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

1767 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
Prologue AI

Direct AI video, image, music and storyboard production from any MCP client.

MediaAI / LLM tooling

Requires authNot measured4 / 22
PropertyPixel

Enhance, virtually stage and turn real estate listing photos into video with AI.

Real Estate & PropertyData access / search

Requires authNot measured4 / 22
ProsodyAI

Speech in 59 languages (OpenAI, Gemini voices) and AI video (Veo, Seedance, Wan) on your account.

MediaAI / LLM tooling

Requires authNot measured4 / 22
ProteinIQ

Run protein folding, docking, design and sequence analysis tools, and read their results.

OtherOther

Requires authOutdated checkNot measured4 / 22
Provel

Senior design & engineering studio for AI and Web3. Free quotes, website audits and NDAs.

OtherOther

Requires authNot measured4 / 22
PulsVy

Your Google Health data (Fitbit, Pixel Watch): sleep, HRV, readiness and biological age.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Pylot AI

Draft, schedule and publish on-brand social posts and images for a small business from any AI agent.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Qrblox

Create and track QR codes, audio codes, menus, and scan analytics for a Qrblox merchant.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Quelta Video Ad Analyzer

Score short vertical video ads by link: hook, story, offer, audience, picture and sound.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Quibbly

Your LinkedIn inbox, connections and video views for AI. Works with any CRM. Drafts only.

MediaCommunication & messaging

Requires authNot measured4 / 22
Quicly

Put a live video feed on air and get a URL you can embed.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
R3

Build 3D web apps: physics, audio, music, Blender import. Live edits, undo, versions, publishing.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Rainfrog

On-brand AI image and video campaigns with persistent characters and products, from any MCP client.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Rams

Design review for UI code and live pages: quick checks, 0-100 scored reviews, fixes as patches

OtherOther

Requires authNot measured4 / 22Not checked yet
RankReactor

Hosted RankReactor MCP: SEO articles, UGC video, keywords, analytics, and site audits.

MediaCode & DevOps

Requires authOutdated checkNot measured4 / 22
Raster

Browse, search, upload, tag, transfer, and delete images in your Raster libraries over MCP.

MediaData access / search

Requires authNot measured4 / 22
ready→made MCP

Deterministic Figma to Elementor, Gutenberg, Oxygen, Etch and HTML layouts for AI assistants.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
RegiAI

AI image, video and audio tools: generate, edit, face swap, upscale, remove backgrounds, make video.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Rekka

Turn a topic into a narrated, hand-drawn explainer video and get back an mp4.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Relay

Run any Relay model (image, video, audio, LLM), poll tasks, upload files and search Relay's docs.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
RelaySwitch

Every major chat, image and video model on one prepaid key. OpenAI, Anthropic and Gemini formats.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
RenderHour

Make AI video, images, voice and product ads with Seedance, Kling, Veo, Nano Banana and GPT Image.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Rendry

Deterministic image rendering for agents: JSON template in, on-brand PNG out.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Reulay

60-second brain resets for people who build with AI: breathing, immersive video and a mindset coach.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22

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