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.

Connect your agent

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
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Outdated check357 ms13 / 22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Outdated check368 ms13 / 22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Outdated check371 ms13 / 22
Magnific

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

MediaCode & DevOps

Outdated check377 ms13 / 22
Photo AI Studio

AI photos from a selfie across 150+ themes, plus 19 image edits and AI video.

MediaAI / LLM tooling

Outdated check384 ms13 / 22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Outdated check395 ms13 / 22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Outdated check395 ms13 / 22
Egleze

Search verified podcast moments and episode summaries with canonical Egleze links.

MediaData access / search

Outdated check401 ms13 / 22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Outdated check402 ms13 / 22
Chorus

Gathers voice, video and written messages from a group into one book for one person.

MediaAI / LLM tooling

Outdated check405 ms13 / 22
Brand Design Ltd.

AI representative of a brand, web and AI-visibility agency: ask, send an enquiry, order and pay.

OtherOther

Outdated check425 ms13 / 22
METODIC

Design workshops from chat: 750+ facilitation methods, timed agendas, worksheets, slide decks.

OtherOther

Outdated check440 ms13 / 22
Fixidu

Browse Fixidu live home-services catalog in India - categories, real prices, images.

MediaAI / LLM tooling

Outdated check441 ms13 / 22
StudioSphere Pulse — Audio Intelligence

Free licensed loops and authorized audio analysis: BPM, key, waveform. Estimate before paid use.

MediaAI / LLM tooling

Responded456 ms13 / 22
regards.design

Search real website sections from hand-picked sites by look, for design references and inspiration.

Developer ToolsData access / search

Outdated check457 ms13 / 22
download.fan

Links to free video downloaders, converters, PDF tools, calculators and official app downloads.

MediaFile & docs

Outdated check469 ms13 / 22
Latitude 10 Store

Developer kits and design packs for AI agents, paid in USDC over x402. Free API readiness check.

Finance & CryptoPayments & trading

Outdated check476 ms13 / 22
tech.interpretai/PostAgent

Print & mail PDF/HTML/Markdown/text/DOCX/images to US addresses; pay per call in x402 USDC on Base.

Finance & CryptoFile & docs

Responded490 ms13 / 22
Creative Cult

What players think of new video games, from their own reviews. No critic scores.

MediaAI / LLM tooling

Outdated check490 ms13 / 22
ai.creationloop/creationloop

CreationLoop is your Marketing Agent. Read the overview, offer, and FAQ; apply as a design partner.

Marketing & SalesData access / search

Outdated check491 ms13 / 22
MakerPortal compute

Deterministic engineering solvers: biquad filter design, room eigenmodes, LLM VRAM fit.

Developer ToolsAI / LLM tooling

Responded493 ms13 / 22
Leal

Design and launch Apple Wallet and Google Wallet loyalty stamp cards for your shop, café or salon.

Finance & CryptoPayments & trading

Outdated check501 ms13 / 22
StockCake

Search millions of CC0 public-domain AI images: previews, dimensions, provenance, license.

MediaData access / search

Outdated check509 ms13 / 22
Performance Atlas

Acting direction for AI video and voice: state-based behaviour kits and a free prompt linter.

MediaCode & DevOps

Outdated check542 ms13 / 22

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