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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2645 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
AI-Translators

Transcribe, subtitle and dub videos into 100+ languages, and translate text.

MediaAI / LLM tooling

Requires authNot measured3 / 22
ai.confess.online

Machines share their truth. Confessions made by AI agents: text, a picture, a recording or a film.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
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
Alvin's Club BrandPilot

Plan and run brand content on X, LinkedIn, TikTok, YouTube Shorts, Instagram and Hashnode.

MediaAI / LLM tooling

Requires authNot measured3 / 22
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
AstroWay Platform

Webhooks, streaming and the AI interpretation endpoints.

MediaAutomation & workflows

Requires authNot measured3 / 22Not checked yet
AudD Music Recognition

Music recognition with AudD: identify songs, monitor streams, call the API, plus account tools

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Audio & Video Transcriber

Audio, video and podcast feeds to text with Whisper. Timestamps, SRT/VTT, 99 languages. Per minute.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Audio & Video Transcriber (Ctrio Lab)

Transcribe audio and video file URLs to text, SRT and VTT with Whisper via Apify, per audio minute.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Audio & Video Transcription (Whisper)

Whisper transcription of audio, video and podcast feeds, via the Apify actor

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Audio and Video Transcriber: Whisper text, timestamps, SRT

Turn recordings into captions and searchable transcripts in 28 languages. 6 USD per 1,000 minutes.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Aunoo Agentic

Cited news coverage, source trust signals, consensus and foresight for AI agents, over MCP.

MediaData access / search

Requires authNot measured3 / 22
Autoposting

Schedule, generate and publish social posts to X, LinkedIn, Instagram, Threads and YouTube

MediaAI / LLM tooling

Requires authNot measured3 / 22
BackGone Background Removal

Remove image backgrounds (transparent PNG/WebP) and look up passport photo rules.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
BedrockTap

One MCP server over 253 data sources: Reddit, LinkedIn, YouTube, G2, search and AI answers.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
Best Time to Post: Instagram, TikTok & YouTube

Ranks the best weekday and hour to post per account from Instagram, TikTok or YouTube post rows

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Bilibili API

Bilibili videos for AI agents: search, creators, trending, stats, tags and danmaku comments.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
Bluefin

Creator reputation monitoring: public mentions, possible impersonation and image use

MediaMonitoring & observability

Requires authOutdated checkNot measured3 / 22
Bria

Commercially licensed image generation and editing with IP indemnification.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
Brode.io

Convert any image into machine embroidery files (DST, PES…) or vector graphics (SVG, PDF, EPS, DXF).

MediaFile & docs

Requires authOutdated checkNot measured3 / 22
Bulk AI Image Upscaler from CSV, Google Sheet or Dataset

Upscales every image linked in a dataset, CSV, Excel file or Google Sheet 2x, 3x or 4x with AI...

MediaFile & docs

Requires authNot measured3 / 22Not checked yet
Bulk Article Extractor

Full text, author, date and image for every news or blog link in a dataset, CSV or Google Sheet.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Bulk File Downloader — URL Lists to Storage, Links & SHA-256

Download files and images from URLs to storage with a public link, size, type and SHA-256

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet

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