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  • graph-tool-call

    SonAIengine
    A
    license
    A
    quality
    A
    maintenance
    Graph-based tool retrieval for LLM agents. Builds a tool graph from OpenAPI/MCP specs and retrieves multi-step workflows via hybrid search (BM25 + graph traversal + embedding), recovering accuracy from 12% to 82% with 79% fewer tokens. Also works as an MCP Proxy to aggregate multiple servers behind 3 meta-tools.
    6
    16
    MIT

  • mcp-ssh-tool

    oaslananka
    A
    license
    A
    quality
    A
    maintenance
    SSH automation MCP server that enables Claude and ChatGPT to execute commands, manage files, install packages, and control services on remote servers over SSH — supporting password, key, and agent authentication.
    33
    1,267
    4
    MIT

  • mcp-ssh-tool

    skot
    A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) SSH client server that provides autonomous SSH operations for GitHub Copilot and VS Code. Enable natural language SSH automation without manual prompts or GUI interactions.
    20
    MIT

  • Google Researcher MCP

    zoharbabin
    A
    license
    A
    quality
    F
    maintenance
    Tools for AI assistant's deep research: * Google search + webpage reading (incl. JS-rendered pages) * Document & decks analysis * YouTube transcript extraction * Patents + academic paper search * Company and competitors research * Prompts for comprehensive-research, fact-check, summarize-url, news-briefing, patent-portfolio-analysis, competitive-analysis, literature-review, technical-deep-dive
    8
    157
    34
    MIT

  • google-search-mcp

    esinecan
    A
    license
    A
    quality
    B
    maintenance
    MCP server for Google Search using a logged-in browser profile, delivering personalized, ad-free results with advanced operators and pagination. It also fetches web pages as markdown through the same browser session.
    5
    MIT

  • google-activity-assistant

    Daemon-Killer
    A
    license
    A
    quality
    C
    maintenance
    MCP server for querying your local Google Takeout activity (Search/YouTube history) via SQLite/FTS5. Provides tools for keyword search, activity stats, and database info, enabling AI assistants to cite your personal history.
    3
    MIT

  • Google Ads MCP

    tolkozin
    F
    license
    A
    quality
    B
    maintenance
    Enables AI agents to manage Google Ads campaigns (Search and UAC) through natural language, with read tools always available and guarded write operations for budgets, campaigns, ad groups, and keywords.
    3

  • google-fonts-mcp

    sliday
    A
    license
    A
    quality
    F
    maintenance
    MCP server for searching Google Fonts and generating complete CSS/Tailwind typographic systems with font pairings and modular scales.
    5
    9
    MIT

  • google-data-mcp

    ducnhd
    A
    license
    A
    quality
    B
    maintenance
    MCP server providing access to Google Trends, YouTube listings, Google Ads Transparency, and Google Play reviews via plain HTTP, with no API key required. It caches results and paces requests to work within Google's informal rate limits.
    7
    MIT

  • Google News MCP

    moltrus
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to fetch real-time news from Google News RSS feeds with support for headlines, categories, location-based queries, and advanced search operators. Features automatic URL decoding, concurrent processing, and intelligent caching for optimized access to global news content.
    7
    1
    MIT

  • Google Health MCP

    davidmosiah
    A
    license
    A
    quality
    A
    maintenance
    A local-first MCP server that enables AI agents to read user-authorized Google Health API v4 data from Fitbit, Pixel Watch, and partners via OAuth, with tokens never leaving the machine.
    26
    1,219
    36
    MIT

  • SQL-Transpiler MCP Tool

    Baronco
    F
    license
    A
    quality
    D
    maintenance
    Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.
    2
    3

  • Google Ads MCP

    LucasSantana-Dev
    A
    license
    A
    quality
    B
    maintenance
    Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets, and statuses, all backed by preview and audit logging.
    31
    1
    MIT