"Python code quality improvement and codebase diagram generation tools" matching MCP servers:

• Draw.io Diagram Server

  thechandanbhagat

  A

  license

  B

  quality

  C

  maintenance

  Generates professional Draw.io compatible diagrams (flowcharts, sequence diagrams, network diagrams, and custom diagrams) from natural language prompts, outputting XML files that can be opened directly in Draw.io.

  Updated 8 months ago (2025-12-19 07:48 UTC)

  1

  135

  6

  MIT

• Diagram Bridge MCP Server

  tohachan

  A

  license

  -

  quality

  C

  maintenance

  Bridges LLMs and diagram creation by providing intelligent format selection, format-specific instruction generation, and professional diagram rendering across 9+ formats including Mermaid, PlantUML, C4 Model, and GraphViz.

  Updated a year ago (2025-07-20 17:32 UTC)

  14

  MIT

• SolidworksMCP-python

  andrewbartels1

  A

  license

  C

  quality

  A

  maintenance

  Python MCP server for SolidWorks automation with 109 tools covering the full CAD lifecycle. Enables AI-assisted design workflows through COM automation on Windows.

  Updated a day ago (2026-08-12 18:15 UTC)

  100

  54

  MIT

• Quality QR MCP

  silly-geese

  F

  license

  -

  quality

  C

  maintenance

  MCP server for creating and managing trackable QR codes. 6 tools, 12 QR types, scan analytics.

  Updated 2 months ago (2026-06-01 08:40 UTC)

• Network Diagram MCP Server

  Fogrexon

  F

  license

  -

  quality

  D

  maintenance

  Creates and visualizes network diagrams through MCP tools for adding nodes and edges, with real-time web interface and REST API for building architecture diagrams interactively.

  Updated 8 months ago (2025-12-26 01:53 UTC)

• AI Diagram & Prototype

  SimonUTD

  A

  license

  B

  quality

  F

  maintenance

  Enables generation of professional diagrams and interactive prototypes from natural language descriptions using multiple AI models. Supports creating draw.io diagrams, HTML prototypes, and styled mobile app interfaces with Apple HIG and WeChat Mini Program design standards.

  Updated a year ago (2025-09-13 01:49 UTC)

  3

  69

  MIT

• VA Form Generation MCP Server

  agilesix

  F

  license

  B

  quality

  D

  maintenance

  Provides tools for auditing and fixing scaffolded VA forms to ensure they follow best practices and VA.gov content standards. Enables automated validation, agent prompt generation, and orchestration of form fixes across any vets-website workspace.

  Updated 8 months ago (2025-12-12 17:34 UTC)

  5

  1

• MCP Code Editor

  alejoair

  A

  license

  -

  quality

  C

  maintenance

  A FastMCP server providing powerful code editing tools including precise file modifications with diff-based operations, file creation and reading with line numbers, and more tools for code editing workflows.

  Updated a year ago (2025-08-05 23:59 UTC)

  MIT

• Automagik Tools

  namastexlabs

  A

  license

  -

  quality

  C

  maintenance

  Transforms any API into an intelligent MCP agent in seconds, enabling natural language interaction with APIs through the Model Context Protocol.

  Updated 8 months ago (2025-12-02 16:47 UTC)

  15

  Apache 2.0

• Xiaohongshu MCP Python

  luyike221

  F

  license

  -

  quality

  F

  maintenance

  Enables automated content publishing and management on Xiaohongshu (Little Red Book) platform, supporting image/video posts, content search, user profiles, and interactions through the Model Context Protocol.

  Updated 3 months ago (2026-05-13 15:04 UTC)

  132

• Dynamic Per-User Tool

  ShivamPansuriya

  F

  license

  -

  quality

  D

  maintenance

  Enables dynamic generation of tools based on user-specific permissions from an external API. Users receive personalized tools tailored to their access rights, with intelligent caching and graceful fallback to static tools.

  Updated 8 months ago (2025-12-01 12:50 UTC)

• Python Apple MCP

  jxnl

  F

  license

  -

  quality

  D

  maintenance

  A Python server that enables interaction with macOS native applications (Contacts, Notes, Mail, Messages, Reminders, Calendar, and Maps) through AppleScript, featuring asynchronous operations and type-safe interfaces.

  Updated a year ago (2025-04-29 18:04 UTC)

  16

• Claude Code Notification Hooks

  nkyy

  A

  license

  A

  quality

  D

  maintenance

  Provides automatic desktop notifications and contextual sounds for Claude Code operations across macOS, Windows, and Linux. It enhances the development experience by intelligently mapping specific event types to native system alerts and sounds.

  Updated a year ago (2025-07-02 19:16 UTC)

  4

  9

  3

  MIT

• claude-code-organizer

  mcpware

  A

  license

  A

  quality

  B

  maintenance

  MCP server + web dashboard for managing Claude Code's scope hierarchy. 4 tools: scan_inventory, move_item, delete_item, list_destinations. Scans ~/.claude/, shows scope inheritance tree, drag-and-drop between scopes. Also serves as a standalone web dashboard at localhost:3847.

  Updated 2 months ago (2026-06-07 06:48 UTC)

  5

  90

  367

  MIT

• MCP Server Fetch Python

  tatn

  A

  license

  A

  quality

  C

  maintenance

  An MCP server for fetching and transforming web content into various formats.

  Updated a year ago (2025-04-04 23:13 UTC)

  4

  8

  MIT

• QR Code Generator MCP

  Kalypsokichu-code

  A

  license

  A

  quality

  D

  maintenance

  Enables AI-powered generation of styled QR codes with 10 design presets, supporting single or batch creation with custom logos and formats (SVG/PNG) directly from AI tools.

  Updated 8 months ago (2025-12-06 20:01 UTC)

  4

  5

  MIT

• LibreOffice MCP Tools

  passerbyflutter

  A

  license

  A

  quality

  D

  maintenance

  Enables AI agents to read, write, and edit Office documents via LibreOffice with token-efficient design. Supports multiple formats including DOCX, XLSX, PPTX, and legacy formats through LibreOffice bridge.

  Updated 4 months ago (2026-04-21 02:42 UTC)

  27

  33

  MIT

• Todoist Python MCP Server

  Johnxjp

  A

  license

  A

  quality

  D

  maintenance

  A Model Context Profile server that enables Claude to interact with Todoist, allowing users to create, retrieve, update, and manage tasks through natural language commands.

  Updated a year ago (2025-04-17 20:38 UTC)

  6

  2

  MIT

• MCP SSH Tools Server

  nwnusun-cool

  F

  license

  A

  quality

  F

  maintenance

  A server based on the MCP framework that provides remote server management capabilities through SSH, supporting features like connection pooling, file transfers, and remote command execution.

  Updated a year ago (2025-07-08 08:20 UTC)

  7

• MCP Desktop Tools

  K1ta141k

  F

  license

  A

  quality

  D

  maintenance

  An MCP server that provides Claude with comprehensive desktop automation capabilities including browser control, window management, and native mouse/keyboard input on Windows. It enables users to capture screenshots, launch applications, and interact with the system clipboard through natural language.

  Updated 6 months ago (2026-02-04 00:20 UTC)

  20