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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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
FLUX

Official FLUX MCP server. Generate, edit, vary, and browse images from Black Forest Labs.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
FOTOhub Creative AI

Generate images, video, music, voice and 3D through one API. 30 tools, 200+ models.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Fotor MCP

Create images, video and audio with Fotor.

MediaAI / LLM tooling

Requires authNot measured3 / 22
Frameskim

YouTube frames at exact timestamps and the moments that answer a query, for AI agents.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
FreeLipSync

Generate lip-synced talking and singing videos from images or videos and audio.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Frontpeek: Hacker News Front Page + Mentions — stories, scores, links

Hacker News front page and search: stories, points, comments, and which stories link to your domain.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
FXI Studio

Generate cinematic images and video and chain shots into continuous motion.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
GAMES.GG

Game guides, reviews, news, deals and release dates, plus saved games and redeem code alerts.

MediaData access / search

Requires authOutdated checkNot measured3 / 22
GenFlick

AI Studio for Films, Series, Music Videos and Ads. Same cast in every shot and every episode.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
GetCourt

Find upcoming tennis, padel and squash games with free spots, by city, sport, level and date.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Glimpze

Review Glimpze website chats, video-call history and recordings, and manage support workflows.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Google & YouTube Search, Transcripts and Data - FlashData

Google & YouTube data: search, news, images, shopping, places, transcripts, captions and downloads.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Google Maps Reviews Scraper

Google Maps reviews of any place: stars, text, date, photos, owner reply. Links, place IDs or names.

MediaBrowser & web scraping

Requires authNot measured3 / 22Not checked yet
Google News API

Google News search with real article URLs and optional full text, via Apify

MediaData access / search

Requires authNot measured3 / 22Not checked yet
Gumlet

Manage Gumlet video, live streams, analytics, and workspaces from an MCP client.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Hacker News Scraper: Stories, Comments & Users

Scrape Hacker News stories, comments and user profiles as clean JSON with points, author…

MediaBrowser & web scraping

Requires authNot measured3 / 22Not checked yet
Hashgrid DNA

A search engine that learns from your grades. Store text, records, images or embeddings.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Image Background Remover — Small U2NetP, PNG Base64

Remove image backgrounds with U2NetP and return transparent PNG pixels without identifying metadata

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Converter — Static JPEG, PNG & WebP Resize/Compress

Convert and resize static image URLs to WebP, PNG or JPEG for uploads and agent workflows.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Converter & Compressor

Convert, compress and resize many images to WebP, JPEG, PNG or AVIF; returns links and sizes.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Metadata Remover — EXIF/GPS Scrub with Pixel Checks

Remove EXIF, GPS location and camera serials from images without re-encoding the pixels

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image OCR Extractor (Apify Actor)

OCR text from images and scanned PDFs; pay-per-event via your Apify account.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image OCR Text Extractor: extract text from images

Read printed words from receipts, forms and book pages, then export them as JSON, CSV or Excel.

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Image to Text — OCR Lines, Word Boxes & Confidence Scores

Extract text from images with OCR: plain text plus every line or word with its box

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet

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