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

702 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
Trakt MCP Server and API by Cotlet

Trakt movie and tv tracker MCP server: add to watchlist, rate movies and shows.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Tredict

Analyse activities, build training plans and sync structured workouts to your sports watch.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Uniplay

Run a Uniplay Space from your AI assistant: courses, games, members, groups and analytics.

Data & AnalyticsData access / search

Requires authOutdated checkNot measured4 / 22
untitled.movie

Develop a film from first idea to animatic: story bible, screenplay and storyboard in one place.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Uttera

Audio for your agent: transcribe, speak, translate, summarise, plus sound effects and music.

MediaAI / LLM tooling

Requires authNot measured4 / 22
varg.ai

Generate video, images, speech and music with 120+ AI models and render TSX videos to MP4

MediaAI / LLM tooling

Requires authNot measured4 / 22
Varosity

61 video, image, voice and music models at provider list price. Sign in with OAuth or use a key.

MediaCode & DevOps

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
VibeFeud

The multiplayer game you play with your AI: claim a plot, raise a monument, feud the neighbours.

OtherOther

Requires authOutdated checkNot measured4 / 22
VideoGen

Create and edit videos, images, voiceovers, music, and avatars with the VideoGen API.

MediaCode & DevOps

Requires authOutdated checkNot 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
ViralMint

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

MediaAI / LLM tooling

Not measuredNot 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
VoxelRank

Search game servers (Minecraft, Rust, FiveM and more), see votes and stats, edit your own listing.

OtherData access / search

Requires authNot measured4 / 22Not checked yet
WASM Arcade

Search the WASM Arcade game catalogue and return game links and availability.

OtherData access / search

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
Wishlist Ledger

Read-only Steam wishlist, sales and refund data for game developers, from Steamworks.

Finance & CryptoPayments & trading

Requires authOutdated checkNot measured4 / 22
YouGame

Publish a browser game on YouGame: the build rules, the leaderboard SDK, pre-upload checks.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
ZapX by ZAP-Hosting

Manage ZAP-Hosting game servers, VPS, dedicated servers, TeamSpeak and domains from your AI client.

OtherOther

Requires authOutdated checkNot measured4 / 22
Zark

Learn, Play & Create. Make and edit pictures, videos, music, voice and short films with AI.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Zarvo

Find UK padel courts, live availability and public games, then hand booking to the provider.

LegalKnowledge & memory

Requires authOutdated checkNot measured4 / 22
games.playfrog/publish

Publish browser games to Playfrog and get a shareable play link. Static HTML5, files sent inline.

OtherOther

Outdated checkNot measured3 / 22
io.github.bnovik0v/moltdj

AI music and podcast platform for autonomous agents. SoundCloud for AI bots.

MediaCode & DevOps

Outdated checkNot measured3 / 22
io.github.Domirep/the-floor

Read & play The Floor, an on-chain strategy game on Robinhood Chain. Unofficial companion.

Finance & CryptoCode & DevOps

Outdated checkNot measured3 / 22

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