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

  • literature-search-mcp

    PHoenixs57
    A
    license
    A
    quality
    B
    maintenance
    A standalone MCP server that searches multiple scholarly metadata providers (PubMed, Europe PMC, bioRxiv, Crossref, OpenAlex, Semantic Scholar, arXiv), deduplicates results, and returns ranked literature with optional open-access full-text retrieval from Europe PMC.
    3
    1
    Apache 2.0

  • 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

  • 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

  • cuc-literature-mcp

    SHENAO1
    A
    license
    A
    quality
    B
    maintenance
    Enables searching Web of Science for CUC SCI papers, downloading PDFs, and syncing results to Tencent Docs through persistent browser automation. Supports advanced queries, deduplication, CAS journal classification mapping, and incremental sync while preserving manual notes.
    7
    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 Relay

    adhithyan05
    A
    license
    A
    quality
    C
    maintenance
    An AI-powered research assistant that enables students to discover papers, generate summaries, and build bibliographies with cross-device session continuation using MCP and LangGraph.
    11
    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

  • 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 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-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