pyscn-mcp
Analyze Python code quality using MCP tools - complexity, clones, dead code, coupling. Use when user asks about code quality, refactoring, maintainability, duplicates, or technical debt.
Install
mkdir -p .claude/skills/pyscn-mcp && curl -L -o skill.zip "https://mcp.directory/api/skills/download/6660" && unzip -o skill.zip -d .claude/skills/pyscn-mcp && rm skill.zipInstalls to .claude/skills/pyscn-mcp
About this skill
Python Code Quality Analysis with pyscn MCP
Use the pyscn MCP tools for Python code quality analysis.
Available Tools
| Tool | Purpose |
|---|---|
get_health_score | Overall code health score (0-100) with grade |
analyze_code | Comprehensive analysis (complexity, dead code, clones, coupling, deps) |
check_complexity | Cyclomatic complexity of functions |
detect_clones | Duplicate code detection |
find_dead_code | Unreachable code detection |
check_coupling | Class coupling (CBO) metrics |
Tool Selection Guide
| User Request | Tool |
|---|---|
| "How healthy is this code?" | get_health_score |
| "Analyze code quality" | analyze_code |
| "Find complex functions" | check_complexity |
| "Find duplicate code" | detect_clones |
| "Find dead code" | find_dead_code |
| "Check class coupling" | check_coupling |
Common Parameters
path(required): Path to Python file or directoryrecursive(analyze_code): Recursively analyze directories (default: true)analyses(analyze_code): Array of analyses to run -complexity,dead_code,clone,cbo,deps
Examples
Quick Health Check
Use get_health_score for a quick overview:
- Returns score 0-100 with letter grade (A-F)
- Category breakdowns for maintainability, reliability, etc.
Detailed Analysis
Use analyze_code with specific analyses:
analyses: ["complexity"]- Only complexityanalyses: ["clone"]- Only duplicatesanalyses: ["dead_code"]- Only dead codeanalyses: ["complexity", "dead_code"]- Multiple
Complexity Thresholds
Use check_complexity with:
min_complexity: Minimum to report (default: 1)max_complexity: Maximum allowed (default: 0 = no limit)
Clone Detection
Use detect_clones with:
similarity_threshold: 0.0-1.0 (default: 0.8)min_lines: Minimum lines to consider (default: 5)
Always explain results and suggest improvements based on findings.
You might also like
flutter-development
aj-geddes
Build beautiful cross-platform mobile apps with Flutter and Dart. Covers widgets, state management with Provider/BLoC, navigation, API integration, and material design.
ui-ux-pro-max
nextlevelbuilder
"UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient."
drawio-diagrams-enhanced
jgtolentino
Create professional draw.io (diagrams.net) diagrams in XML format (.drawio files) with integrated PMP/PMBOK methodologies, extensive visual asset libraries, and industry-standard professional templates. Use this skill when users ask to create flowcharts, swimlane diagrams, cross-functional flowcharts, org charts, network diagrams, UML diagrams, BPMN, project management diagrams (WBS, Gantt, PERT, RACI), risk matrices, stakeholder maps, or any other visual diagram in draw.io format. This skill includes access to custom shape libraries for icons, clipart, and professional symbols.
godot
bfollington
This skill should be used when working on Godot Engine projects. It provides specialized knowledge of Godot's file formats (.gd, .tscn, .tres), architecture patterns (component-based, signal-driven, resource-based), common pitfalls, validation tools, code templates, and CLI workflows. The `godot` command is available for running the game, validating scripts, importing resources, and exporting builds. Use this skill for tasks involving Godot game development, debugging scene/resource files, implementing game systems, or creating new Godot components.
nano-banana-pro
garg-aayush
Generate and edit images using Google's Nano Banana Pro (Gemini 3 Pro Image) API. Use when the user asks to generate, create, edit, modify, change, alter, or update images. Also use when user references an existing image file and asks to modify it in any way (e.g., "modify this image", "change the background", "replace X with Y"). Supports both text-to-image generation and image-to-image editing with configurable resolution (1K default, 2K, or 4K for high resolution). DO NOT read the image file first - use this skill directly with the --input-image parameter.
pdf-to-markdown
aliceisjustplaying
Convert entire PDF documents to clean, structured Markdown for full context loading. Use this skill when the user wants to extract ALL text from a PDF into context (not grep/search), when discussing or analyzing PDF content in full, when the user mentions "load the whole PDF", "bring the PDF into context", "read the entire PDF", or when partial extraction/grepping would miss important context. This is the preferred method for PDF text extraction over page-by-page or grep approaches.
Related MCP Servers
Browse all serversAnalyze JavaScript, TypeScript, and Python projects with Code Context Provider—advanced static code analysis and source
Log Analyzer offers advanced Python log analysis, pattern filtering, pytest output parsing, and code coverage reporting
Scan your website for viruses and vulnerabilities with Code Audit (Ollama). Get a comprehensive site scanner virus check
Unlock AI-ready web data with Firecrawl: scrape any website, handle dynamic content, and automate web scraping for resea
Optimize your codebase for AI with Repomix—transform, compress, and secure repos for easier analysis with modern AI tool
Connect Blender to Claude AI for seamless 3D modeling. Use AI 3D model generator tools for faster, intuitive, interactiv