MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

DiscoveryServer directory

Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

Connect your agent

639 servers

Ordered by checks passedClear filters
Dated server measurements. The status describes the last probe or a listed authentication requirement. Checks that have not been measured are not failures. Open a server to inspect the evidence.
Server / capabilityLast probeMedian latencyChecks passedLast checked
Google Hotels Scraper

Hotel nightly prices and stay totals for two adults, with city, dates and resolved-place checks.

TravelBrowser & web scraping

Requires authNot measured3 / 22Not checked yet
Google Hotels Scraper (Ctrio Lab)

Google Hotels prices via Apify: price per booking site, rating, reviews and class for your dates.

TravelBrowser & web scraping

Requires authNot measured3 / 22Not checked yet
GuruHotel Manager

Manage your GuruHotel hotel: reservations, revenue, rates, KPIs, traffic and ARI updates (OAuth).

TravelData access / search

Requires authNot measured3 / 22
Hotelink

Read-only hotel data (OAuth). Guide: https://mcp.hotelink.ai/llms.txt. Verify with list_datasets.

TravelCode & DevOps

Requires authOutdated checkNot measured3 / 22
Kiosk Builder

Build and manage airline self-service kiosk apps — styling, pages, CMS, and CUSS2.

TravelCode & DevOps

Requires authNot measured3 / 22Not checked yet
NoFilter

Find public photo spots and places to visit around a travel destination.

TravelCode & DevOps

Requires authOutdated checkNot measured3 / 22
Residays

Your travel days per country and tax residency results, with planned trips you confirm.

TravelCode & DevOps

Requires authOutdated checkNot measured3 / 22
TourismMCP

Travel in Germany (Tourismus): sights, events, opening hours and prices, weather and tides.

TravelData access / search

Requires authOutdated checkNot measured3 / 22
Travel World

Agent-native travel platform: read-only flight, hotel, and brand tools over MCP. OAuth sign-in.

TravelData access / search

Requires authOutdated checkNot measured3 / 22
TripAdvisor Reviews Scraper & AI Review Analysis

Paste a TripAdvisor hotel, restaurant or attraction URL: reviews are collected for you and turned…

TravelBrowser & web scraping

Requires authNot measured3 / 22Not checked yet
UK Data: Airport weather (METAR and TAF)

Official airport weather: METAR observations and TAF forecasts from the NOAA Aviation Weather Center

TravelData access / search

Requires authNot measured3 / 22Not checked yet
UK Data: UK FCDO travel advice

UK FCDO travel advice for every country: warnings, entry requirements, safety and latest changes

TravelData access / search

Requires authNot measured3 / 22Not checked yet
Wingie Enuygun MCP

Search and compare flights, hotels, buses, and car rentals with ENUYGUN's MCP.

TravelData access / search

Requires authOutdated checkNot measured3 / 22
Wyxd Guide Travel — Local Guides & Routes in China

Search vetted local guides and travel routes across China, with deep links to chat and booking.

TravelData access / search

Requires authNot measured3 / 22Not checked yet
lilo Vacation Rentals

Vacation rental discovery, direct booking, and property protection for AI agents.

TravelCode & DevOps

Requires authNot measured2 / 22Not checked yet

Automated measurements. Not a rating. Unmeasured checks are not failures. How to read the evidence