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20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 867 matching servers on stars, growth, downloads and maintenance. Updated .

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    MCP server for AI governance — push compliance evidence to Mima from any agent, any stack, 4 lines of config. One tool call maps to EU AI Act, ISO 42001, SOC 2, and NIST AI RMF simultaneously. Your readiness score updates automatically.
    10
    53 npm
    MIT
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    Provides a structured map of 120 practical AI prompts across 6 business domains, enabling users to quickly generate complete prompts for specific tasks using slash commands or tools.
    2
    6 npm
    MIT
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    Enables local AI models to structure and reason through debates using argument maps, with claims and supporting/attacking arguments automatically validated and organized.
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    1
    AGPL 3.0
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    Occupation classification and job-title normalization for the O*NET-SOC taxonomy. A fine-tuned retrieve-and-rerank model maps job titles, resumes, postings and skill lists to ranked SOC codes with calibrated confidence. 51% top-1 vs 21% TF-IDF. Python, CLI, REST API, MCP server. Runs locally.
    2
    130 PyPI
    2
    MIT
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    Enables LLM agents to search EMDB cryo-EM maps, look up UniProt proteins, compute ESM-2 sequence embeddings, retrieve cryo-EM maps from a protein sequence via a two-tower model, and search GEO DNA-methylation arrays, all through typed tools with structured output. Ships with a 40-question evaluation harness that runs Claude as the MCP client.
    3
    MIT
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    Provides cryptographic signing and verification for AI decisions to generate verifiable, Ed25519-signed receipts for compliance and auditing. It automatically maps AI actions to regulatory frameworks like HIPAA and SOX with high-performance, sub-3ms signing.
    4
    MIT
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    Pay-per-use API tools and LLM gateway for AI agents. 15 services (DART, Tabelog, Google Maps, Brave Search, Firecrawl, DeepL, ElevenLabs, and more) + smart LLM routing. No API keys needed, pay with USDC on Base.
    25
    22 npm
    2
    MIT
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    Local server that lets Claude Code and Claude Desktop drive NotebookLM and Google Flow through the user's own logged-in Edge or Chrome session instead of a paid API, covering notebooks, sources, cited answers, Studio outputs (audio/video overviews, slides, reports, mind maps, quizzes) and image/video generation with Veo. It also self-verifies the buttons, menus and internal calls it relies on and reports exactly what the provider changed.
    58
    MIT
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    Enables agents to ask questions against Google notebooks and receive citation-backed answers with quoted source excerpts, while also generating and downloading audio overviews, videos, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps. Multi-account rotation with automatic re-authentication keeps long, high-volume batch runs going without manual intervention.
    4,977 npm
    MIT
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    Enables agents to run citation-backed Q&A over Google NotebookLM notebooks with source excerpts, generate Studio artifacts such as audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes, and mind maps, and sustain long batch runs through multi-account rotation with automatic re-authentication.
    4,977 npm
    MIT
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    Enables MCP clients on a local network to generate and edit images with a self-hosted uncensored Qwen-Image-2.1 model over Streamable HTTP. Supports text-to-image at any aspect ratio, multi-image editing, transparent backgrounds, seamless textures with height and normal maps, 360 panoramas, upscaling, and watermark removal.
    115
    MIT
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    Enables MCP clients to drive Google NotebookLM for citation-backed Q&A over your sources, plus generation of audio, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, using multi-account rotation with automatic re-authentication. It also exposes the same engine as a local HTTP REST API for no-code and custom integrations.
    4,977 npm
    MIT
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    Enables citation-backed Q&A against Google notebooks and programmatic generation of audio, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, with multi-account rotation and automatic re-authentication for large batch runs. The same engine is also exposed as a local HTTP REST API so no-code tools such as n8n, Zapier, Make, or plain curl can use it without an agent runtime.
    4,977 npm
    MIT
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    Enables citation-backed Q&A against your own sources and programmatic generation of audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, with multi-account rotation and automatic re-authentication for high-volume batches. It is exposed both as MCP tools for agents like Claude Code, Cursor and Codex and as a 33-endpoint HTTP REST API for n8n, Zapier, Make or plain curl.
    4,977 npm
    MIT
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    Enables AI agents to run citation-backed question answering against Google NotebookLM notebooks and to generate and download Studio artifacts such as audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes, and mind maps. Multi-account rotation with automatic re-authentication and batch runs of thousands of questions let it sustain large-scale research without manual intervention.
