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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2614 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
iGaming Tools — independent slot, provider & regulator reference data

Structured iGaming reference: slot specs & RTP variants, providers, regulators, news and jobs.

MediaData access / search

Outdated check806 ms12 / 22
VecSnap Image to SVG

Convert images to clean SVG with few anchor points, plus centerline single lines.

MediaAI / LLM tooling

Outdated check840 ms12 / 22
GridIron Data

NFL fantasy football data: players, projections, stats, snaps, news, injuries and prop odds.

MediaCode & DevOps

Outdated check853 ms12 / 22
today.thekorean/news

Korean news (The Korean Today 코리안투데이): articles, 15 editions, AI summaries in 87 languages.

MediaData access / search

Outdated check868 ms12 / 22
Pixever

Collective, moderated event photo spaces: read status, list media, save a guest photo, react, star.

MediaAI / LLM tooling

Responded871 ms12 / 22
The Korean Today (코리안투데이)

Korean news: search, latest and full articles, 15 editions and AI summaries in 87 languages.

MediaData access / search

Responded900 ms12 / 22
Streamloop

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

MediaCode & DevOps

Outdated check907 ms12 / 22
Agents Door

Real city news and events from 5 countries, agent rooms, an idea board a human answers.

MediaData access / search

Responded965 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Outdated check1005 ms12 / 22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Outdated check1039 ms12 / 22
The Aftermath

Read-only search of The Aftermath's essays on what AI means for how we live and work.

MediaData access / search

Outdated check1075 ms12 / 22
com.opuslumiere/booking

Read-only booking info for Opus Lumiere photography, London: services, prices, availability.

MediaAI / LLM tooling

Outdated check1169 ms12 / 22
Ania

Create talking animated avatars, wake words and narrated videos. Price shown before every spend.

MediaAI / LLM tooling

Outdated check1193 ms12 / 22
com.footballagentindex/site

Football Agent Index: the site's own MCP server — checker, enquiry (enquiry = a human handoff,...

MediaAI / LLM tooling

Responded1195 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
PostQuickAI

Draft, schedule and review social posts on X, LinkedIn, Instagram, TikTok, YouTube and more.

MediaAI / LLM tooling

Responded1527 ms12 / 22
DubSync

Translate your videos, check progress and retrieve dubbed results through your DubSync account.

MediaAI / LLM tooling

Outdated check1533 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
Dongbang Interior · 동방인테리어

ABIS photo makeovers, 3D floor-plan proposals, sourced interior guidance and real cases.

MediaAI / LLM tooling

Outdated check1841 ms12 / 22
SXS Match Data

SXS (Sports x Science) read-only match data and reviews. Free: previous match day. Data only.

MediaAI / LLM tooling

Responded1878 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
com.presentofai/present-of-ai

Free, read-only data on about 4,900 AI companies, open AI jobs and dated AI news, with source links.

MediaData access / search

Outdated check2175 ms12 / 22

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