MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

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

2649 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
SocialDataX TikTok MCP

TikTok suggestions,user search,post search/details,comments/replies,creators/posts,speech-to-text.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
SocialDataX X / Twitter MCP

X/Twitter search, posts, comments, user profiles, user posts/replies and video transcripts.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
SocialDataX YouTube MCP

YouTube video/channel search, suggestions, details, comments/replies, Shorts, transcripts, paging.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
SocialDataX 好看视频 Haokan MCP

Haokan video/user search, details, comments/replies, creators, creator videos and hot searches.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
SocialDataX 微信 WeChat MCP

WeChat video and image posts, comments, users, transcripts, Official Account articles and stats.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
SocialDataX 快手 Kuaishou MCP

Kuaishou hot, suggestions, video/user search, details, comments/replies, profiles/posts, transcript.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
SocialDataX 抖音 Douyin MCP

hot search、suggestions、video/user/product search、comments/replies、users/works/series、transcript

MediaData access / search

Requires authNot measured3 / 22Not checked yet
SocialDataX 知乎 Zhihu MCP

Zhihu/知乎 hot list, search/details, comments/replies, creators/articles, and video transcripts.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
sociallinks.dev

Find a creator's accounts across Instagram, TikTok, YouTube, and X from a single profile link.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Sogni MCP

Generate and edit images, video, and music with Sogni AI through a hosted MCP connection.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
spawnpop

Roblox game assets for your agent: free kit plan, then GUI, icons, thumbnails, 3D props and music.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
SPdex足球资料MCP

Football fixtures, historical scores, team/venue profiles, archived squads and availability reports.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Speakvora

Text to speech, voice listing and phrase library search for AI assistants. API key header.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Speech to Text — File Transcripts, Speaker Labels & Subtitles

Transcribe audio and video files to text with timestamps and SRT or WebVTT subtitles

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Speech to Text (Whisper) for Audio and Video URLs

Whisper speech to text for podcast, audio and video URLs, 90+ languages, timestamped output.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Requires authOutdated checkNot measured3 / 22
stagenth · 图片工具箱

Image toolkit: resize, compress, crop, watermark, convert, rotate, EXIF read/strip.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
stagenth · 文档解析

Parse PDF/Word/PPT/HTML to Markdown; tables as JSON, image extraction, RAG chunking, page ranges.

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
StatsHawk

Live sports stats and pre-computed analysis for AI assistants across NBA, MLB, NFL, and NHL.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
StoryStudio

AI image, video, voice and music generation over MCP, routed to Veo 3.1, Seedance 2.5 and more.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
StreamKollen — Swedish Streaming Guide

Where movies & TV stream in Sweden, trending titles and live sport broadcasts.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
SubA by entendu.

AI-assisted subtitle localization with project rules, glossaries, review and export.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Supervision Draw

Draw detections onto an image with Roboflow supervision's own annotators, over HTTP and MCP....

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
SwogeAgentic

Crypto intel for AI agents: token scans, SWOGE AI colony data, OSINT, web search, images, video

MediaData access / search

Requires authNot measured3 / 22Not checked yet

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