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

1773 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
Extract Video Frames — Scene Cuts, Intervals & Timestamps

Extract still frames from video URLs every N seconds, at scene changes or at named timestamps

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
fal.ai

Generate and edit images, video, audio and 3D with fal. Discover models and check prices.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Feedough AI Prompt Generator

Turn rough ideas into structured prompts for ChatGPT, Claude, Gemini, image and video AI.

MediaAI / LLM tooling

Requires authNot measured3 / 22
Figma MCP Server

The Figma MCP server brings Figma design context directly into your AI workflow.

MediaAutomation & workflows

Requires authOutdated checkNot measured3 / 22
FLUX

Official FLUX MCP server. Generate, edit, vary, and browse images from Black Forest Labs.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
FOTOhub Creative AI

Generate images, video, music, voice and 3D through one API. 30 tools, 200+ models.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Fotor MCP

Create images, video and audio with Fotor.

MediaAI / LLM tooling

Requires authNot measured3 / 22
FreeLipSync

Generate lip-synced talking and singing videos from images or videos and audio.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
FXI Studio

Generate cinematic images and video and chain shots into continuous motion.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
GamRef

Game UI reference MCP: real game screenshots paired with production specs for design agents.

OtherAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Geoniks — Wooden House Design

Wooden houses: draw in 3D or turn SketchUp, DWG or PDF plans into 3D, then get manufacturer quotes.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
Glimpze

Review Glimpze website chats, video-call history and recordings, and manage support workflows.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Google & YouTube Search, Transcripts and Data - FlashData

Google & YouTube data: search, news, images, shopping, places, transcripts, captions and downloads.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Google Ads Transparency API

Competitor ads from Google Ads Transparency Center by domain or brand: dates, images, YouTube links.

Marketing & SalesCode & DevOps

Requires authOutdated checkNot measured3 / 22
Gumlet

Manage Gumlet video, live streams, analytics, and workspaces from an MCP client.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Hashgrid DNA

A search engine that learns from your grades. Store text, records, images or embeddings.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Heliciel — Propeller & Wing Design

Real BEM engineering for propellers, wings and turbines — design, optimize, visualize, export.

OtherOther

Requires authOutdated checkNot measured3 / 22
HelpCenter.io

Write, organize, design and migrate a HelpCenter.io help center: articles, categories, template.

OtherOther

Requires authNot measured3 / 22Not checked yet
Human Design

Calculate Human Design charts, follow transits and forecasts, compare people and analyse groups.

Developer ToolsCode & DevOps

Requires authNot measured3 / 22
Human Design API (Human Design Hub)

JPL-referenced Human Design charts for AI agents: bodygraph, transit, composite, Penta, DreamRave.

Developer ToolsCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Background Remover — Small U2NetP, PNG Base64

Remove image backgrounds with U2NetP and return transparent PNG pixels without identifying metadata

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Converter — Static JPEG, PNG & WebP Resize/Compress

Convert and resize static image URLs to WebP, PNG or JPEG for uploads and agent workflows.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Converter & Compressor

Convert, compress and resize many images to WebP, JPEG, PNG or AVIF; returns links and sizes.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Metadata Remover — EXIF/GPS Scrub with Pixel Checks

Remove EXIF, GPS location and camera serials from images without re-encoding the pixels

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet

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