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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1766 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
HyperFrames

Generate images and video from Claude with one API key.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
HYVIRAL

Content intelligence, media generation and hosted video rendering for creators.

MediaAI / LLM tooling

Requires authNot measured4 / 22
i3dify

Turn PDFs and images into 3D flipbooks, mockups, cards and albums with a shareable link.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Icarus

Make any photo or video you can describe, right from Claude.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Image to Video AI

Turn an uploaded photo into an AI video. Preview the credit cost and get the finished video link.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
image-ocr

Image URL → plain text OCR for bots. Free try then prepaid TEST. https://ocr.kymac.co

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
ImageCompressor.si

Compress, convert, resize, crop, upscale, OCR and remove backgrounds from images.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Imagera

Generate and edit images, video, voice and music, and upscale media on Imagera credits.

MediaAI / LLM tooling

Requires authNot measured4 / 22
ImageToLayers

Split images into editable layers (PSD/PNG), outpaint images, and generate clean vector SVGs.

MediaCode & DevOps

Requires authOutdated checkNot measured4 / 22
Iminify

Compress, convert and resize images, and scan web pages for every image they load.

MediaAI / LLM tooling

Requires authNot measured4 / 22
ImmoStage Virtual Staging

AI virtual staging for real estate — stage rooms, beautify floor plans, classify images.

Real Estate & PropertyCode & DevOps

Requires authNot measured4 / 22Not checked yet
Influverse

Create AI images and videos, schedule social posts and run autopilot, within a credit limit you set.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Inflyu

AI influencer images and video generation and editing for your agent.

MediaAI / LLM tooling

Requires authNot measured4 / 22
InfyPNG — Free Transparent PNG Clipart

Search thousands of free transparent PNG clipart images. Free for commercial use, no attribution.

MediaData access / search

Requires authNot measured4 / 22
instapi: Instagram

Instagram search and posts for AI agents, with images and videos AI-parsed to text.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Intangible

Build 3D scenes, place cameras and render shots. Previs, storyboards, set design, product and CAD.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
IntentCast

Find live Reddit, Quora and forum threads your video, page or topic answers, with draft replies.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Interart

Create and publish AR designs with video, images and text. Get live links and QR codes.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Ironfang

Render pages to images and PDFs, audit websites, explain Peppol rules, run integration test rigs.

MediaAI / LLM tooling

Requires authNot measured4 / 22
James Prompt

AI agent for business strategy and business design — run strategy missions and 15 analyses.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Jeremy Twogood — Portfolio

MCP server for Jeremy Twogood, Toronto video producer & editor. Projects, reel, resume, booking.

MediaAI / LLM tooling

Not measuredNot measured4 / 22
John's Essentials

144 deterministic file tools: PDF, image, media, convert, analyze. Connect in one click (OAuth).

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
JustQRs

Make QR codes: free static images, dynamic codes you can repoint after printing, scan analytics.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Kalpana Batch

Generate ad creatives and product images in bulk from a spreadsheet, for every product or campaign.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22

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