells(code: str) -> List[str]:
|
| 105 |
+
"""
|
| 106 |
+
Detect common code smells in Python code.
|
| 107 |
+
|
| 108 |
+
Args:
|
| 109 |
+
code: Python source code as a string
|
| 110 |
+
|
| 111 |
+
Returns:
|
| 112 |
+
List of detected code smells
|
| 113 |
+
"""
|
| 114 |
+
smells = []
|
| 115 |
+
|
| 116 |
+
try:
|
| 117 |
+
tree = ast.parse(code)
|
| 118 |
+
except SyntaxError:
|
| 119 |
+
return ["Syntax error prevents analysis"]
|
| 120 |
+
|
| 121 |
+
# Check for long functions (>50 lines)
|
| 122 |
+
for node in ast.walk(tree):
|
| 123 |
+
if isinstance(node, ast.FunctionDef):
|
| 124 |
+
if hasattr(node, 'end_lineno') and hasattr(node, 'lineno'):
|
| 125 |
+
func_lines = node.end_lineno - node.lineno
|
| 126 |
+
if func_lines > 50:
|
| 127 |
+
smells.append(f"Long function '{node.name}' ({func_lines} lines)")
|
| 128 |
+
|
| 129 |
+
# Check for too many parameters
|
| 130 |
+
if isinstance(node, ast.FunctionDef):
|
| 131 |
+
param_count = len(node.args.args)
|
| 132 |
+
if param_count > 5:
|
| 133 |
+
smells.append(f"Function '{node.name}' has too many parameters ({param_count})")
|
| 134 |
+
|
| 135 |
+
# Check for deeply nested code (>4 levels)
|
| 136 |
+
if isinstance(node, (ast.If, ast.For, ast.While)):
|
| 137 |
+
depth = sum(1 for parent in ast.walk(tree)
|
| 138 |
+
if isinstance(parent, (ast.If, ast.For, ast.While)))
|
| 139 |
+
if depth > 4:
|
| 140 |
+
smells.append("Deeply nested code blocks detected")
|
| 141 |
+
break
|
| 142 |
+
|
| 143 |
+
# Check for duplicate code patterns (simple check)
|
| 144 |
+
lines = [line.strip() for line in code.split('\n') if line.strip()]
|
| 145 |
+
if len(lines) != len(set(lines)):
|
| 146 |
+
duplicate_count = len(lines) - len(set(lines))
|
| 147 |
+
if duplicate_count > 3:
|
| 148 |
+
smells.append(f"Possible duplicate code: {duplicate_count} duplicate lines")
|
| 149 |
+
|
| 150 |
+
if not smells:
|
| 151 |
+
smells.append("No obvious code smells detected!")
|
| 152 |
+
|
| 153 |
+
return smells
|
| 154 |
+
|
| 155 |
+
|
| 156 |
+
def full_code_analysis(code: str) -> str:
|
| 157 |
+
"""
|
| 158 |
+
Perform complete code analysis combining all metrics.
|
| 159 |
+
|
| 160 |
+
Args:
|
| 161 |
+
code: Python source code as a string
|
| 162 |
+
|
| 163 |
+
Returns:
|
| 164 |
+
Formatted analysis report
|
| 165 |
+
"""
|
| 166 |
+
if not code.strip():
|
| 167 |
+
return "Please provide Python code to analyze."
|
| 168 |
+
|
| 169 |
+
complexity = calculate_cyclomatic_complexity(code)
|
| 170 |
+
metrics = analyze_code_metrics(code)
|
| 171 |
+
smells = detect_code_smells(code)
|
| 172 |
+
|
| 173 |
+
# Build report
|
| 174 |
+
report = "# Code Analysis Report\n\n"
|
| 175 |
+
|
| 176 |
+
# Complexity section
|
| 177 |
+
report += "## Complexity Analysis\n"
|
| 178 |
+
if "error" in complexity:
|
| 179 |
+
report += f"Error: {complexity['error']}\n\n"
|
| 180 |
+
else:
|
| 181 |
+
report += f"- **Cyclomatic Complexity**: {complexity['cyclomatic_complexity']}\n"
|
| 182 |
+
report += f"- **Complexity Level**: {complexity['complexity_level']}\n"
|
| 183 |
+
report += f"- **Recommendation**: {complexity['recommendation']}\n\n"
|
| 184 |
+
|
| 185 |
+
# Metrics section
|
| 186 |
+
report += "## Code Metrics\n"
|
| 187 |
+
if "error" in metrics:
|
| 188 |
+
report += f"Error: {metrics['error']}\n\n"
|
| 189 |
+
else:
|
| 190 |
+
report += f"- **Total Lines**: {metrics['lines_of_code']}\n"
|
| 191 |
+
report += f"- **Source Lines**: {metrics['source_lines_of_code']}\n"
|
| 192 |
+
