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116,528 servers. Updated
20 Best AWS MCP Servers: compared and ranked, November 2026Ranked from 838 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to read Garmin Connect data — sleep, heart rate, stress, HRV, body composition, activities, steps, training status/readiness and VO2max trends — through a read-only set of 14 MCP tools. It also generates visualized daily and weekly health reports as Markdown or self-contained HTML+SVG, with credential redaction, dual auth modes, and a mock mode for testing without a real account.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude and any MCP client to read a user's own Garmin account in plain language, covering activities, time-series charts, thresholds, sleep, HRV, Body Battery, stress, readiness and trends. It also serves a private local dashboard that downloads the full training and health history, correlates metrics across views, and exports any table as CSV.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to compile a semantic chart description (data, semantic types, chart intent) into native specs for five charting libraries and headlessly render three of them to SVG or PNG, delivered inline or as signed, expiring artifact URLs. It also exposes tools for validating charts, listing chart types and themes, plus resources and prompts that supply chart-authoring and theming conventions.
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to push numbers and metrics to iPhone Home Screen, Lock Screen, and Live Activities widgets and read them back.
    5
    106 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables agents to connect to Power BI semantic models, preview custom ECharts-based visuals with model data, and insert and validate them in existing local PBIR reports.
    15
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    A local Google Sheets MCP server built for agent workflows in Claude Code and Claude Desktop: write API, script and file output into sheets, combine spreadsheets, refresh them on a schedule, across multiple Google accounts. Undo and formula-error checks on every write.
    29
    175 npm
    36
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to connect to YNAB budgets, providing tools for accounts, transactions, categories, payees, and analytics, including search, bulk operations, and delta sync.
    47
    AGPL 3.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query Garmin training and recovery data—including activities, laps, strength sets, sleep, HRV, stress, and Body Battery—through the official read-only Garmin Connect Personal API. It also enables generating training dashboards and reviewing workouts, recovery, and readiness inside the chat.
    20
    2,585 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Connects AI assistants to YNAB budgets, providing over 30 tools for managing budgets, accounts, transactions, categories, and analytics with delta sync and caching.
    47
    264 PyPI
    46
    AGPL 3.0
  • A
    license
    A
    quality
    D
    maintenance
    Connect QGIS to Claude AI through the Model Context Protocol (MCP), enabling Claude to directly control QGIS — manage layers, edit features, run processing algorithms, render maps, and more.
    100
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Lets an MCP client read PX4 SITL .ulg logs and answer why a flight failed or underperformed — failsafes, arming reasons, estimator validity versus simulator ground truth, and how late PX4 followed offboard velocity setpoints. It also lists, searches, scans and plots topics, messages and parameters across logs, replacing hand-written pyulog scripts.
    12
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables natural language interaction with AWS QuickSight for building, editing, and managing analyses, datasets, and dashboards, including chart creation, SQL updates, and QA verification.
    61
    Apache 2.0
  • A
    license
    B
    quality
    D
    maintenance
    MCP server for introspecting PostgreSQL databases, providing tools to list tables, describe schemas, foreign keys, and generate DOT ER diagrams.
    5
    14 npm
    MIT
  • A
    license
    C
    quality
    B
    maintenance
    Enables users to connect their chat client to calculation tools for subsurface geological models, perform model checks and scenarios on exported Petrel/RMS data, and inspect reports and 3D scenes through a local viewer.
    73
    Apache 2.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables ChatGPT and Claude conversations to display accessible interactive charts and lets models navigate readers through data points using speech, braille, and sound.
    59 PyPI
    1
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to query onchain app analytics and attribution, including visitors, wallets, transactions, revenue, funnels, retention, and traffic sources, and to manage boards, charts, segments, alerts, and wallet labels through natural language.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables an AI assistant to inspect GDSII layouts and stackup files, validate model scripts without running them, and generate AWS Palace models locally, along with layout previews, gmsh visualisation, S-parameter summaries, and inductor/capacitor value extraction. It works on files in the user's own Python environment and disk, without invoking the Palace solver.
    68 PyPI
    5
    GPL 3.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude Code and other processes to control the lys interactive multi-dimensional data analysis and visualization platform by executing Python commands in it and viewing the resulting lys and matplotlib graphs. It connects over a local socket or TCP to a lys instance running in remote mode.
    GPL 3.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP-compatible agents to render privacy-first, deterministic Chart.js charts locally as PNG, SVG, PDF, or JSON, with configurable Sotheby's-inspired editorial themes per session.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients holding a control key to create, update, publish, and unpublish dashboards and their charts, plus read-only access to dashboards, view stats, and audit logs. Published dashboards are viewable through public links in a minimal web UI, where viewers can request tweaks that the agent applies via these tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to generate and render individual and composite Human Design charts, explore authorized chart and library data, and manage account usage and Website Builder projects with secure OAuth and entitlement filtering.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that enables Claude Code/Codex to directly control PsychoPy for designing, running, and analyzing psychology experiments with literature-calibrated paradigms.
    1
    MIT