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maintenanceProvides reference implementations of MCP servers using FastAPI and FastMCP, including calculator and RSS/Atom feed parser tools.
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"A server for finding code examples on GitLab using semantic search" matching MCP servers:
- Flicense-qualityBmaintenanceEnables querying cross-repo code dependencies, HTTP routes, database tables, and queues via an MCP server using Cypher queries.
- AlicenseAqualityDmaintenanceMCP server for comprehensive code analysis, navigation, and quality assessment across 25+ programming languages.988MIT
- Alicense-qualityBmaintenanceA local MCP server that indexes codebases into Neo4j and provides tools for code analysis, dependency visualization, and impact assessment.206MIT
- Flicense-qualityDmaintenanceTranslates natural language commands into structured geometric operations for a simulated CAD engine using LLMs. It enables users to create shapes, modify dimensions, and perform 3D operations like extrusion through the Model Context Protocol.
- FlicenseAqualityDmaintenanceAn MCP server that analyzes and traces business code flows across your codebase, enabling developers to quickly understand the complete execution path of features from frontend to backend to database.7
- Alicense-qualityDmaintenanceA Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides architectural analysis, pattern detection, dependency mapping, test coverage analysis, and AI-optimized context generation.1MIT
- AlicenseAqualityDmaintenanceProvides UI architecture analysis for converting Figma designs or web pages into reusable UI code blocks with effort estimation in CSV format.1121MIT
- FlicenseAqualityDmaintenanceA design orchestrator that brings Superdesign capabilities to Claude Code as native tools, enabling AI-powered UI design, wireframing, component creation, and logo/icon generation without requiring Anthropic API keys.977
- FlicenseCqualityDmaintenanceAnalyzes runtime data objects to suggest optimal UI component instructions for a low-code renderer using structural heuristics. It automatically maps data patterns to specific UI elements like tables, carousels, and cards to streamline interface generation.1
- Flicense-qualityDmaintenanceEnforces a rigorous spec-driven engineering workflow for AI coding assistants, requiring requirements, design, and task planning before any code is written.
- AlicenseAqualityDmaintenanceGenerates GCP architecture diagrams, sequence diagrams, flow charts, and class diagrams using Python diagrams DSL via MCP.31Apache 2.0
- AlicenseAqualityDmaintenanceConnects Claude directly to Godot 4 projects to read and manipulate scenes, nodes, scripts, and assets within the editor. It enables real-time scene tree management, script editing, and resource configuration through a local Node.js bridge and GDScript plugin.16234MIT
- AlicenseAqualityDmaintenanceGenerates engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code. 4 tools, TypeScript, MIT licensed.41MIT
- AlicenseAqualityBmaintenanceGenerates draw.io diagrams and architecture designs from natural language prompts using DrawX API, integrating with Claude, Cursor, and VS Code.338MIT
- AlicenseAqualityBmaintenanceEnables AI agents to design cloud architectures, run cost/performance simulations, and draw them on a Pinpole canvas directly from Claude Code, Cursor, and OpenAI Codex.923MIT
StarUML MCP Serverofficial
AlicenseAqualityCmaintenanceEnables creating diagrams or generating code from diagrams in StarUML via prompts.42520MIT- AlicenseAqualityDmaintenanceAn MCP server that generates professional infrastructure diagrams using the Python diagrams DSL, with first-class Azure support and GitHub Copilot integration for natural language diagram generation.4MIT
- AlicenseAqualityDmaintenanceA full-featured MCP server that lets AI assistants create and edit tldraw diagrams programmatically with 30 tools across all 14 shape types.432MIT