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    license
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    quality
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    maintenance
    Enables structured extraction of methods and reproducibility heuristics from academic papers, allowing AI agents to obtain metadata, full text, structured methods, code repository discovery, and a no-clone reproducibility verdict from a paper URL.
    8
    66 PyPI
    MIT
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    Not graded
    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Apache 2.0
  • F
    license
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    quality
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    maintenance
    A local MCP server that gives Claude Code web search capabilities using DuckDuckGo, enabling discovery of URLs from natural language queries.
    1
    1
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  • A
    license
    A
    quality
    B
    maintenance
    Enables web search and web fetch operations using Ollama's hosted APIs, allowing MCP clients to search the web and retrieve page content.
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Provides DuckDuckGo web search and site fetching tools for Claude Desktop, enabling up to 10 search results and text content extraction from URLs.
    2
    MIT
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    license
    Not graded
    quality
    D
    maintenance
    An experimental MCP search server for Claude Code. Returns raw, verbatim web content instead of AI-rewritten summaries.
    MIT
  • F
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    quality
    D
    maintenance
    Provides free web search, content fetching, image search, and deep research via SearXNG, no API keys required.
    -
  • F
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    Not graded
    quality
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    maintenance
    Provides 19 tools for web search, content fetching, and extraction, including DuckDuckGo search, YouTube transcripts, and webpage screenshots.
    1
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  • A
    license
    A
    quality
    A
    maintenance
    Provides a unified web search tool for AI agents by running multiple search providers concurrently and returning normalized results. It integrates with Claude Code, Codex CLI, OpenCode, and Hermes.
    1
    115 PyPI
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides LLMs with real-time web search and content extraction capabilities, including text/news search, full-text URL reading, and targeted technical documentation search.
    3
    24
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables web searching through Google, DuckDuckGo, and Bing using a headless Chrome browser, returning structured results with titles, URLs, and snippets. Also supports fetching and extracting text content from any webpage.
    14
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A high-performance search service that converts results from Google, Bing, and DuckDuckGo into structured JSON or Markdown. It features multi-layer depth crawling and uses the Camoufox anti-detection browser for reliable content extraction and fallback search logic.
    70
    MIT