MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

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DiscoveryServer directory

Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

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1775 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
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
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
CARMOTIF Automotive Design

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

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
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
Compoid MCP

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

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
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
Cuddler Platform

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

MediaPayments & trading

Requires authNot measured3 / 22Not checked yet
Cutscene

Motion-design launch films from ready-made pieces: assemble, check, preview and export them as MP4.

Developer ToolsCode & DevOps

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
Deckly

Design presentations, landing pages and social ads with Deckly's tools, then share or export PDF.

Developer ToolsCode & 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
DetailX Video Upscaler

Upscale videos to 4K and interpolate frames. DetailX OAuth login and credits required.

MediaCode & DevOps

Requires authNot measured3 / 22
Dibatto Podcast Preparation

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

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Docspeed

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

MediaAI / LLM tooling

Requires authNot measured3 / 22
Dream Pixel Forge

Create and edit on-brand images and videos with reusable character and product references.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
DS Manager

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

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
e-yearbook.com Archive Search

Search 300K+ U.S. yearbooks. Free previews; summary bundles and limited exact-image API.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
EarlyLore

Search 440K+ software products and inspect competitors, pricing, and Design DNA.

Developer ToolsCode & DevOps

Requires authNot measured3 / 22Not checked yet
Ephemeral tool forge

Ephemeral single-task tool forged from examples, sandbox-proven, task-bound, expiring by design.

OtherOther

Requires authOutdated checkNot measured3 / 22
Execute audio-anonymizer-voice-scrambler-mcp

Premium agentic endpoint for audio-anonymizer-voice-scrambler-mcp.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Execute audio-description-mcp

Premium agentic endpoint for audio-description-mcp.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet

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