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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1755 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
APICK OCR

OCR for images and Korean ID documents

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
APICK Vision

Image/video analysis: NSFW detection, object detection, thumbnails

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
apimodels

Chat, image, video, speech, music and media models with one account — local (npx) or hosted.

MediaCode & DevOps

Requires authNot measured5 / 22
App-Kit

SEO audit (400 checks), text readability and grammar check, PDF to images, image conversion.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
ApparelHub

Run a custom-merch store from an agent: design, build products, list on every channel, fulfill.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured5 / 22
AppScreenStudio

Design App Store and Google Play screenshots with your AI agent in the AppScreenStudio editor.

Developer ToolsCode & DevOps

Requires authNot measured5 / 22Not checked yet
Argentine e-invoices (ARCA/AFIP) to validated JSON

Reads Argentine ARCA/AFIP invoices from PDF or image, decodes the QR and returns validated JSON.

Finance & CryptoPayments & trading

Requires authNot measured5 / 22Not checked yet
Arumi

Generate AI images, video and audio with 55 models, priced in credits before you generate.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Asia Shopping & Video Data

AliExpress real prices, 11st Korea products, 1688 suppliers by photo and Bilibili videos.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Assam Dag Parcels (Bhuvan)

Assam cadastral dag parcels from Bhuvan by coordinates, with satellite map images.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
AssemblyAI

Transcribe, summarize and analyze audio with AssemblyAI speech-to-text and Speech Understanding.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Audio & Video to Text (SRT, VTT, RAG chunks)

Transcribes audio and video files to text, SRT, VTT and timestamped chunks for RAG.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Audio & Video to Text (Whisper)

Whisper speech to text, 99 languages: files, TikTok and podcast links to text, SRT, Word/PDF.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Audio & Video Transcriber (Whisper)

Speech to text from audio/video files and podcast feeds: text, timestamps and SRT subtitles.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
AudioPod AI

Audio AI tools: transcription with speakers, stems, noise removal, MIDI, speech, voices and music.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
AudioPod AI (core)

Transcribe with speaker labels, split stems, remove noise, separate speakers, convert audio to MIDI.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Audivo

Podcast transcripts: send an episode link and get the transcript back, a page at a time.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Audo

Audio and video tools for your AI assistant: remove noise, enhance voices, transcribe, and more.

MediaAI / LLM tooling

Requires authNot measured5 / 22
AutoKeren MCP

AI video studio for agents — script to MP4, b-roll sourcing, Gemini QA. 43 tools.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Autom

Google, Bing and Brave search results as structured JSON — web, maps, news, shopping, images, jobs…

MediaData access / search

Requires authNot measured5 / 22Not checked yet
AutomationNation data tools (via Apify)

Google Shopping, Flights, Hotels, News, Images, Ads, Jobs, Trends, YouTube transcripts, leads.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
AutoShort

Make faceless AI short videos from a topic, product page or image: script, voiceover, captions.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Avocado AI

Generate AI images, videos, music, SFX & speech in any AI assistant. Results appear inline in chat.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
avots

Image, video, audio, face-swap, talking avatars and chat across 300+ AI models, one balance.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet

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