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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2570 servers

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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
Post Stats

Public views, likes and comments of YouTube, TikTok and X posts, each with its source and read time.

MediaAI / LLM tooling

Outdated check207 ms14 / 22
Post Kit

Posts, video scripts, TikTok slide images, and a launch clip from your page.

MediaAI / LLM tooling

Outdated check209 ms14 / 22
io.github.ddevetak/footballcharts-mcp

Tables, results, fixtures, goal timing, season projections: 93 football leagues incl. lower tiers

MediaCode & DevOps

Outdated check211 ms14 / 22
Castos MCP by usefulapi

Read podcasts and episodes; create and update episodes; manage private subscribers in Castos.

MediaAI / LLM tooling

Responded220 ms14 / 22
Remode - Fashion Finder, New & Pre-loved

Find fashion new or pre-loved from a photo, link or text; compare prices; hunt for a lower price.

MediaCode & DevOps

Outdated check227 ms14 / 22
Streamlivr

Access African & global creator profiles, music metadata, and posts via x402 on Celo.

MediaCode & DevOps

Outdated check236 ms14 / 22
com.getbillwatchdog/billwatch

Current US streaming and VPN plan prices for AI agents: deals, filters and price history.

MediaAI / LLM tooling

Responded241 ms14 / 22
Sound Vocabulary

UI, game and motion sound effects from a description, as a WAV and Web Audio code, named by UCS.

MediaAI / LLM tooling

Outdated check249 ms14 / 22
Photo Sheet

Photo Sheet turns a photo or a voice note into a clean table.

MediaAI / LLM tooling

Outdated check278 ms14 / 22
diggercamp

Find independent music by how it sounds: similar tracks and playlists from a track link.

MediaAI / LLM tooling

Outdated check280 ms14 / 22
Seedance 3.0

Seedance 3.0 info MCP (seedance30.com): product, pricing URL, capabilities. No video gen.

MediaCode & DevOps

Outdated check300 ms14 / 22
Agent Tools API

YouTube transcripts, open jobs from careers pages, app store reviews and X posts for AI agents.

MediaAI / LLM tooling

Outdated check303 ms14 / 22
EditAtlas

Find video editing techniques by the result you want, with prompts, sound effects and templates.

MediaAI / LLM tooling

Outdated check310 ms14 / 22
BPJ Video Tools

Chinese video platform preflight and source-backed AI drama search. Free; no video uploads.

MediaCode & DevOps

Outdated check313 ms14 / 22
io.github.gustavoatar/instafan

Plan trips with friends: mood search, live briefs, top spots with photos, day-by-day itineraries.

MediaCode & DevOps

Outdated check316 ms14 / 22
FileForge

File tools for your AI chat: PDF tables to Excel, merge PDFs, images to PDF, fill PDF forms.

MediaFile & docs

Outdated check318 ms14 / 22
Live Card

Turn a cover and a short animation, supplied as HTML, into an Apple Live Photo, an MP4 and a GIF.

MediaAI / LLM tooling

Outdated check322 ms14 / 22
io.github.MarvinRey7879/framefetch

Any social-video URL → transcript, metadata, frames, OCR, summary, search, Q&A. MCP server + x402.

MediaCode & DevOps

Outdated check324 ms14 / 22
io.github.tryflask/flask

Video review for agents: upload renders, read time-coded feedback, iterate version by version.

MediaCode & DevOps

Outdated check350 ms14 / 22
app.turnale/turnale

Run racket-sport tournaments from your AI assistant: fair draws, scores, live standings.

MediaAI / LLM tooling

Responded363 ms14 / 22
io.github.TJLDC/roomvana-mcp

Explore Roomvana room types and styles, then open a link to redesign a room from a photo.

MediaCode & DevOps

Outdated check371 ms14 / 22
Pexafy Stock Photos

Find free-to-use stock photos by words, by image or by similarity; every result names its licence.

MediaAI / LLM tooling

Outdated check375 ms14 / 22
Goalz

Manage your Goalz football manager account via hosted OAuth MCP.

MediaCode & DevOps

Outdated check390 ms14 / 22
Xenition

Docs, decks, forms, apps you build and deploy, automations, and AI images, video and voice.

MediaAutomation & workflows

Outdated check394 ms14 / 22

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