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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1766 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
Banana Art Lab

Generate images with GPT Image 2, Nano Banana Pro and more, placed on your Banana Art Lab canvas.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Beatra

Images, video, music, speech, and public social data for AI agents.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Belindoc Translator

Translate PDF, Word, Excel, Markdown, image and video files with Belindoc, and rewrite subtitles.

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
Berrys AI

Your agent turns product photos into on-brand listing images, ads, and short videos on one canvas.

MediaCode & DevOps

Requires authOutdated checkNot measured4 / 22
Better Design

A design harness for AI coding agents: design systems, design principles, icons and UI review.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Bim

Design-review threads, comments, reactions and deployments from Bim. Sign in with Google.

OtherOther

Requires authOutdated checkNot measured4 / 22
BitterClip

Video editor and producer that remembers everything you've recorded.

MediaAI / LLM tooling

Requires authNot measured4 / 22
BlightBee

AI short-form video marketing: trends, drafts, scheduling, insights and Autopilot with a spend cap.

Marketing & SalesData access / search

Requires authNot measured4 / 22Not checked yet
Blocsmith

Edit, publish and look after Blocsmith websites: pages, blog, SEO, images, stats and enquiries.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Blogmaker

Write and publish blog content, manage native design and settings, and read analytics in Blogmaker.

Data & AnalyticsData access / search

Requires authNot measured4 / 22
Brayer

Design mockups, device frames and launch graphics live in your open Brayer studio tab.

OtherOther

Requires authOutdated checkNot measured4 / 22
BrewMyPDF

Render PDFs from templates you design once: list templates, check the data shape, preview, render.

OtherFile & docs

Requires authNot measured4 / 22Not checked yet
Bridge by Wekoya

Compare 90+ models, make pictures, video, voice and music, cut costs and control spend in naira.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Brixa Studio

Your design, automated endlessly. Design anywhere, Brixa freezes it as a template, publishes forever

OtherAutomation & workflows

Requires authNot measured4 / 22
BuildFeed

Startup, product, and design takes from curated tech YouTube, with timestamped transcript passages.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Bynn

Document fraud detection for manipulated, fake and AI-generated PDF and image documents.

MediaFile & docs

Requires authOutdated checkNot measured4 / 22
Caimera

Build and run AI product photography workflows: on-model shots, catalog images, prints and edits.

MediaAutomation & workflows

Requires authNot measured4 / 22
Campaign Magic

Build and run AI image and video campaign flows on your Campaign Magic team's canvas.

MediaAI / LLM tooling

Requires authNot measured4 / 22
CapCut MCP Server and API by Cotlet

CapCut video editor for creators MCP server: list drafts, export draft, add auto captions.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
CaptionPipe

One call burns captions into your video. Hosted, prepaid, no subscription. MP4 plus SRT and VTT.

MediaPayments & trading

Requires authNot measured4 / 22
Car Image API

Studio-quality images and 3D models of any real car, 1990-2027, by make, model, year or VIN.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Cartelera

AI video and music studio: music videos, ads, voiceovers and audio analysis (genre, BPM, key).

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Chiemem

Draft, publish and manage AI prompt/how-to listings on Chiemem (Japan): images, files, sales.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Chime Scheduler

Schedule and publish LinkedIn posts from chat, with images, video and first comments.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22

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