Skip to main content
Glama
118,454 servers. Updated
20 Best Observability MCP Servers: compared and ranked, November 2026Ranked from 695 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Datadog - A monitoring and analytics platform for developers and IT operations" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets any MCP-compatible AI agent search live resort inventory, request exact all-in quotes including transfers, and start real hotel bookings that the traveler completes on a hosted Stripe checkout.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to access live Italian public data and consumer-rights calculators, including fuel prices, equivalent medicines, flight and train compensation, and ECB exchange rates.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables users to create simulated shipments through Claude or ChatGPT by gathering item and route details, quoting landed costs, confirming checkout, and tracking parcels, while all prices, carriers, labels, and tracking events are mock-only.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    AI-powered laytime, demurrage and despatch calculation for ship chartering. Send a Charter Party, Fixture Recap, NOR or Statement of Facts as text or files (PDF, image, Excel) and get a full, auditable laytime statement. Available as a REST API and an MCP server.
    -
  • A
    license
    A
    quality
    B
    maintenance
    A locally runnable stdio MCP server for Fortrip hotel search, live room rates, hotel details, trip planning and booking payment links. Uses a Fortrip CLI token or saved CLI login; payments are completed by the user on Fortrip and Stripe.
    2
    5
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Provides read-only access to live Bay Area transit data, including routes, stops, real-time departures, vehicle positions, and service alerts, for use by large language models.
    6
    -
  • A
    license
    A
    quality
    D
    maintenance
    Google Hotels MCP server via direct RPC — no scraping, no browser automation. Three tools: hotel list search (16 filter slots: stars, price, amenities, brands, free cancellation), per-OTA rate plans and cancellation policies for a single hotel, and parallel top-N enrichment. One-command setup for Claude Code, Codex, and ChatGPT
    3
    141 PyPI
    14
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for Chelaile realtime public transit data in China, including bus and metro arrivals, vehicle positions, nearby stops, timetables, and route planning. It runs locally over stdio with no login or account configuration required.
    15
    7,220 npm
    34
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to answer whether it's a good day to go up, hike, or take the cable car, and to rank the best day in the seven-day forecast using live weather, summit conditions, cable car status, and hours. It adds freshness warnings, out-of-forecast handling, clear errors, and an eval suite for validating agent tool use.
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to plan container and truck loads from plain-English shipment descriptions, returning fitted containers, utilization, non-fitting items, and interactive 3D load plans.
    1
    96 npm
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search hotel rooms by number of nights within a flexible date range, returning real prices and the cheapest deals with booking links. It also supports city resolution, hotel listing, and offer details for external booking completion.
    4
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to search, browse, and book hotels from a database of 2 million properties worldwide. Provides comprehensive hotel search capabilities with location lookup, filtering by amenities, detailed property information, and integrated booking functionality.
    6
    42 npm
    1
    ISC
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI assistants to interact with the Netherlands Railways (NS) API for route planning, pricing, and real-time departure information. It provides tools for searching stations, planning trips with connections, and viewing real-time departure boards.
    3
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Buy and manage a global eSIM through chat. One universal eSIM for 192 countries, per-MB billing in USDT or USDC across TRON, Solana, BSC, Polygon, Optimism, Arbitrum, TON. Anonymous-flow by default — no account required.
    12
    74 npm
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables LLMs to query realtime bus and metro data across Chinese cities without any login or API key, covering keyword search, nearby stops, stop and line details, live vehicle positions and ETAs, and bus-plus-metro transfer planning. Departure predictions at a line's first stop cover the full service day, including last departures and the next bus after a specified time.
    15
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to access Swiss public transport data including journey planning, real-time departures, disruptions, occupancy forecasts, ticket prices, and train formations via a standardized MCP interface.
    11
    27 PyPI
    7
    MIT