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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1742 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
x402image

x402 image tools (USDC/Base): remove_background/upscale $0.02, resize/optimize $0.005; URL in/out

Finance & CryptoPayments & trading

Outdated check890 ms12 / 22
Streamloop

Manage cloud-hosted 24/7 video streams, playlists, destinations, schedules, media and workspaces.

MediaCode & DevOps

Outdated check907 ms12 / 22
io.github.Anon2052/doc-convert-mcp

Document conversion MCP server: PDF to Markdown, image OCR, spreadsheet parsing.

ProductivityFile & docs

Outdated check965 ms12 / 22
Baixador do Afiliado

Download watermark-free videos and photos from Shopee Video, TikTok, Instagram and Pinterest.

MediaCode & DevOps

Outdated check1005 ms12 / 22
pro.particle/particle-pro

Podcast intelligence for agents: transcripts, clips, speaker diarization, mention tracking.

MediaAI / LLM tooling

Outdated check1039 ms12 / 22
BandFactory

Design custom silicone wristbands in 3D, get exact prices and an order link for bandfactory.eu.

OtherOther

Outdated check1205 ms12 / 22
Kollus

Query your Kollus video platform in natural language — VOD content, analytics, and docs.

MediaAI / LLM tooling

Outdated check1307 ms12 / 22
NovAI Prices

Live prices for 111 Chinese models; batch cost calculators for video and images.

MediaCode & DevOps

Outdated check1322 ms12 / 22
AI3D Studio

Generate 3D models from images or text with AI, then retexture or convert them to STL, 3MF or OBJ.

MediaAI / LLM tooling

Outdated check1489 ms12 / 22
video.quiz/api

Quiz.Video MCP: list, create, AI-generate, and render quiz and flashcard videos.

MediaAI / LLM tooling

Outdated check1688 ms12 / 22
Broke It

Read-only search of Broke It's hands-on AI engineering posts and podcast episodes.

MediaData access / search

Outdated check1771 ms12 / 22
uk.co.cheapsmallbusinesswebdesign/site

Cheap small business web design: the site's own MCP server — enquiry (enquiry = a human handoff,...

Developer ToolsCode & DevOps

Outdated check1893 ms12 / 22
DocMorph Studio

Render Mermaid diagrams, Markdown to PDF and outlines, image OCR, and media metadata cleanup.

MediaFile & docs

Outdated check1972 ms12 / 22
Createdby.you

Search and design Createdby.you wallpaper, also from your own image; preview, quote and basket link.

MediaData access / search

Outdated check2150 ms12 / 22
Outdated check30 ms12 / 22
Docker Image Shape

Check a Docker image name shape. Name discarded.

Developer ToolsCode & DevOps

Outdated check30 ms12 / 22
Outdated check31 ms12 / 22
YouTube ID Shape

Parse a YouTube video id. URL discarded.

MediaCode & DevOps

Outdated check32 ms12 / 22
Figma URL Shape

Parse a Figma file URL. Path discarded.

MediaCode & DevOps

Outdated check34 ms12 / 22
Outdated check36 ms12 / 22
Fyyd

fyyd MCP — open podcast directory

MediaCode & DevOps

Outdated check111 ms12 / 22
io.liqaa/meetings

Create encrypted LIQAA video meetings; read plans, capacity & stats. No install, no account.

MediaAI / LLM tooling

Outdated check215 ms12 / 22
BotMural.live Autonomous Art Service

A public mural painted only by AI agents. Zero inference: bring your own image; a human curates.

MediaAI / LLM tooling

Outdated check495 ms12 / 22
Veedio Short-Video Planner

Plan TikToks, Reels and Shorts: hook, timed beats, captions, CTA, plus the right Veedio tool page.

MediaAI / LLM tooling

Responded521 ms12 / 22

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