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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1732 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
Vargov®Design

Read-only MCP server with Vargov®Design public data: compositions, answers, configurator, dealers.

Developer ToolsCode & DevOps

Outdated check207 ms13 / 22
AIStrategyMiner

Design trading strategies with your AI and open them in a visual no-code Strategy Builder.

Finance & CryptoPayments & trading

Outdated check207 ms13 / 22
DataClue — AI training data

Search and license real-world AI training data: egocentric video, UMI gripper demos, custom EEG.

MediaData access / search

Outdated check212 ms13 / 22
crisp.photos

Before/after comparison GIFs from two image URLs, by crisp.photos, the free browser photo upscaler

MediaAI / LLM tooling

Outdated check217 ms13 / 22
BitePods

Free podcast clip maker: share the exact moment of an episode from YouTube, Spotify or Apple.

MediaAI / LLM tooling

Outdated check223 ms13 / 22
Nutcracker

Creative work for brand teams: strategy, copy, ideas, research, decks, key visuals and video ads.

MediaAI / LLM tooling

Outdated check245 ms13 / 22
Lustrix – mirrors made to measure

Price and design made-to-measure mirrors (PL/DE/AT); order on lustrix.eu.

OtherOther

Outdated check256 ms13 / 22
Pixly

Every visual AI tool for property listings — staging, enhancement, decluttering, cinematic video.

MediaAI / LLM tooling

Outdated check258 ms13 / 22
Tangent

Hand-picked design references, UI patterns and the people behind them, each with why it fits.

OtherOther

Outdated check262 ms13 / 22
Marketcaper MCP

Cited market comparisons and heatmap images for AI agents.

MediaAI / LLM tooling

Outdated check269 ms13 / 22
Mappu

Save trip plans made with your assistant to Mappu, and find Mappu walks and audio guides.

TravelData access / search

Responded290 ms13 / 22
LivaGlow Shop

Personalised ceramic mugs from Germany: prices, delivery, FAQ search, mug-design tool with preview.

E-commerceData access / search

Outdated check319 ms13 / 22
YouTube Reader

Turn any YouTube video into text: transcript, title, channel, timestamps.

MediaCode & DevOps

Outdated check339 ms13 / 22
ihateaudio

49 audio tools: trim, convert, normalize, remove vocals, split stems, transcribe, and more.

MediaAI / LLM tooling

Outdated check339 ms13 / 22
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
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
Private AI Media Generation

Paid AI image/video generation for agents — x402 USDC or API key, no account needed.

MediaPayments & trading

Outdated check357 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
SCModeling

Supply-chain network design via simulation, optimization, and greenfield analysis.

OtherOther

Outdated check371 ms13 / 22
gamecollecting.app

Video game prices from completed eBay and Vinted sales, by platform, region, edition and condition.

MediaAI / LLM tooling

Outdated check371 ms13 / 22

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