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"Web search tools and methods that don't require API keys" matching MCP servers:

  • methods-mcp

    webwebb56
    A
    license
    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

  • MCP Gemini Web Search

    deduble
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides grounded web search and research capabilities using Google's Gemini models and Google Search, with features like normal and research modes, batch searches, and health checks.
    19
    1
    MIT

  • mcp-tools

    egnaro9
    A
    license
    A
    quality
    B
    maintenance
    Provides five safe tools (calc, search, model_drift, compare_runs, grade_answer) for arithmetic, keyword search, model drift monitoring, eval comparison, and answer grading against sources, all implemented directly from the MCP spec with zero dependencies.
    5
    MIT

  • gemini-web-mcp

    TakashiAihara
    A
    license
    A
    quality
    F
    maintenance
    MCP server for querying Google Gemini Web from Claude Code and other MCP clients, using cookie-based authentication. Enables creating, continuing, listing, viewing, and deleting Gemini chat conversations with model and thinking mode control.
    6
    AGPL 3.0

  • Perplexity Web MCP

    jacob-bd
    A
    license
    B
    quality
    A
    maintenance
    Enables AI agents and users to query Perplexity AI's premium models (GPT-5.4, Claude 4.6 Opus, Gemini 3.1 Pro, etc.) via MCP tools, CLI, or API, with support for deep research, model council, and multi-turn conversations.
    30
    173
    MIT

  • Perplexity Web MCP

    devdotbo
    A
    license
    C
    quality
    F
    maintenance
    MCP server providing 22 tools to query Perplexity AI's premium models (GPT-5.4, Claude 4.7 Opus, etc.) with citations, source discovery, and rate limit checking for AI agents.
    23
    14
    MIT

  • ladybug-tools-mcp

    LoftyTao
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables natural-language interaction with Ladybug Tools for building performance simulation, 3D modeling, and data visualization, allowing agents to perform complex environmental analysis tasks without CAD software.
    3
    GPL 3.0

  • brave-search-mcp

    Veeraj270
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that integrates with AI models to provide web search capabilities through a single, easy-to-use tool interface.
    381
    MIT

  • notebooklm-api

    mcpware
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables document Q&A with grounded citations using the official Gemini File Search API. Upload documents, create stores, and ask questions that return exact passage citations.
    16
    2
    MIT