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"Using Google Scholar for Conducting Deep and Critical Literature Reviews" matching MCP servers:

  • Google Scholar MCP Server

    johnisanerd
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables searching Google Scholar for academic papers, citations, and author profiles, returning structured JSON results including titles, authors, citation counts, abstracts, and PDF links.
    1
    MIT

  • google-scholar-search-mcp

    LWaetzig
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server for searching Google Scholar, enabling paper search, author lookup, citation tracking, and BibTeX export for AI assistants and automation workflows.
    2
    MIT

  • Google Scholar MCP Server

    docxmxm
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables academic research through Google Scholar by searching for papers, finding author publications, discovering recent research, and identifying highly cited works through web scraping with natural language queries.
    MIT

  • Scholar MCP Server

    mlintangmz2765
    A
    license
    A
    quality
    C
    maintenance
    Unified MCP server for scientific literature search and extraction, integrating databases like Scopus, OpenAlex, Semantic Scholar, and Unpaywall to enable AI agents to discover papers, track citations, and analyze content.
    27
    MIT

  • Scholar MCP

    ProPriyam
    A
    license
    B
    quality
    D
    maintenance
    A local MCP server that allows users to search Google Scholar for academic papers by topic, author, and year range without requiring API keys. It utilizes web scraping to provide paginated results for research and academic exploration through natural language.
    4
    2
    MIT

  • Literature MCP

    Saurabhsing21
    A
    license
    Not graded
    quality
    D
    maintenance
    A specialized MCP server that provides a structured interface to the Europe PMC database for biological and clinical evidence retrieval. It enables LLMs to gather, rank, and synthesize published research focusing on therapeutic targets and disease associations.
    1
    MIT

  • Scholar Sidekick

    mlava
    A
    license
    A
    quality
    A
    maintenance
    Resolves scholarly identifiers — DOI, PubMed ID, PMCID, ISBN, ISSN, arXiv, ADS bibcode — into clean, formatted citations in any of 10,000+ CSL styles. Returns plain text, HTML, Markdown, RIS, BibTeX, CSL-JSON, or EndNote XML for direct paste or reference manager import.
    7
    241
    8
    MIT

  • Scholar Feed MCP Server

    YGao2005
    A
    license
    A
    quality
    A
    maintenance
    Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.
    25
    173
    10
    MIT

  • voc-amazon-reviews

    mguozhen
    A
    license
    A
    quality
    D
    maintenance
    Agent-native Amazon review intelligence — fetches verified reviews from 10 marketplaces via real Shulex OpenAPI (not scrapers) and produces copy-ready listing improvements grounded in actual customer language. Backed by a 2B-review historical dataset that Helium 10 / Jungle Scout can't replicate. Works in any MCP client (Claude Code, Claude Desktop, ChatGPT, Cursor, Windsurf, VS Code, Cline).
    6
    33
    MIT

  • deep-thinker

    nachosystems
    A
    license
    A
    quality
    D
    maintenance
    Advanced cognitive thinking MCP server with DAG-based thought graph, multiple reasoning strategies, metacognition, and self-evaluation. A significant evolution beyond sequential-thinking MCP, providing structured deep reasoning with graph-based thought management.
    6
    54
    11
    MIT

  • scholar-mcp

    Liyux3
    A
    license
    A
    quality
    B
    maintenance
    Multi-source academic paper search, citation graph exploration, and PDF download as an MCP server, designed for LLM agents doing research.
    10
    1
    MIT

  • deep-search-mcp

    joaomj
    F
    license
    A
    quality
    F
    maintenance
    A deep web search MCP server using LinkUp API that provides a deep_search tool for performing deep web searches with optional max results.
    1
    3

  • MCP Deep Search

    just-every
    A
    license
    B
    quality
    B
    maintenance
    Enables deep web search across multiple providers including Google, Bing, Brave, DuckDuckGo, and Perplexity, with support for comprehensive AI-powered research using intelligent multi-engine queries.
    2
    391
    9
    MIT

  • semantic-scholar-mcp

    hy20191108
    A
    license
    Not graded
    quality
    C
    maintenance
    Access millions of academic papers from Semantic Scholar using the Model Context Protocol, with tools for paper search, author analysis, and research organization.
    5
    MIT

  • Deep Research MCP Server

    hfredrick69
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI-powered iterative research using Google Gemini 2.5 Flash with Google Search Grounding, conducting deep dives with configurable depth and breadth to generate comprehensive, professionally structured research reports.
    36
    MIT

  • Network Security Control

    JoshDoesIT
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables automated review and analysis of network security controls (AWS Security Groups, Network ACLs) using natural language queries. Supports NSC configuration reviews, network segmentation testing, and identifying security gaps through conversational LLM interaction.
    MIT