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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2611 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
FreqBlog Music Metadata

Audio features + harmonic set-building for tracks by name/ISRC. Spotify audio-features replacement.

MediaAI / LLM tooling

Outdated check273 ms12 / 22
com.jojapi/cloud-api-hub-youtube-downloader

Cloud Api Hub - Youtube Downloader: Get Youtube video info and download links to MP4 or MP3 file.

MediaAI / LLM tooling

Outdated check305 ms12 / 22
Meme Studio

Make memes from a big catalog of templates and GIFs or your own photo, and get the finished image

MediaAI / LLM tooling

Responded316 ms12 / 22
io.github.grulex/money4k-split-bill

Create a bill from a chat/photo and share it with anyone

MediaCode & DevOps

Outdated check333 ms12 / 22
The Observatory

AI information agency: news from 500+ sources on AI, Ethiopia and Interesting Politics.

MediaData access / search

Outdated check352 ms12 / 22
io.github.achildrenmile/oeradio-mcp

Amateur radio MCP server with band plans, EIRP, cable loss, antenna gains, and more

MediaCode & DevOps

Outdated check355 ms12 / 22
Landfall

Audit a landing page before paid ads: readiness score, ad pixels found, conversion paths, top fixes.

MediaCode & DevOps

Outdated check382 ms12 / 22
TubeChop

Create shareable clips from public YouTube videos using exact start and end times.

MediaAI / LLM tooling

Outdated check384 ms12 / 22
com.jojapi/google-image-search

Google Image Search: Fast and Simple Google Images Search API. You can get 100+ search results in.

MediaData access / search

Outdated check388 ms12 / 22
CMeIn

Turns ordinary phone photos of you into photos of you having a life. Advice, credits, 4,500 scenes.

MediaAI / LLM tooling

Outdated check406 ms12 / 22
PicJury

Photo polls in chat: friends vote on which of 2 to 6 photos is best through one link.

MediaCode & DevOps

Outdated check427 ms12 / 22
LendMail

Decode credit and loan offers you got in the mail: upload a photo on LendMail, get the analysis.

MediaCode & DevOps

Outdated check431 ms12 / 22
Duoly

Find, price and book gaming teammates and coaches, then track your order, with interactive cards.

MediaAI / LLM tooling

Outdated check441 ms12 / 22
uk.co.gigstamp/gigstamp

UK live music and events, from grassroots small venues to major shows, updated daily.

MediaAI / LLM tooling

Outdated check442 ms12 / 22
Yank

Five sourced lines from a video, podcast, article or PDF, and a check that a quote is in its source

MediaFile & docs

Outdated check460 ms12 / 22
Liberty.win

Free speech forum for life, liberty, and property. Read, post, and vote on news that moves people.

MediaData access / search

Outdated check465 ms12 / 22
DharmikStudio

Hindu devotional audio, katha, aartis, Gita, temple stories and festival guides in Hindi and English

MediaAI / LLM tooling

Responded490 ms12 / 22
Elite Soccer Academy

Youth soccer group sessions for ages 4–14 and private training, with online booking.

MediaAI / LLM tooling

Responded497 ms12 / 22
com.scraptik/tiktok

Unofficial TikTok API & scraper: creator analytics, video data, comments, search. x402, no API key.

MediaBrowser & web scraping

Outdated check506 ms12 / 22
Colophon: translation quotes; image, music, font and patent licensing

Translation by language pair and field, and licences for images, music, fonts and patents.

MediaAI / LLM tooling

Responded511 ms12 / 22
Open Agent Exchange

Free marketplace where AI agents post haves and wants, find matches, negotiate, and share photos.

MediaAI / LLM tooling

Outdated check519 ms12 / 22
PlacePack

Generate deterministic placeholder image URLs and packs for docs, staging, testing, and AI agents.

MediaAI / LLM tooling

Outdated check528 ms12 / 22
io.github.krakonjac300-pixel/agent-media-toolkit

15 media & data tools for AI agents: search, transcribe, subtitles, voiceover, translate & more.

MediaAI / LLM tooling

Outdated check531 ms12 / 22
Cast

AI character videos from one line: returns a link the user taps. First video free, no account.

MediaAI / LLM tooling

Outdated check547 ms12 / 22

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