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

  • Literature Review MCP Server

    ydzat
    A
    license
    Not graded
    quality
    D
    maintenance
    An academic paper management tool that enables multi-source research searching, batch PDF analysis, and the generation of comprehensive, cross-literature reviews. It features intelligent token compression and quality evaluation to streamline the literature review workflow for researchers.
    12
    24
    MIT

  • 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

  • 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

  • gigaxity-deep-research

    yoloshii
    A
    license
    A
    quality
    C
    maintenance
    An open-source deep research MCP server that provides multi-source web search and synthesis with citations, enabling agents to perform citation-backed research using Qwen3-30B-A3B-Thinking and other models.
    6
    54
    MIT
  • Octagon Deep Research MCP by OctagonAI

    Octagon Deep Research MCPofficial

    OctagonAI
    A
    license
    B
    quality
    D
    maintenance
    Provides specialized AI-powered comprehensive research and analysis capabilities by integrating with advanced deep research agents, offering unlimited queries with no rate limits and faster performance than comparable services.
    1
    80
    93
    MIT

  • Deep Research MCP

    ali-kh7
    -
    license
    B
    quality
    Not graded
    maintenance
    A Model Context Protocol compliant server that facilitates comprehensive web research by utilizing Tavily's Search and Crawl APIs to gather and structure data for high-quality markdown document creation.
    1
    101
    12

  • Google Search MCP Server

    renoscriptdev
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol server that enables Claude to perform Google Custom Search operations by connecting to Google's search API.
    2
    MIT

  • Deep Research MCP Server

    teelaitila
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables iterative deep research by integrating AI agents with search engines, web scraping, and large language models for efficient data gathering and comprehensive reporting.
    20
    321
    MIT

  • Deep Research Agent MCP Server

    celestialdust
    A
    license
    Not graded
    quality
    D
    maintenance
    A LangGraph-powered research agent that performs iterative web searches using Google Search and Gemini models to generate structured reports with citations. It integrates with MCP-compatible clients like Claude and Cursor to enable sophisticated, multi-step AI research workflows.
    MIT

  • mcp-server-ollama-deep

    Cam10001110101
    A
    license
    B
    quality
    F
    maintenance
    This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama
    3
    16
    MIT

  • Deep Code Reasoning MCP Server

    evalops
    A
    license
    C
    quality
    B
    maintenance
    Pairs Claude Code with Google's Gemini AI for complementary code analysis, enabling intelligent routing where Claude handles local-context operations while Gemini leverages its 1M token context for distributed system debugging and long-trace analysis.
    10
    107
    MIT

  • scholar-memory

    byBasiliosP
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and retrieving research findings.
    1
    MIT

  • Deep Research MCP Server

    pinkpixel-dev
    A
    license
    Not graded
    quality
    C
    maintenance
    A Model Context Protocol server that performs comprehensive web research by combining Tavily Search and Crawl APIs to gather extensive information and provide structured JSON output tailored for LLMs to create detailed markdown documents.
    101
    27
    Apache 2.0

  • Brave Deep Research MCP

    suthio
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enhances Brave Search results by using Puppeteer to extract full webpage content and explore linked pages, enabling AI assistants to perform comprehensive web research with configurable depth.
    5
    7
    MIT

  • Semantic Scholar MCP Server

    alperenkocyigit
    F
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive Model Context Protocol server that provides AI assistants with direct access to Semantic Scholar's academic database, enabling advanced paper discovery, citation analysis, author research, and AI-powered recommendations.
    15

  • scholar-mcp

    unlomtrois
    F
    license
    Not graded
    quality
    D
    maintenance
    MCP server for local semantic retrieval over a library of ebooks, using pplx-embed-context-v1 embeddings stored in Qdrant, enabling an LLM agent like Gemma 4 to search and retrieve relevant passages for answering questions.