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

1767 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
Sugusite

Publish websites from AI: create sites, upload HTML/images, access control, custom domains.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SummarizeVideo.ai

Summarize public video URLs into Markdown notes and read their transcripts.

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
Supernova

Access and maintain design system docs, tokens, components, skills, and contexts across any project.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
SVG AI

Generate and vectorize clean, editable SVG graphics from text, images, or both.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SVG Me

Convert PNG, JPG and WebP images, including AI-generated ones, to clean SVG, PDF, EPS or DXF.

MediaFile & docs

Requires authNot measured4 / 22
Synento

Agent-native video API: sessions, keys and media checks. Tool list works without auth.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
SystemSculpt

OAuth account tools, image/video generation (Pro), Studio handoffs. No local vault access.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Taster: Hebrew design library

Hebrew RTL design library: find components, landing pages and full sites, add them to your project.

OtherOther

Requires authOutdated checkNot measured4 / 22
Tasvr

Any Indian image: people, clothing, food, festivals, places. 377 communities, 5,000+ places

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Teamwide

Read and edit Teamwide whiteboards: boards, notes, shapes, arrows, images, PNG/PDF export.

MediaFile & docs

Requires authNot measured4 / 22
Tegas AI

AI video production for marketing and social media: script, scenes, voice-over, subtitles, music.

Marketing & SalesData access / search

Requires authNot measured4 / 22Not checked yet
Tevyon

Images and videos with Seedance, Veo, Kling, Nano Banana and more, priced before every job.

MediaAI / LLM tooling

Requires authNot measured4 / 22
The Very Good Letter Company

Design and send real letters, written in ink with a pen, in your brand, from your assistant.

OtherOther

Requires authNot measured4 / 22
TheDesignAgent

A design agent in your coding agent's loop: briefs each screen, reviews UX and visual quality.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
thirds.ai

Make branded PDFs and images from reusable templates, brand kits, and your data.

MediaAI / LLM tooling

Requires authNot measured4 / 22
ThumbnailCreator

AI YouTube thumbnails from GPT Image, Nano Banana, FLUX and more, side by side. Pay per image.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Tileio

Search 700+ design layers and fetch the build prompt for HTML, Next.js, React, Vue and more.

OtherData access / search

Requires authNot measured4 / 22Not checked yet
ToAPIs

Generate images and videos with 200+ AI models (GPT-Image-2, Seedance, Veo, Kling) via one API.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
TokPort

Generate images and videos (GPT Image, Seedance, Kling, Wan, Qwen) with one API key.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
TokPortal

Managed TikTok/Instagram/YouTube accounts + video posting at scale, operated by human managers.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Tomorrow Lives Engines

Reproducible, IP-clean assets for agents: seven engines, from print designs to voice and video.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
TopxAI Images

Generate images with the catalogue's image model, returned inline; image price plus $0.01 a call.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
TopxAI Videos

Start a video generation job and poll it until the clip is ready; video price plus $0.01 a call.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Transkriba — Russian audio transcription

Transcribe Russian audio and video with timestamps and optional speaker labels from files or links.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet

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