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    maintenance
    Enables coding agents to use a real debugger (Python via debugpy) for launching, attaching, setting breakpoints, stepping through code, inspecting stack frames, and evaluating expressions through MCP tools.
    27
    MIT
  • F
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    A
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    Lets a robot's brain on a Raspberry Pi reach the owner's Mac through MCP tools, with read actions running immediately and action tools gated by explicit owner consent, logging, and a kill switch.
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    MCP server for the Vibe-Marketer Agent API that enables generating ads, auditing landing pages, and running local preflight checks on ad compliance, with an autonomous agent loop to improve results.
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    Provides read-only investment research and audit tools for validating ETF snapshots, comparing ETF structures, and auditing backtest reports, while strictly excluding any order or trading capabilities.
    4
    1
    MIT
  • F
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    Helps developers choose optimal technology stacks through progressive questioning about project requirements, budget, and technical comfort level. Provides personalized recommendations focused on beginner-friendly Platform-as-a-Service solutions with deployment guides and cost estimates.
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    Provides 21 mathematical tools across 6 domains including basic calculations, array operations, statistics, financial mathematics, linear algebra, and calculus. Supports batch execution for complex multi-step workflows with intelligent dependency resolution.
    21
    6
    MIT
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    Connects Roblox Studio to AI coding editors via the Model Context Protocol, allowing AI agents to understand and interact with live Roblox Studio sessions through scene manipulation, scripting, and optional Roblox Open Cloud API integration.
    66
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    A Python-based server for managing and analyzing code context for AI-assisted development. Provides real-time code analysis, project structure analysis, dependency tracking, and secure API endpoints.
    15
    MIT
  • F
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    quality
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    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
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    A specialized Model Context Protocol server that enhances AI-assisted medical learning by connecting Claude Desktop to PubMed, NCBI Bookshelf, and user documents for searching, retrieving, and analyzing medical education content.
    7
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes The Vibe Coder's Web Design Guide as tools for AI agents, enabling lookups of UI design patterns, CSS/JS snippets, and composition of optimized front-end prompts.
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    quality
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    Enables interaction with Prismic through tools for reading documents, managing media assets, and performing content migrations or updates. Supports the Prismic Content, Asset, Migration, and Custom Types APIs with secure write operations and multi-transport support.
    18
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  • A
    license
    A
    quality
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    maintenance
    Extract content from URLs, documents, videos, and audio files using intelligent auto-engine selection. Supports web pages, PDFs, Word docs, YouTube transcripts, and more with structured JSON responses.
    2
    169
    MIT