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.

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2620 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
FlipLetters

Draft, validate, render, and share split-flap and flip-dot board videos written in flipcode.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Fluxcut

Your agent makes a product video; you approve each step and publish. Needs a Fluxcut agent key.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Food Logger MCP

Food logging, nutrition summaries, and meal photo calorie and macro estimates.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Football xG: Understat Matches, Shots & Tables

Understat football xG data: xG tables, matches, shots, players and lineups for top 5 leagues + RFPL.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
FootVal

Football match predictions, title race chances, player valuations, live scores, tables and news.

MediaData access / search

Requires authOutdated checkNot measured5 / 22
Formfeed

Render PDFs and images from templates, validate data and convert Office files to PDF.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
FrameOS

Turn long videos into captioned, reframed short clips, thumbnails, and social posts.

MediaAI / LLM tooling

Requires authNot measured5 / 22
FreeVideoGenerator

Generate AI images and videos, quote credit costs, manage media and track batch jobs with OAuth.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Future Video Studio

Create and manage cinematic AI video renders through the Future Video Studio Agent API.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Galatic.ai

Create AI video, images, music and voice from your assistant, on your Galatic.ai plan.

MediaAI / LLM tooling

Requires authNot measured5 / 22
GemstoneAI

Analyze jewelry photos, see comparable listings and sales, and save the piece to a collection.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Gemus

Node-based AI design workflows on the Gemus canvas: generate images, video, 3D, and PPT.

MediaAutomation & workflows

Requires authNot measured5 / 22
GEN

GEN is the creative AI video engineer. Free editor/social publishing; AI credits via card/x402.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
GenMagic

Generate images, video, speech, music and text with 450+ AI models, one API key and one balance.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
GetVidFB Downloader

Download links for public Facebook, TikTok and Pinterest videos, reels, images and GIFs.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Glif

Generate images, video, and audio with Glif's media-generation agent

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Gold Radar

Publish AI-generated video, stills, sound and 3D work to the Gold Radar archive.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Goodeye

Design, save, and run outcome-aligned AI workflows and verifiers, with reliable image output.

MediaAutomation & workflows

Requires authNot measured5 / 22Not checked yet
GoodWatch

Find movies and TV shows, track watches, and get suggestions based on your taste.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Goofish (Xianyu) Marketplace

Goofish (Xianyu, 闲鱼) second-hand listings, item details, seller reviews, comments, image search.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Google Discover MCP Server and API by Cotlet

Google Discover personalized news feed MCP server: read Discover feed, check domain in feed.

MediaData access / search

Requires authOutdated checkNot measured5 / 22
Google Images (via Apify)

Google Images for AI agents: full-size image URLs, sizes and source pages, with filters.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Google Maps Scraper

Live Google Maps business search, review, and photo data for AI agents over MCP.

MediaBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
Google Trends MCP

Google Trends: Search, Images, News, Shopping over time, growth metrics. Free key at trendsmcp.ai

MediaData access / search

Requires authNot measured5 / 22Not checked yet

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