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

2644 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
Vixel Film

Make AI short films with your agent: script, storyboard, quoted image and video, review and export.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Vocaless

Remove vocals from audio and transpose instrumentals, with stems ready to download.

MediaAI / LLM tooling

Requires authNot measured4 / 22
VocalLab

Text to speech in 200+ languages, voice cloning, voice design and SRT captions.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
VoiceLabs

AI voice generation: text-to-speech and voice cloning from any MCP client.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
vøiddo utilities

26 deterministic tools: PDF, image, QR, CSV/Excel, HTML to PDF, DNS/RDAP, FX rates, time zones.

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
Voidless

Game sprites, animations, tilesets, SFX, music, 3D. Free accounts can use the hosted connector.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Voxdub

Create rythmo bands for dubbing: upload a video, transcribe, edit lines, style, and export.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Vuela

AI video, image, text and audio tools from your vuela.ai account

MediaAI / LLM tooling

Requires authNot measured4 / 22
Vyexa — video link to short clips

Turn a video link into vertical short clips with subtitles: create jobs, poll, get downloads.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Wandcase Creator

Make on-brand social videos and designs: Reels, stories, carousels and posts in your brand kit.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Wandura

AI creative studio for your assistant: ads, short films, video, image and audio, estimate first.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Watch Any Video

Lets Claude and ChatGPT watch YouTube videos: what is seen and heard, answered with timestamps.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
WaveForge

Audio-reactive music visualizer: turn a track and cover art into a music video.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Web Search API for all your agents and LLMs

Live web search, image search, topic filters and full-text fetch over our own crawled index.

MediaData access / search

Requires authNot measured4 / 22
Webz.io Blogs

Blog posts. Use it when the question is about blogs rather than news sites.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Webz.io News

Published news articles. Use it for stories, outlets, languages, and time windows.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Webz.io News Search

Search global news in natural language. Filter by language, country, date, sentiment, and domain.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Webz.io News segmentation

Counts people, companies, sites, topics, and sentiment in news around a subject.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
WIA Motion: product video campaigns

Create product video campaigns from 1-4 product photos and track them. Requires an API key.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Wordy Page

Publish free web pages and multi-page sites at wordy.page/your-name, with library photos by ID.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
WorkoutLog Pro

Workout log your AI fills in: sets from text or notebook photos, daily plans, history and records.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
World Feed Monitor

Search and follow news from 234 countries: recent articles, publishers and coverage.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
WowReveal

Make narrated 9:16 shorts from video links: AI story, voiceover, captions, clips and AI video.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Writelo: Trending Instagram Reels

Search trending Instagram Reels and run AI video analysis via Writelo

MediaData access / search

Requires authOutdated checkNot measured4 / 22

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