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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2241 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
Audio & Video Transcriber (Ctrio Lab)

Transcribe audio and video file URLs to text, SRT and VTT with Whisper via Apify, per audio minute.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Audio & Video Transcription (Whisper)

Whisper transcription of audio, video and podcast feeds, via the Apify actor

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Autoposting

Schedule, generate and publish social posts to X, LinkedIn, Instagram, Threads and YouTube

MediaAI / LLM tooling

Requires authNot measured3 / 22
Axon NeuroAutomata

Protein analysis: ESM-2/ESMC embeddings, mutation scoring, landscape scans, ESMFold structure.

Developer ToolsAI / LLM tooling

Requires authNot measured3 / 22
Bria

Commercially licensed image generation and editing with IP indemnification.

MediaAI / LLM tooling

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
Business Studio

Your business board for Claude and ChatGPT: tasks, sub-cards, CRM, posts, tracked links.

Marketing & SalesAI / LLM tooling

Requires authNot measured3 / 22
Buzzy App Builder

Build and host custom business apps (CRMs, booking apps, portals) with Claude Code, Codex or Cursor.

Developer ToolsAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
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
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
Chat Thing

Build and manage AI-native customer support agents from Claude or any MCP client.

Developer ToolsAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Contextflo

Query your warehouse or a CSV with Claude/ChatGPT over MCP, governed by table-level ACL + audit.

Data & AnalyticsAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Conveo

Qualitative research platform. Design studies, analyze interviews, and generate insights.

OtherAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Creative Claw

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

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Dadan

Screen recording & video platform: search, share, transcribe, translate videos & AI meeting notes

ProductivityAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
DeskClone

Ask a company's DeskClone support agent from Claude, Cursor or any MCP client (API key needed).

Developer ToolsAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Dibatto Podcast Preparation

Prepare podcast rundowns and private drafts; review saved transcripts in your linked Studio.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
doc2json

Turn PDFs and photos into typed JSON with your own schema. Missing values come back null.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Docspeed

Extract, ask, compare and parse PDFs/images with source evidence. OAuth sign-in or API keys.

MediaAI / LLM tooling

Requires authNot measured3 / 22
DS Manager

Design System Manager for shadcn/ui: tokens, fonts, radius, components, icons, blocks, Figma sync.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
EasyWeek Booking

Find a salon, barber or studio, see free time, get the booking link. Serves claude.ai and ChatGPT.

OtherAI / LLM tooling

Requires authOutdated checkNot measured3 / 22

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