MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

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.

Connect your agent

1742 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
Tyndall AI

Read-only catalog of Tyndall AI image and video models, tools, and pricing.

MediaAI / LLM tooling

Outdated check647 ms11 / 22
Yedapo podcast summaries

Search and read AI summaries of ~3,500 podcast and YouTube episodes.

MediaCode & DevOps

Outdated check657 ms11 / 22
Handiworks

MCP tools for AI agents: render URLs to image/PDF, check link health, convert HTML/CSV/JSON.

MediaFile & docs

Outdated check707 ms11 / 22
com.jojapi/google-search

google search: google web search api, web, images, videos, news, music, favicon, proxy, audio.

MediaData access / search

Outdated check730 ms11 / 22
GPT Image Hub

Search attributed image prompts, retrieve full templates, and browse GPT Image Hub categories.

MediaCode & DevOps

Outdated check827 ms11 / 22
BeatSeek

SoundCloud search for DJs and AI agents, with BPM and key measured from the audio.

MediaCode & DevOps

Outdated check877 ms11 / 22
ai.filegraph/document-processing

Extract text from documents, manipulate PDFs, and perform OCR on images.

MediaFile & docs

Outdated check977 ms11 / 22
AI Rap Video

Turn one clear face photo into a $9.99 solo rap video: Bulin 47, Tiny Desk or Christmas Dance Solo.

MediaCode & DevOps

Outdated check1097 ms11 / 22
io.github.warmcoding/sonicaura-mcp

Remote MCP server for audio stem separation, denoise, reverb, and MIDI export.

MediaCode & DevOps

Outdated check1618 ms11 / 22
Biohotspot

Ocean data for any coast or sea, Australian marine park facts and Marxan reserve design.

Developer ToolsCode & DevOps

Outdated check1687 ms11 / 22
dev.bubblio/door_acff25cbe9fb

Stylica — Generate images with AI (agent door via Bubblio)

MediaAI / LLM tooling

Outdated check2216 ms11 / 22
com.dropwatchhq/patent-gap

Off-patent opportunity feed: expiring design patents, recall + supplier screened, for sellers.

LegalKnowledge & memory

Responded68 ms11 / 22
PaKi Curator

Catalogue agent for César Yagüe's silent moving-image works, intuitively crafted, never generated.

MediaAI / LLM tooling

Outdated check91 ms11 / 22
Responded493 ms11 / 22
Soluble(s) — Podcast de journalisme de solutions

Solutions journalism podcast (FR): ecology, climate, society. Search, transcripts, junior versions.

MediaCode & DevOps

Outdated check572 ms11 / 22
Oh, my Dots!

Crossword, audio crossword, word search, cryptogram and cross-math puzzle links for ohmydots.com.

MediaData access / search

Responded3189 ms11 / 22
io.github.flowpackplugin/flowpack

Flowpack: Shopify design catalog — badge/button/bar looks, honest-urgency presets, diagnosis.

HealthcareCode & DevOps

Outdated check56 ms10 / 22
Exif Strip

Strips EXIF, XMP, IPTC and GPS metadata from JPEG and PNG images in one call, with optional ICC p...

MediaCode & DevOps

Outdated check88 ms10 / 22
io.github.Ainode-tech/swiss-army

22 utility tools (x402 USDC on Base): currency, PDF, image, GDPR. Free health.

Finance & CryptoPayments & trading

Outdated check140 ms10 / 22
Rengi Forge

Gamedev tools for AI agents: level design, renders, sprites, GLB optimizer. Pay per call with x402.

Developer ToolsCode & DevOps

Outdated check233 ms10 / 22
YouTube Video Summarizer (pay-per-call)

Summarize YouTube videos or fetch transcripts. Pay-per-call via x402 (USDC on Base), no account.

MediaPayments & trading

Outdated check424 ms10 / 22
MCP Compress

List compression profiles, estimate gains, and compress images, PDFs, and Office files.

MediaAI / LLM tooling

Outdated check580 ms10 / 22
Invoice Preflight

Evidence-backed UBL, PDF, and image invoice checks before approval or payment.

Finance & CryptoPayments & trading

Outdated check583 ms10 / 22
MiOffice — AI-Powered Workspace Studio

125+ browser tools for PDF, Image, Video, Audio, AI, Scanner. Files never leave your device.

MediaCode & DevOps

Outdated check1067 ms10 / 22

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