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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2602 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
ReelRecs

Find movies and shows for tonight with current trends, mood, taste and streaming options.

MediaAI / LLM tooling

Responded445 ms13 / 22
Image Kind

Find artist-credited art prints and canvas, made to order by Image Kind’s studio.

MediaAI / LLM tooling

Responded446 ms13 / 22
The Neural Net

Sourced register of open-weight AI model releases and AI news. Every field cites its source.

MediaAI / LLM tooling

Responded447 ms13 / 22
io.github.holiday-forever/holiday-photo-plus

Show holiday photos from Vercel Blob inline in Claude chats.

MediaCode & DevOps

Outdated check448 ms13 / 22
io.github.holiday-forever/holiday-photo-plus-2

Holiday photo MCP server: list and fetch personal holiday photos inline in Claude chat.

MediaCode & DevOps

Outdated check449 ms13 / 22
nice to have

Find ready-made build kits for Claude Code and Codex: slides, LINE stickers, pixel art, games.

MediaAI / LLM tooling

Responded451 ms13 / 22
Renoir

A graph of 47,000+ films, the people who made them and their scores. Read-only, no sign-in.

MediaAI / LLM tooling

Outdated check452 ms13 / 22
Remix Games

Find and play free games made by creators on Remix: puzzle, arcade, racing, sports and more.

MediaAI / LLM tooling

Outdated check455 ms13 / 22
Oncast

Fact-checked news stories from Oncast's live AI radio: verified claims with source links.

MediaData access / search

Outdated check455 ms13 / 22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
news.clstr/clstr

News for agents: 100k+ articles/day deduplicated into situations with timelines. Free, no key.

MediaData access / search

Outdated check456 ms13 / 22
Style Look Lab

Recommend hairstyles for a face shape, with links to virtually try each one on your own photo.

MediaAI / LLM tooling

Responded459 ms13 / 22
com.442ball/442ball

442ball's weekly football club Power Ratings, league strength, runs and greatest sides.

MediaAI / LLM tooling

Responded459 ms13 / 22
UGC Pocket

Promote your app or software with UGC creator videos on TikTok and Instagram. No API key.

MediaAI / LLM tooling

Responded467 ms13 / 22
Kaleto

Find kids' enrichment providers (sports, swim, dance, arts, STEM, camps) in 39 US regions.

MediaAI / LLM tooling

Responded467 ms13 / 22
FilmLab

AI film lab for filmmakers: generate and review images/clips with input provenance, cost preflight

MediaAI / LLM tooling

Responded468 ms13 / 22
download.fan

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

MediaFile & docs

Outdated check469 ms13 / 22
Errand

Dispatch nearby humans for on-site checks, photos, pickups and queues with verified evidence.

MediaAI / LLM tooling

Responded474 ms13 / 22
underway

Talk through your working day as a short interview, then film it as a build-in-public episode.

MediaAI / LLM tooling

Outdated check474 ms13 / 22
Zeltor Music Tools

Check if two songs mix (Camelot key, BPM), read shared song DNA reports, tempo and nightcore math.

MediaAI / LLM tooling

Outdated check474 ms13 / 22
iLook Face Analysis

Analyze user-submitted face photos with a complete report or 13 focused face-analysis tools.

MediaAI / LLM tooling

Outdated check477 ms13 / 22
uListen

Search podcast transcripts and summaries. Get the quote, who said it, and the minute.

MediaData access / search

Responded484 ms13 / 22
Apprised.news

AI-written news briefs, daily report, breaking headlines and site search from Apprised.news.

MediaData access / search

Outdated check485 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

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