MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

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

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DiscoveryServer directory

Remote MCP servers

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

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1767 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
Slice

Turn an idea into a short vertical AI video with voiceover, captions and music.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Sloosh

Generate images and video, run Spaces and build canvases from your agent. OAuth sign-in.

MediaAI / LLM tooling

Requires authNot measured4 / 22
SmartGenius

Draft Instagram posts, carousels and stories, and draw images in your brand's style.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Social Expert

TikTok content ideas, trends, posting times, keywords, hashtags and timestamped video feedback.

MediaAI / LLM tooling

Requires authNot measured4 / 22
SocialShot AI

AI product photos for ecommerce: turn product images into studio, lifestyle and on-model photos.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
SocialSight

Generate and upscale AI images, videos and audio.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Sohaai

Make images, video and audio, lip-sync, dub, upscale, and see how your social posts perform.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Solara AI

Edit a talking-head recording into a captioned short video, export it, and ask to post it.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Splark

The ask-and-answer video format: send a question, get a short one-take video answer, captioned.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Spoolfield

Vertical Shorts with word-by-word captions, transcripts and file conversion from a video link.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Spotify MCP Server and API by Cotlet

Spotify music and podcast streaming MCP server: search songs and artists, list playlists.

MediaData access / search

Requires authOutdated checkNot measured4 / 22
Sprite AI

Generate pixel art sprites, animations, 8-direction rotations and palettes for games.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Sprite Fusion

Generate, edit, style-match, turn, and animate game-ready pixel art at exact sizes.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SpriteForge

Generate pixel-art sprites, animations and tilesets on your SpriteForge account (sign-in, credits)

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Squall Studio

Read, edit and generate AI microdrama scripts, shots, characters and video in Squall Studio

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Standout

Anti-slop design taste for AI coding agents: art directions, section code, 0-100 page critic.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
StreamRank

Daily streaming Top 10s (Netflix, Prime Video, Disney+, HBO Max, more) by country, plus trending.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Struq

Cinematic, award-winning web design for coding agents: direction, build plan, GSAP motion, audits.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Studiohaus

Read-only MCP server for interior design studios: projects, overviews, weekly activity. No writes.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
StudioMotion

Agency-grade website sections, design tokens and Framer Motion animations for Lovable.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Stylelock

Lock a style and palette, then generate matching icons, favicons, social images and illustrations.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Subscribr

The all-in-one YouTube content engine: research, ideas, thumbnails, scripts, and video.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Subtly

Transcribe audio and video, and translate subtitles into 50+ languages.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Sudio

The AI video studio: records your web app, writes and voices the script, renders a tutorial MP4.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22

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