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"Understanding Inference Models" matching MCP servers:

  • A
    license
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    A DOM-first, vision-second MCP server for webpage analysis, combining structural DOM extraction with MiniMax vision to provide accurate, context-rich page understanding for AI coding assistants.
    4
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides access to Jina AI's suite of web tools including URL reading, web/image/academic search, content extraction, embeddings, and reranking capabilities. Enables AI assistants to search the web, extract content from URLs, and process information with semantic understanding.
    19
    Apache 2.0
  • A
    license
    B
    quality
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    maintenance
    Enables AI models to analyze webpage performance using the Google PageSpeed Insights API, providing real-time performance scores and improvement suggestions.
    1
    266
    11
    MIT
  • -
    license
    B
    quality
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    maintenance
    A Model Context Protocol server that enables AI models to extract structured data from websites through the extract\_structured\_data tool.
    1
    25
  • A
    license
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    Enables browser automation and web interaction through structured accessibility snapshots using Playwright. Supports clicking, typing, navigation, form filling, and other web actions without requiring screenshots or vision models.
    4,588,713
  • A
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    quality
    F
    maintenance
    Crawl4AI MCP Server is an intelligent information retrieval server offering robust search capabilities and LLM-optimized web content understanding, utilizing multi-engine search and intelligent content extraction to efficiently gather and comprehend internet information.
    149
    MIT
  • A
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    Not graded
    quality
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    maintenance
    Enables browser automation and web page interaction using Playwright's accessibility tree for fast, deterministic actions without screenshots or vision models.
    4,588,713
    Apache 2.0
  • A
    license
    Not graded
    quality
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    maintenance
    Provides browser automation capabilities for LLMs using Playwright's accessibility tree, enabling web page interaction through structured data without vision models.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or vision models.
    2
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    A server that enables AI assistants like Claude to safely run Python code and access websites, processing data for better AI understanding while providing helpful error messages.
    3
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to interact with web pages through structured accessibility snapshots using Playwright, providing fast and lightweight browser automation without needing vision models.
    4,588,713
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without needing vision models.
    4,588,713
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    F
    maintenance
    Provides browser automation capabilities using Patchright, enabling LLMs to interact with web pages through structured accessibility snapshots without needing vision models.
    22
    Apache 2.0