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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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
io.github.pixelvault-dev/pixelvault

Image infrastructure for agents. Upload, transform, and deliver images through MCP, CLI, or API.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.github.Stackbilt-dev/img-forge

AI image generation across 5 quality tiers (SDXL to Gemini 3 Pro), 50 free credits on signup.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.github.thomas0369/wortwert

Gematria and pattern decoder for words, sacred texts, news, dates, and Human Design.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.scanbimlabs/revit

Revit model query + APS Design Automation runner.

OtherAutomation & workflows

Requires authNot measured3 / 22Not checked yet
io.scanbimlabs/twinmotion

Twinmotion rendering + video export via Datasmith pipeline.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
io.twelvelabs/twelvelabs-mcp-server

TwelveLabs MCP: video indexing, search, analysis, and embeddings for AI applications.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
nz.phos/piranha

BJJ video analysis — YOLO pose detection + Claude AI technique analysis.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
works.jinn/gateway

Jinn gateway MCP — brand DNA, brand kits, design systems, and agency tools behind one bearer token.

Developer ToolsCode & DevOps

Requires authNot measured3 / 22Not checked yet
2nd Brick

Design custom LEGO brick sets with 3D models, instructions, kit prices and customer-paid checkout.

Finance & CryptoPayments & trading

Requires authNot measured3 / 22Not checked yet
370.ai — AI Gateway: 100+ Chat Models, Image & Speech Generation

One key, 100+ models: chat with any LLM, generate images and speech. Live model list. Free trial.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
550W Watermark & Text Eraser

Image/video text & watermark erasure; TikTok/X links. OAuth; upload via host or eraser.550wai.com.

MediaAI / LLM tooling

Requires authNot measured3 / 22
72QR: Make Scannable Art

Make scannable art as QR code from reference images. Free tier: share links only

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
actions.world

Run video actions on your actions.world datasets and track the runs.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
AdsTurbo

AI ad creatives: clone reference ads, AI spokesperson videos, video generation, translation, images.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
AI Image Upscaler: Upscale Images 4x to 8 MP in Bulk

Upscale and enhance photos 4x to up to 8 megapixels for $0.01 per image.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
AI plant health diagnosis

Fast, private multi-species diagnosis. Custom-trained models. No third-party AI or image retention.

HealthcareCode & DevOps

Requires authNot measured3 / 22Not checked yet
AI Watermark Remover

Remove watermarks and overlays from images the user owns or has permission to edit.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
AI/ML API MCP

Official AI/ML API server: 10,000+ AI tools and models for chat, image, video, audio, search, data.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
AImusicgen

Generate music and lyrics, track tasks, browse your songs, and download audio with AImusicgen.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
AllGoodInsp

Curated design references for AI — real CSS values, typography specs, and color palettes.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
AnythingMD

Convert PDFs, Office files, spreadsheets and images to clean Markdown, sized for agent context.

ProductivityFile & docs

Requires authNot measured3 / 22Not checked yet
AppScreen

Design App Store and Google Play screenshots in the AppScreen browser editor, live in your open tab.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
Architecture-DNA

Deep codebase architect auditing system design schemas.

Developer ToolsCode & DevOps

Requires authNot measured3 / 22Not checked yet
Article Extractor — Main Text, Dates & Markdown from URLs

Extract the main text, title, publish date, language and lead image of articles

MediaFile & docs

Requires authNot measured3 / 22Not checked yet

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