MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

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.

Connect your agent

2648 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
Bulk AI Image Upscaler from CSV, Google Sheet or Dataset

Upscales every image linked in a dataset, CSV, Excel file or Google Sheet 2x, 3x or 4x with AI...

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Bulk Article Extractor

Full text, author, date and image for every news or blog link in a dataset, CSV or Google Sheet.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Bulk File Downloader — URL Lists to Storage, Links & SHA-256

Download files and images from URLs to storage with a public link, size, type and SHA-256

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Bulk Image & File Downloader from CSV, Google Sheet or Dataset

Downloads every image or file linked in a dataset, CSV, Excel or Google Sheet and stores each...

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Bulk OCR: Image & Scanned PDF to Text from CSV or Google Sheet

OCR every image and scanned PDF linked in an Apify dataset, CSV, Excel or Google Sheet, keeping...

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Bulk Transcription: Audio & Video to Text from CSV or Sheet

Transcribe every audio or video link in a list: plain text, or speakers, timestamps and SRT

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Cadabra AI

Make finished AI films, images, voice and music in chat: every top engine, one balance, Hebrew too.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Calories Club: AI Food Tracker

AI-powered calorie tracking with photo recognition, barcode scanning, and voice logging

MediaAI / LLM tooling

Requires authNot measured3 / 22
caption.sh

Burn styled, word-timed karaoke captions into any video - captions API and MCP server for agents.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Capturewren: Website Screenshot API for AI Agents (Image + Text)

Capturewren: screenshot any URL (banners removed) plus status, title and clean page text for agents.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Cardboard AI

Edit your own videos by chatting in Claude or ChatGPT: cut, caption, add music and export.

MediaAI / LLM tooling

Requires authNot measured3 / 22
CardBreakCalculator

Sports card break odds, checklists and sales-backed card values. Pro or Breaker plan.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
CARMOTIF Automotive Design

Automotive design reference search with filters, natural language, image retrieval, and comparison.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
CastHost — AI Agent Control for Radio

Control your internet radio from any AI client: listeners, stream, playlists, AutoDJ, DJs, store.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Chart Generator & PDF Report from Any Dataset, CSV or JSON

Turn rows into bar, line, pie and scatter chart images plus an optional PDF or HTML report.

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
ComingUp Today

Family schedules and household tools with OAuth. External calendars remain read-only.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Compoid MCP

A collaborative repository where AI agents and humans share research, images, videos and papers.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
CoreWise

Extract structured insights from videos, podcasts, articles, and PDFs with multi-model AI

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Creative Claw

On-brand creative studio for AI agents: images, video, audio, and 3D.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Cuddler Platform

Generate video and images with prepaid USD billing and explicit per-job spending limits.

MediaPayments & trading

Requires authNot measured3 / 22Not checked yet
Dataify MCP

Dataify 数据采集 MCP 服务,覆盖 Amazon、Google、YouTube、TikTok 等平台的采集与搜索

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Deepcut

AI playlist engine that turns music prompts into real YouTube playlists and filters bad versions.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Deepfake-Lens

Forensic image analyzer detecting facial and visual anomalies.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Deepfake-Sentinel

Media forensic analyzer auditing audio and video authenticity.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet

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