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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2586 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
ffpipe — video conversion, probe & frames

Convert, probe, and split video into frames — real FFmpeg, paid per job with x402 on Base.

MediaPayments & trading

Outdated check89 ms13 / 22
zinema

Turn movie/TV recommendations into playable trailer pages: permanent, free, every title plays.

MediaAI / LLM tooling

Outdated check92 ms13 / 22
Losercore Playlist

Search starter tracks, get original scene prompts and prepare free local playlist video projects.

MediaData access / search

Responded95 ms13 / 22
ThinkPattern

Grounded, attributed news: what happened, which outlets reported it, and how many covered it.

MediaData access / search

Responded96 ms13 / 22
Gravitate

Free bilingual dating guides, fictional profile examples, photo plans and observation scoring.

MediaAI / LLM tooling

Responded97 ms13 / 22
CutLuma video editor

Free online video editor: search tools, guides and templates, video sizes, pricing, editor links.

MediaData access / search

Responded102 ms13 / 22
com.787daily/mcp

Puerto Rico news summaries and live island conditions from 787daily, read-only over MCP.

MediaData access / search

Outdated check103 ms13 / 22
TopAIMuza.pl

Chart and catalogue of Polish AI-generated music: artists, tracks, genres, new releases.

MediaAI / LLM tooling

Outdated check104 ms13 / 22
The Moorish Times

Search, read and cite The Moorish Times: Moroccan history, culture and news, in French and English.

MediaData access / search

Responded106 ms13 / 22
Money Maker x402 tools: EVM reads + AI tasks

x402 pay-per-call: EVM balances, tx decode, transfers; AI extract, classify, embed, speech, image

MediaPayments & trading

Outdated check106 ms13 / 22
PiPic Integration Guide

Read-only PiPic CLI and HTTP API guidance; no image bytes are transferred.

MediaCode & DevOps

Responded107 ms13 / 22
Prorakel · Fußball-Prognosen

Football forecasts from a statistical model: matchdays, probabilities, public track record (German)

MediaAI / LLM tooling

Outdated check108 ms13 / 22
WebKnox

Answer cards in the chat: comparisons with photos, weather, nutrition, recipes, media and more.

MediaAI / LLM tooling

Outdated check110 ms13 / 22
NeedATicket live ticket prices

Live UK ticket prices in GBP for concerts, sport, theatre and festivals, checked hourly. Read-only.

MediaAI / LLM tooling

Outdated check111 ms13 / 22
Canarics Radio

24/7 AI-hosted radio (LV+EN). Agents read transcripts and ask the hosts questions answered on air.

MediaAI / LLM tooling

Responded115 ms13 / 22
Quién Patrocina

Which brands sponsor Spanish-language podcasts and YouTube channels in Spain and Latin America.

MediaAI / LLM tooling

Responded116 ms13 / 22
Renderior

See furniture and decor from any store in a photo of your room, plus free home sizing calculators.

MediaAI / LLM tooling

Outdated check117 ms13 / 22
com.sponsorable/sponsorable

Find brands that already sponsor podcasts like yours, then reveal the buyer to pitch.

MediaAI / LLM tooling

Outdated check118 ms13 / 22
SportsTrackLive

Live GPS sports tracking + per-sport analysis of GPX/IGC/FIT files: thermals, wind, phases, laps

MediaAI / LLM tooling

Outdated check119 ms13 / 22
Outdated check123 ms13 / 22
vibeshooting — Егор Севастьянов

Product photography and AI production in Moscow: services, portfolio, route fit and brief.

MediaAI / LLM tooling

Outdated check125 ms13 / 22
Headshot Photo Check

Technical checks and crop recommendations for professional profile and application photos.

MediaAI / LLM tooling

Outdated check125 ms13 / 22
Geotone — Global News Signals

Live global news signals: ranked wire, story timelines, coverage volume/tone/surges. Free, no auth.

MediaData access / search

Outdated check126 ms13 / 22
Kindwise Identification

Identify plants, crop diseases, insects, and mushrooms from photos. Free IP-limited trial.

MediaAI / LLM tooling

Responded128 ms13 / 22

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