MCP HeartbeatTHE MCP OBSERVATORY
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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.

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2615 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
Ludo AI Game Assets

Generate game assets with AI: sprites, animations, 3D models with rigging, video, music, SFX, voices

MediaAI / LLM tooling

Requires authNot measured6 / 22Not checked yet
Lumify Sports Intelligence

Schedules, scores, odds, splits & explainable AI bet confidence — 8+ sports, free instant key.

MediaAI / LLM tooling

Requires authNot measured6 / 22Not checked yet
MakeAIVideo

AI video generator: make TikTok, Reels and Shorts videos with voiceover and captions, and post them.

MediaAI / LLM tooling

Requires authNot measured6 / 22
ModelRunner

Run 100+ AI models — image, video, audio, 3D — through one API with pay-per-use billing.

MediaPayments & trading

Requires authNot measured6 / 22
Nabit Video Recommendations

Product-first short-form video hook matching, opening analysis, trend tracking, and collections.

MediaAI / LLM tooling

Requires authNot measured6 / 22
NeatListing

Manage Google Business Profiles (Google My Business): hours, posts, photos, reviews and insights.

MediaAI / LLM tooling

Requires authOutdated checkNot measured6 / 22
OceanToken

500+ AI models in one account: find and price models, make images, video, speech and text.

MediaAI / LLM tooling

Requires authNot measured6 / 22
Onepin

AI Voice Production Agent: picks from 30+ TTS models, fixes pronunciation, validates every line.

MediaAI / LLM tooling

Requires authNot measured6 / 22
Percia

Watch cameras and video with AI vision and get alerts in Slack, Discord, Telegram or a webhook.

MediaCommunication & messaging

Requires authNot measured6 / 22
PixelDojo

Generate images, video, audio and short films with 140+ AI models from any MCP client.

MediaAI / LLM tooling

Requires authNot measured6 / 22
Soundza

Free sound effects, music and ambience for games, videos and apps. Search, play and download.

MediaData access / search

Requires authOutdated checkNot measured6 / 22
Uniscript — AI Carousel Maker

Finished TikTok/Instagram carousels from a topic, photos or video. Edit any layer, export PSD/SVG.

MediaAI / LLM tooling

Requires authOutdated checkNot measured6 / 22
com.ainetcafe/netcafe-images

Diagrams, badges, charts and QR codes as plain image URLs you can paste into Markdown.

MediaFile & docs

UnreachableNot measured5 / 22
com.claritybriefs/mcp

Free cross-lingual news briefings for AI agents across 89 languages. Read-only, hosted.

MediaData access / search

UnreachableNot measured5 / 22
com.vithanco/vgraph-mcp

Concept Maps, IBIS, Causal Loop Diagrams and Timelines as images. Runs locally via WebAssembly.

MediaAI / LLM tooling

UnreachableNot measured5 / 22
gg.personify/personify

AI UGC creator videos for brands: read a brand, pick a reel format, draft scripts, quote and render.

MediaAI / LLM tooling

Requires authNot measured5 / 22
io.github.DataLeadsPRO/screenshot

Pixel-perfect webpage screenshots rendered in a real browser, full-page or viewport, via one POST.

MediaCode & DevOps

Outdated checkNot measured5 / 22
io.github.paperandbeyond23-gif/propzapi

Render-and-verify API: HTML/CSS to image or PDF, screenshot any URL, confirm the text rendered.

MediaCode & DevOps

UnreachableNot measured5 / 22
io.github.terradev-cloud/prism

Stateless MCP gateway and OTel span-streaming bridge for hosted MCP servers.

MediaCode & DevOps

Outdated checkNot measured5 / 22
io.github.trustcarinfo/plate-lookup

Ukrainian license-plate and vehicle lookups: registry data, photos and reviews (trustcar.info).

MediaCode & DevOps

Outdated checkNot measured5 / 22
Benchline

Open-source developer, PDF, image, SEO and security tools over a stateless HTTP MCP server. No key.

MediaCode & DevOps

Outdated checkNot measured5 / 22
Dockerfile Security Audit

Audit Dockerfiles for root users, baked-in secrets, curl-pipe-shell and unpinned base images.

MediaCode & DevOps

Outdated checkNot measured5 / 22
GoAI Moat Google Search

Google web and news search for AI agents.

MediaData access / search

Outdated checkNot measured5 / 22
HonestQR

Generate static QR codes (URL, WiFi, vCard, pixel art) and decode QR images. Codes never expire.

MediaAI / LLM tooling

Outdated checkNot measured5 / 22

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