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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2590 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
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Outdated check125 ms13 / 22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Outdated check125 ms13 / 22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Outdated check126 ms13 / 22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
Pressbox News Wire

Search published Pressbox press releases and newsrooms with original source links and dates.

MediaCode & DevOps

Outdated check128 ms13 / 22
ColorWillow Free Coloring Pages

Find free printable coloring pages with preview images and links to print or download.

MediaAI / LLM tooling

Responded130 ms13 / 22
Mission Museaux

Lost & found pets in France: stray dogs and cats, photo search, shelter adoptions, breeds, advice.

MediaData access / search

Outdated check131 ms13 / 22
Arcalune Music

Search royalty-free BGM and sound effects (commercial use OK, no credit) and game fan arrangements.

MediaData access / search

Responded132 ms13 / 22
convert.express

Transcribe audio and video to text, SRT or VTT. Summaries, translation. Optional OAuth sign-in.

MediaAI / LLM tooling

Outdated check132 ms13 / 22
YangOpen

Vietnamese-first text to speech, photo tools, Word to PDF and TCVN3/VNI fixes. Free daily allowance.

MediaAI / LLM tooling

Outdated check132 ms13 / 22
altziar – Romanian news

Romanian news from 70+ newsrooms: top stories, search, confirmed vs claimed facts, sources, breaking

MediaData access / search

Outdated check133 ms13 / 22
GameShipKit

Tools for indie game devs: find sprite, pixel art, VFX and audio tools, palettes, XP curves.

MediaAI / LLM tooling

Responded134 ms13 / 22
VOOPA Render Check

Review an existing fal video and decide whether to edit, retry once, or change approach.

MediaCode & DevOps

Outdated check141 ms13 / 22
Static Radio

What's on Static Radio's live stations now and next, with show links and listen links. Read-only.

MediaAI / LLM tooling

Responded149 ms13 / 22
PayperImage

Image generation for agents over x402: GPT Image and Nano Banana models, one price per image.

MediaPayments & trading

Responded152 ms13 / 22
How to Read the Future

Read released episodes, transcripts, citations, clips, reading trails, and flashcards.

MediaKnowledge & memory

Responded177 ms13 / 22
Weekend Goals

Football fixtures, venues and the cheapest ticket prices held by Weekend Goals.

MediaAI / LLM tooling

Outdated check184 ms13 / 22
Shapesoda

Vectorize images: PNG/JPG to SVG, PDF, EPS, DXF. Turns logos, icons and scans into clean vectors.

MediaFile & docs

Outdated check189 ms13 / 22
GrooveSheet

Find AI-transcribed sheet music, MIDI and stems for songs. /mcp/public needs no sign-in.

MediaAI / LLM tooling

Outdated check197 ms13 / 22
Click-to-Frame

Put any picture inside a painting, screen or window in a photo, or cut objects out. Runs on-device.

MediaAI / LLM tooling

Responded201 ms13 / 22
PodMule

Search, draft and manage your podcast workspace from your agent.

MediaData access / search

Outdated check201 ms13 / 22
Programme TV Noël

Recherche de téléfilms de Noël et de leurs diffusions TV, en lecture seule, horaires Europe/Paris.

MediaAI / LLM tooling

Responded202 ms13 / 22
com.desaira/desaira

Search adult porn video (NSFW, 18+): nude clips, creators, hashtags. Read-only, no API key.

MediaData access / search

Responded206 ms13 / 22
Raploom

Write 4-line rap lyrics and order 12-second AI rap videos of original characters.

MediaAI / LLM tooling

Responded212 ms13 / 22

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