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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2591 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
Remover Fundo

Removes the background from an image by URL, cutting out the foreground person or object with AI and

MediaCode & DevOps

Outdated check340 ms13 / 22
Tellscreen

Turn screen recordings and video links into change lists with screenshots an AI can act on.

MediaAI / LLM tooling

Outdated check344 ms13 / 22
AnimateMyTravel Studio

Animated map videos of any story: trips, wars, empires, storms, data. Free, no signup.

MediaAI / LLM tooling

Responded345 ms13 / 22
ALICE - Palm Coast Local

Local AI guide to Palm Coast & Flagler County, FL: businesses, events, deals and news.

MediaData access / search

Responded348 ms13 / 22
io.github.jdhart81/smartscale

Deterministic CR80 pixel-geometry scaler. Callers supply the card and object pixel geometry; this MC

MediaCode & DevOps

Outdated check348 ms13 / 22
Smasher Studio — AI Fashion Design

AI fashion design — product photos, videos, tech packs, colorways & fabric sims.

MediaCode & DevOps

Outdated check354 ms13 / 22
Social → Context

Turn a TikTok/Instagram/YouTube link into text for your AI: metadata, transcript and image OCR.

MediaCode & DevOps

Outdated check354 ms13 / 22
Codex Imagem

Generate images with your own ChatGPT subscription (Plus, Pro or Team), without spending API credits

MediaPayments & trading

Outdated check356 ms13 / 22
Insta-Pola Photo Gallery

Create shared event photo galleries with a QR code, a live photo wall and AI caption suggestions.

MediaAI / LLM tooling

Responded364 ms13 / 22
Pure Report — Neutral News

Neutral, bias-scored news for AI agents: compare left/right media-bias framing, fact-check receipts.

MediaData access / search

Outdated check366 ms13 / 22
NotebookLM

Google NotebookLM via natural language: create notebooks, add sources (PDF, URL, YouTube) and ask gr

MediaCode & DevOps

Outdated check367 ms13 / 22
Base de Conhecimento

Your private knowledge base: upload documents (.md, .txt, .docx, PDF, images), the platform indexes

MediaKnowledge & memory

Outdated check368 ms13 / 22
AdGPT

Ready-to-publish ad creatives from an AI assistant: campaigns, image/video/UGC ads, brands, edits.

MediaAI / LLM tooling

Responded369 ms13 / 22
Magnific

Magnific in natural language: upscale images, generate and list your creations. Connect your Magnifi

MediaCode & DevOps

Outdated check377 ms13 / 22
AIDating / DatingCoachAI

AI dating coach: profile review, photo scoring, opener generator, and confidence-building practice.

MediaAI / LLM tooling

Responded382 ms13 / 22
Stable News

One news edition a day, ranked by a published rule, in our own words with links to the outlets.

MediaData access / search

Responded382 ms13 / 22
TrackForge

Check a catalogue against The MLC, look up a song's writers, publishers and ISWC, validate CWR files

MediaData access / search

Outdated check382 ms13 / 22
Speech AI - Pronunciation, STT & TTS

Pronunciation scoring, speech-to-text, and text-to-speech for language learning

MediaAI / LLM tooling

Outdated check392 ms13 / 22
Betting Tips AI

Public read-only football and cricket match tips from bettingtipsai.com.

MediaAI / LLM tooling

Responded395 ms13 / 22
Image Tools - Background Removal, Upscaling & Face Restoration

Background removal, 4x upscaling, and face restoration via GPU

MediaCode & DevOps

Outdated check395 ms13 / 22
Buscador Google

Search Google straight from your AI agent. Web results, images, videos, news, products, scholarly ar

MediaCode & DevOps

Outdated check395 ms13 / 22
6ix

Earnings calls, news releases, decks, prices and shareholders for listed companies worldwide.

MediaData access / search

Responded400 ms13 / 22
NeedATicket live ticket prices

Live ticket prices in USD for concerts, sport, theatre and festivals, checked hourly. Read-only.

MediaAI / LLM tooling

Outdated check401 ms13 / 22
com.unifically/mcp

One API for 100+ AI video, image, music and speech models.

MediaAI / LLM tooling

Outdated check402 ms13 / 22

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