    4,977 npm
    MIT
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    Enables agents to run citation-backed Q&A against Google NotebookLM notebooks, add and read sources, manage sessions, and generate or download Studio artifacts such as audio overviews, video, infographics, reports, presentations, data tables, quizzes and mind maps. Supports multi-account rotation with automatic re-authentication for high-volume, resumable batch runs.
    4,977 npm
    MIT
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    Enables MCP clients such as Claude to drive the real Google NotebookLM/Gemini Notebook website using a free Google account, including listing and creating notebooks, adding sources, asking questions with citations, and generating Studio content such as audio overviews, slides, mind maps, quizzes, and reports.
    74 npm
    MIT
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    Enables agents and workflows to query Google NotebookLM notebooks through both MCP and a plain HTTP REST API, returning citation-backed answers with source excerpts and handling multi-account rotation with automatic re-authentication. Also generates and downloads Studio artifacts such as audio overviews, videos, infographics, reports, presentations, data tables, flashcards, quizzes, and mind maps.
    4,977 npm
    MIT
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    An auditable memory, lifecycle, and governance server for AI agents, providing durable memories with provenance, lifecycle management, and guarded workflows through the Model Context Protocol.
    Apache 2.0
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    Enables agents to run citation-backed Q&A over notebooks, generate Studio artifacts such as audio, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, and manage sources programmatically. Supports multi-account rotation with automatic re-authentication for high-volume batch runs across personal and Google Workspace accounts.
    4,977 npm
    MIT
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    Enables citation-backed question answering grounded in your own uploaded sources, plus full Studio generation of audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, with multi-account rotation and automatic re-authentication for high-volume batch runs. It is exposed both as an MCP server for Claude Code, Cursor and Codex and as a local HTTP REST API for n8n, Zapier, Make and plain curl.
    4,977 npm
    MIT
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    Enables citation-backed Q&A and full Studio content generation (audio, video, infographics, reports, presentations, data tables, flashcards, quizzes, mind maps) against Google NotebookLM, with multi-account rotation and auto-reauth. Serves both MCP clients like Claude Code and Cursor and a 33-endpoint HTTP REST API for no-code tools such as n8n, Zapier, and Make.
    4,977 npm
    MIT
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    Enables agents to query Google NotebookLM notebooks with citation-backed answers and to generate and download Studio artifacts such as audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps. Supports source ingestion, multi-turn sessions with auto-reauth, and multi-account rotation for high-volume batch runs.
    4,977 npm
    MIT
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    Enables agents and HTTP clients to run citation-backed Q&A against Google NotebookLM notebooks, manage sources, and generate audio, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps. Supports multi-account rotation with automatic re-authentication plus a batch/vault pattern for large overnight research runs.
    4,977 npm
    MIT
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    Enables to interact with job application workflows through MCP, allowing users to find jobs, generate non-trivial applications with proof-maps, and build offline dashboards, all without auto-submitting.
    Apache 2.0
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    Enables citation-backed Q&A over Google NotebookLM notebooks and programmatic generation of audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, with multi-account rotation and automatic re-authentication for large batch runs. The same engine is also exposed as a 45-endpoint HTTP REST API for n8n, Zapier, Make and curl.
    4,977 npm
    MIT
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    Enables agents like Claude Code, Cursor, and Codex to drive Google NotebookLM for citation-backed question answering and full Studio generation of audio, video, infographics, reports, presentations, data tables, flashcards, quizzes, and mind maps. Supports multi-account rotation with automatic re-authentication for high-volume batch runs across notebooks.
    4,977 npm
    MIT
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    Enables AI agents and automation platforms to drive Google NotebookLM for citation-backed Q&A over your own sources, plus programmatic generation of audio overviews, video, infographics, reports, presentations, data tables, flashcards, quizzes, and mind maps. Supports multi-account rotation with automatic re-authentication for large batch runs, alongside a companion HTTP REST API for no-code workflows.
    4,977 npm
    MIT
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    An MCP server that gives Claude (and any MCP-compatible agent) full access to Google NotebookLM — create notebooks, upload sources, ask questions, and generate audio overviews, quizzes, flashcards, mind maps, slide decks, videos, and reports.
    1
    MIT
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    Exposes remote, agent-facing MCP endpoints over Streamable HTTP for web search, webpage parsing, local knowledge-base retrieval and document creation, and delegation of tasks to configurable LLM providers. Also bundles an admin console with onboarding, provider/model configuration, API-key management, and call logging.
    MIT
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    Enables agents and HTTP clients to ask citation-backed questions of grounded notebooks and programmatically generate and download audio overviews, videos, infographics, reports, presentations, data tables, flashcards, quizzes and mind maps, with multi-account rotation and automatic re-authentication for large batch runs.
    4,977 npm
    MIT