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

  • 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

  • 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 Maps Reviews Scraper

    qingyun-wu
    F
    license
    Not graded
    quality
    D
    maintenance
    This server enables users to programmatically scrape and access Google Maps reviews through a Multi-Agent Conversation Protocol interface to the Apify API.

  • 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

  • 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

  • scholar-mcp

    pvliesdonk
    A
    license
    A
    quality
    A
    maintenance
    A FastMCP server for the scholarly citation landscape that enables LLMs to search, cross-reference, and retrieve prior art across papers, patents, books, and standards via multiple APIs.
    22
    2
    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

    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-research

    troyhantech
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables deep research tasks using a multi-agent architecture that integrates any LLM and MCP tools. Available via MCP stdio, streamable HTTP, and SSE transports.
    17
    MIT

  • Literature Manager MCP

    Amruth22
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server for organizing research papers, books, and digital sources by tracking reading progress and taking structured notes. It enables AI assistants to manage literature databases and link sources to specific concepts within a knowledge base.
    1
    MIT

  • ya-reviews-mcp

    mrkhachaturov
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that scrapes Yandex Maps business reviews and company info, exposing them to AI assistants via three tools. No API key required, uses headless browser.
    3
    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

  • 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

  • semantic-scholar-mcp

    ckgerteis
    -
    license
    Not graded
    quality
    C
    maintenance
    MCP server for querying the Semantic Scholar Academic Graph API, enabling paper search, author lookup, citation tracking, and paper recommendations.