report += f"- **Comment Lines**: {metrics['comment_lines']}\n"
|
| 193 |
+
report += f"- **Comment Ratio**: {metrics['comment_ratio_percent']}%\n"
|
| 194 |
+
report += f"- **Functions**: {metrics['functions']}\n"
|
| 195 |
+
report += f"- **Classes**: {metrics['classes']}\n\n"
|
| 196 |
+
|
| 197 |
+
# Code smells section
|
| 198 |
+
report += "## Code Smells Detected\n"
|
| 199 |
+
for smell in smells:
|
| 200 |
+
report += f"- {smell}\n"
|
| 201 |
+
|
| 202 |
+
return report
|
| 203 |
+
|
| 204 |
+
|
| 205 |
+
# Create Gradio interface
|
| 206 |
+
with gr.Blocks(title="Code Complexity Analyzer MCP Server") as demo:
|
| 207 |
+
gr.Markdown("""
|
| 208 |
+
# Code Complexity Analyzer MCP Server
|
| 209 |
+
|
| 210 |
+
Analyze Python code complexity and quality metrics. This MCP server provides:
|
| 211 |
+
- Cyclomatic complexity calculation
|
| 212 |
+
- Code metrics (LOC, comments, functions, classes)
|
| 213 |
+
- Code smell detection
|
| 214 |
+
- Refactoring recommendations
|
| 215 |
+
|
| 216 |
+
**Category**: Enterprise MCP Server
|
| 217 |
+
**Tags**: building-mcp-track-enterprise
|
| 218 |
+
""")
|
| 219 |
+
|
| 220 |
+
with gr.Tab("Full Analysis"):
|
| 221 |
+
code_input = gr.Code(
|
| 222 |
+
label="Python Code",
|
| 223 |
+
language="python",
|
| 224 |
+
lines=20,
|
| 225 |
+
value="# Paste your Python code here\ndef example():\n pass"
|
| 226 |
+
)
|
| 227 |
+
analyze_btn = gr.Button("Analyze Code", variant="primary")
|
| 228 |
+
analysis_output = gr.Markdown(label="Analysis Report")
|
| 229 |
+
|
| 230 |
+
analyze_btn.click(
|
| 231 |
+
fn=full_code_analysis,
|
| 232 |
+
inputs=code_input,
|
| 233 |
+
outputs=analysis_output
|
| 234 |
+
)
|
| 235 |
+
|
| 236 |
+
with gr.Tab("Complexity Only"):
|
| 237 |
+
complexity_input = gr.Code(label="Python Code", language="python", lines=15)
|
| 238 |
+
complexity_btn = gr.Button("Calculate Complexity")
|
| 239 |
+
complexity_output = gr.JSON(label="Complexity Metrics")
|
| 240 |
+
|
| 241 |
+
complexity_btn.click(
|
| 242 |
+
fn=calculate_cyclomatic_complexity,
|
| 243 |
+
inputs=complexity_input,
|
| 244 |
+
outputs=complexity_output
|
| 245 |
+
)
|
| 246 |
+
|
| 247 |
+
with gr.Tab("Code Metrics"):
|
| 248 |
+
metrics_input = gr.Code(label="Python Code", language="python", lines=15)
|
| 249 |
+
metrics_btn = gr.Button("Analyze Metrics")
|
| 250 |
+
metrics_output = gr.JSON(label="Code Metrics")
|
| 251 |
+
|
| 252 |
+
metrics_btn.click(
|
| 253 |
+
fn=analyze_code_metrics,
|
| 254 |
+
inputs=metrics_input,
|
| 255 |
+
outputs=metrics_output
|
| 256 |
+
)
|
| 257 |
+
|
| 258 |
+
with gr.Tab("Code Smells"):
|
| 259 |
+
smells_input = gr.Code(label="Python Code", language="python", lines=15)
|
| 260 |
+
smells_btn = gr.Button("Detect Code Smells")
|
| 261 |
+
smells_output = gr.JSON(label="Detected Code Smells")
|
| 262 |
+
|
| 263 |
+
smells_btn.click(
|
| 264 |
+
fn=detect_code_smells,
|
| 265 |
+
inputs=smells_input,
|
| 266 |
+
outputs=smells_output
|
| 267 |
+
)
|
| 268 |
+
|
| 269 |
+
|
| 270 |
+
if __name__ == "__main__":
|
| 271 |
+
demo.launch(mcp_server=True, server_name="0.0.0.0", server_port=7860)
|
pyproject.toml
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[project]
|
| 2 |
+
name = "code-complexity-analyzer"
|
| 3 |
+
version = "0.1.0"
|
| 4 |
+
description = "Add your description here"
|
| 5 |
+
readme = "README.md"
|
| 6 |
+
requires-python = ">=3.13"
|
| 7 |
+
dependencies = [
|
| 8 |
+
"gradio[mcp]>=5.49.1",
|
| 9 |
+
]
|
uv.lock
ADDED
|
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|
|
|