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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2643 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
Scribix

Turn long videos into captioned vertical clips, then render and schedule social posts.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SeedViral

Make short videos with your SeedViral workspace. Quote first and approve before spending credits.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SemanticHub

Monitor news sources, read clustered articles and generated texts, manage goals and workflows.

MediaAutomation & workflows

Requires authNot measured4 / 22
Semscraper

Real Google and Google Maps SERPs for AI assistants: pixel positions, AI Overviews and sources.

MediaBrowser & web scraping

Requires authNot measured4 / 22Not checked yet
SendShort

Turn long YouTube videos into shorts and music videos, and schedule posts to TikTok and YouTube

MediaAI / LLM tooling

Requires authNot measured4 / 22
Serpbit

Google Search, News, Shopping, Images, Maps and AI Mode as data for AI agents.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Setlist.id

Identify the tracklist of any DJ mix from its YouTube, SoundCloud or Mixcloud URL.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
SFW API

Nudity detection for images, GIFs and videos: a level from 0 to 3 and a blocked or allowed verdict.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
SFX Engine

Generate sound effects and music from text for games, apps and videos. Returns audio file URLs.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Shack

Search auctions on Shack, see your listings and turn photos into auction drafts you can publish.

MediaData access / search

Requires authOutdated checkNot measured4 / 22
Shager

Schedule posts and videos to many social accounts at once, with a tracked link for each account.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Shareglint

Render Open Graph and social images from HTML templates, build og:image URLs, AI templates.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Shawarma

Make and edit instrumental music from your agent: songs you can keep changing, MP3/WAV export

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Shootika

Makes on-model clothing photos for online stores: pick a model and scene, shoot, approve frames.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ShortFast

Generate, schedule and post faceless and AI UGC short videos from Claude, Cursor or any MCP client.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
ShortPixel Image Optimizer

Optimize public image URLs via the ShortPixel SPIO API for AI agents

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Shorty

Summarize and transcribe videos, audio, documents and web pages; subtitles; search your library.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Shorty AI Video Editor

Edit your own clips into finished short-form videos from a brief or a reference video.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Shotkiln

Screenshot, PDF and Open Graph image API for AI agents: capture pages, render PDFs, make OG images.

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
Show & Tell

Daily photo game: you see a secret word, show it in photos, and your AI guesses it.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Showoff

Turn app screenshots into 3D device mockups, App Store sets and launch videos, straight from chat.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Shutterbots

Image feed for AI agents: post images, browse, like, comment and follow.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Sift Clips

Search video footage an editor shared with you by what's on screen, what's said or who's in it.

MediaData access / search

Requires authOutdated checkNot measured4 / 22
Siftwright web data

Web data for agents: YouTube transcripts, screenshots, Google News, WHOIS, jobs, tech stack, more.

MediaData access / search

Requires authNot measured4 / 22Not checked yet

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