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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2649 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
Image to Text OCR

OCR text from image URLs, 30 languages, lines with boxes. One flat row per image. Billed on text.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Image Upscaler — Real-ESRGAN Graphics & Photo Modes, 2x/4x

Upscale images 2x or 4x with Real-ESRGAN AI super-resolution

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Imaginou

AI product videos from photos: showroom, presenter and comedic campaigns with storyboard approval.

MediaAI / LLM tooling

Requires authNot measured3 / 22
Imanginable

Plan, render, fix and publish multi-scene AI videos: scripts, storyboards, cast, narration, YouTube.

MediaAI / LLM tooling

Requires authNot measured3 / 22
ImgEdify: AI Image Editor, AI Image Generator, AI Video Generator, AI Video Editor & AI Video Maker

Generate and edit images, create videos, quote credit costs, and retrieve private results.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Indian Pixels

Generate images, videos, music & lip sync with 200+ AI models (Flux, Veo 3, Kling, Suno)

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
InkRoom

Generate, edit and upscale images with references, batch jobs, cost previews and original downloads.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Inkscry: Image to Text OCR

Inkscry: OCR for screenshots, scans and photos in 100+ languages; text, confidence, line boxes.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Instagram Comments Analyzer: Buyer Intent

Finds buyers in Instagram, TikTok and YouTube comment rows: price, link and size asks, unanswered

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Instagram Reel Transcripts from audio (Apify)

Instagram reel transcripts from the audio, in the language spoken, via Apify. Silent reels free.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
invisiprompt

Answer a question about what is on the screen or in a recording; solves text, images and audio.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
January AI Nutrition

Food photo recognition, nutrition search, meal logging and glucose prediction for health apps

MediaData access / search

Requires authNot measured3 / 22Not checked yet
Keyfern: Keyword Ideas & Autocomplete — Google, YouTube, Amazon

Keyword ideas from Google/YouTube/Bing/Amazon autocomplete, with intent and trend verdict.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
KickoffAPI Football Data

Live football scores, fixtures, standings, odds and xG via the KickoffAPI football data API.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Kizuki News Monitoring

Google News by keyword plus YouTube and Telegram channels: titles, metrics, links. No full text.

MediaMonitoring & observability

Requires authNot measured3 / 22Not checked yet
Kizuki RAG Ingest

YouTube captions (chunks, timestamps), PDFs (page numbers) and web pages as clean Markdown.

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Klo - video editor

Edit videos in the cloud: footage, color grading, audio, editable Remotion graphics and exports.

MediaAI / LLM tooling

Requires authNot measured3 / 22
Klynx

Real photos from real kitchens, bars, salons and shops: enhanced, captioned, published or scheduled.

MediaAI / LLM tooling

Requires authNot measured3 / 22
Kolect Creator Search

Search 300M+ TikTok, Instagram and YouTube creators by brief; check fake followers; get emails.

MediaCommunication & messaging

Requires authNot measured3 / 22Not checked yet
Kooma — Bambara AI

Bambara AI over MCP: text-to-speech, transcription and translation (Bamanankan + more).

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Kuro — AI images, video and audio

Create AI images, clips, voice-overs, music and editable storyboard films from your AI assistant.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
LensaOCR

Tesseract-compatible OCR over HTTP: send an image, get its text and word boxes in Tesseract's...

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
LISTN

Music promotion from your AI assistant: analyze tracks, prepare radio and creator campaign drafts.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
LLM Optimizer

AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.

MediaData access / search

Requires authOutdated checkNot measured3 / 22

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