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

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Remote MCP servers

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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
Sport MCP

Strength-training log for iPhone: read workouts, records and progress; plan and log training.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SportAPI Football Data

Football fixtures, live scores, standings, lineups, teams and players for 117 leagues and cups

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
SportStatsAPI

Fixtures, live scores, results, tables and match facts for 3,222 competitions in 10 sports.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Spotify Data

Spotify play counts, monthly listeners, charts, artist stats, albums, playlists and ISRC lookup.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
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
SpriteFuse

Create 2D characters and animations, revise sprites, adjust timing and export assets via OAuth.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Sprout Studio by Cotlet

Sprout Studio puts a photography lead, shoot and client paperwork in one business workflow.

MediaAutomation & workflows

Requires authNot 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
StoryShort

Make faceless AI short videos from a story idea: script, voiceover, captions, scenes.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
StreamClipping AI

Clip Twitch, YouTube and Kick VODs, rank moments by viral score and schedule posts.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Streamline MCP Server

Search and download icons, illustrations, elements and emojis in PNG or SVG formats.

MediaData access / search

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
Studio Ninja MCP Server and API by Cotlet

Studio Ninja photography studio management MCP server: add lead, book job, send invoice.

MediaPayments & trading

Requires authOutdated checkNot 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
SuanLinFang AI Capabilities

Speech-to-text, text-to-speech, OCR and typed decision-making APIs from suanlinfang.cn.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
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
SudoMock

Turn product photos or PSDs into photorealistic mockups: place artwork, edit text, fix tile seams.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Sugusite

Publish websites from AI: create sites, upload HTML/images, access control, custom domains.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22

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