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

2237 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
Vedic Astrology and Kundli MCP Server by RoxyAPI

Vedic kundli, panchang, dashas, nakshatras and KP charts for AI agents, one API key.

OtherAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Veena

Veena is an AI DAW with a personal music producer built in. Make songs in your studio from chat.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Veevid AI

Generate AI videos, images and audio on Veevid with Kling 4.0, Seedance 2.5, Veo 3.1 and more.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Vellm

Create AI videos from photos with templates, track jobs, and download results using Vellm points.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Veltake Design

Shot breakdowns of video clips, plus logos and brand kits, for any AI assistant.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Veltake Studio

Make films, ads, images, video, speech and music in Veltake Studio from any AI agent.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Vettoz

Checks product ideas against Reddit, X, TikTok, YouTube, live ads and rivals, then brands them.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
VibeDay

Make, preview, schedule and publish social posts, carousels, video and reels from your AI assistant.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Viddler

Official Viddler MCP: list videos, manage access control, pull proof-of-viewing analytics.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Video Dubbing, Subtitles, Transcription & Audiobooks — MultiVoice

AI video dubbing, subtitles, transcription and audiobook creation. Exact price before any paid job.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Video Frame Extractor (Apify actor)

Apify actor via Apify's MCP server (Apify token needed): frames from video file URLs.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Video Summarizer for YouTube

Summarize YouTube videos, playlists and channels, ask about a video, and get key moments.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
VideoBGRemover

Remove video backgrounds with OAuth, account credits and transparent WebM downloads.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
vidIQ

Research and create for YouTube, Instagram & TikTok

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Vidmoat

AI video editor: create projects, edit timelines, add captions and effects, and render videos.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
VidTL Video Editor

Edit video in your open VidTL browser editor: cuts, subtitles, audio cleanup, effects, export.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ViewMax MCP

Generate AI video from any MCP client. Pick the model, see the per-second price before you spend.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
ViNano

Image generation, image editing and text/image-to-video with credit quotes and connection budgets.

MediaAI / LLM tooling

Requires authNot measured4 / 22
vincevangen

Portraits, product shots, photo edits, video and music for your coding agent, with a spend cap.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Viralance

Generate and edit AI videos and images, get trend reports, hooks and captions on Viralance.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ViralDecoder

Why Instagram Reels, YouTube Shorts and TikToks go viral, with the hook and a script for yours

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ViralMint

AI shorts, script-to-video, music videos, AI images, music and voiceover; paid tools quote first.

MediaAI / LLM tooling

Requires authNot measured4 / 22
ViralRecast

Social media for your AI agent: read posts, trends and competitor ads in Codex, Claude or ChatGPT

Marketing & SalesAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
ViralSpin

AI video editing + publishing: turn clips into vertical shorts, post to TikTok/Instagram/YouTube.

MediaAI / LLM tooling

Requires authNot measured4 / 22

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