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116,605 servers. Updated
20 Best Maps MCP Servers: compared and ranked, November 2026Ranked from 856 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    A
    quality
    A
    maintenance
    Direct access to 40+ scraping and search tools. Extract structured data from Google (Search, Maps, Trends), Amazon, Airbnb, Social Media, and any web page directly into your AI agent.
    63
    21
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI agents to interact with Google NotebookLM, including listing and managing notebooks and sources, asking grounded questions with citations, and generating audio overviews, briefings, quizzes, and mind maps.
    13
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A scientific experiment log MCP server for AI agents that stores predictions, causal claims, and verdicts, enabling queryable causal maps and calibration of intuition over diagnostics.
    17
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to resolve geographies and candidates, build and compare election scenarios and simulations, apply swings and turnout assumptions, and read tallies, flipped seats, maps, charts, and precinct-level roll-ups through a local bridge to the ElectionsMCP hosted service.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team attacking profiles, match search, shot maps, and more for 10 leagues.
    23 PyPI
    6
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Verifiable geospatial tools for AI agents: geodesic distance, topology, geocoding, elevation, isochrones and Overture Maps places and buildings. Every answer carries its source, licence and units.
    79 PyPI
    20
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that allows AI agents to control a live ArcMap session via arcpy, including listing layers, zooming, exporting maps, and viewing the canvas, specifically for legacy ArcMap 10.4-10.8.
    11
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables users to search and analyze academic papers from multiple sources, fetch metadata and full text, and build structured outputs like literature maps and paper comparisons.
    57 npm
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Identifies knowledge gaps in markdown vaults, ranks them by priority, generates research questions, and offers long-tail sampling to break confirmation bias.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A local-first MCP server that analyzes research papers, maps citation graphs, and surfaces insights with verbatim-verified contradictions, all while keeping data private on your machine.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    MCP server for the RETICOLO V10 rigorous coupled-wave analysis solver, enabling agents to compute RCWA spectra, convergence scans, and field maps via MATLAB Engine API without launching the MATLAB desktop.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to search and retrieve 3D cryo-EM and electron-tomography density maps by keyword or entry ID, returning details such as resolution, structure-determination method, sample, and release date.
    449 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables querying OpenDRIVE road network files through structured MCP tools for summarizing maps, listing roads and lanes, converting coordinates, and validating files.
    Apache 2.0
  • -
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables generation of 25+ types of charts and data visualizations using AntV, including bar charts, line charts, maps, mind maps, and specialized diagrams like fishbone and sankey charts. Supports both statistical charts and geographic visualizations for comprehensive data analysis and presentation.
    192 npm
    -
  • A
    license
    A
    quality
    B
    maintenance
    Remote MCP server for geographic data. Free and x402 paid packs all normalized for cross domain joins. Start with get_catalog, then get_pack for details.
    13
    2
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    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
    717 PyPI
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    35 public-data MCP tools with optional focused profiles for business leads, market intelligence, government records, and research/health. Includes Maps, jobs, SEC filings, grants, sanctions and more. Runs use your own Apify account and are billed there. Structured results and deterministic errors.
    40
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Deterministic A-share morning brief service exposing MCP tools to generate full market briefs, filtered news events, previous close context, and news coverage without external LLM keys.
    4
    Apache 2.0