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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2622 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
SciFig

Create scientific illustrations, data charts and flowcharts with your SciFig account.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Scoopkit

AI-industry news for agents: each story once, as a sourced event in a 10/57 taxonomy. No key needed.

MediaData access / search

Requires authNot measured5 / 22Not checked yet
ScoreStarling

Turn recordings, videos and sheet music into playable, editable scores; export PDF, MIDI, MusicXML.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
ScrapingBee

Scrape any web page, search Google/Amazon/Walmart/YouTube and extract data via the ScrapingBee API.

MediaBrowser & web scraping

Requires authNot measured5 / 22Not checked yet
Screen Browser

Your coding agent records a demo or tutorial video of your web app.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Screenshot Scout

Capture screenshots of webpages as images or PDFs with Screenshot Scout.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
ScriptSeen

Create short-form scripts and paced audio, then hand clips to ScriptSeen's on-device video maker.

MediaCode & DevOps

Requires authNot measured5 / 22
Scrollsnacks

Curated real launch videos split into timed sections (hook, problem, feature, proof, CTA).

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Scry

Search your team's Storybook components by text or image, so agents reuse what exists.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Seedance 2

Seedance 2.5 and 2.0 AI video, plus AI images, from Claude, ChatGPT, Codex and Cursor.

MediaAI / LLM tooling

Requires authNot measured5 / 22
Seedance by Ace Data Cloud

Generate Seedance videos with Ace Data Cloud; retrieve the original task for finished video.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Sendcove

Draft and schedule posts for X, Instagram, TikTok, Threads, Bluesky, YouTube, Facebook and LinkedIn.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
SEO Audit & Broken Link Checker

Audit every page of a site (titles, meta, headings, schema) and find broken links and images.

MediaMonitoring & observability

Requires authNot measured5 / 22Not checked yet
SEO Data MCP (SteadyScrape)

Keyword volume, live SERP ranks, domain traffic, ranked keywords, backlinks, Google Trends, YouTube.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Sequencer

Create AI images, video, and audio, quote generation costs, and edit Sequencer projects.

MediaAI / LLM tooling

Requires authNot measured5 / 22
Shareglow

Shareglow MCP server: scan link previews, generate OG images, short links and stats.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
ShootProof MCP Server and API by Cotlet

ShootProof photography client gallery MCP server: create gallery, share gallery, list orders.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Shortimize

Track TikTok, Instagram Reels and YouTube Shorts accounts and videos: views, growth and analytics.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Sidenote

Read, search and edit your Sidenote notepads, whiteboards and images with your sync key.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
SideQuest

Hire verified local people for real-world tasks. Paid upfront, released on approved photo proof.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
SignalShelf

Public social, ad library and Google Maps data: TikTok, Instagram, YouTube, X, Facebook and more.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Sirv AI Studio

AI image, video and 3D tools, assets, products and Shopify for Sirv AI Studio.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Sisif

Generate short videos from a text prompt. Pay per clip by card, no account needed.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
SmartPDF

47 PDF and image tools: convert, compress, merge, OCR, edit, redact personal data, sign, watermark

MediaFile & docs

Requires authNot measured5 / 22Not checked yet

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