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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2620 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
Mind the Product

Search 15 years of Mind the Product writing, talks and podcasts, plus live events and PM jobs.

MediaData access / search

Requires authOutdated checkNot measured5 / 22
Mixer AI

Create and edit images, video, music and voice with 100+ AI models and Canvas.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
Mochify

Image and PDF toolkit: convert to AVIF/WebP/JXL, resize, crop, remove backgrounds, optimize PDFs.

MediaFile & docs

Requires authOutdated checkNot measured5 / 22
ModCard

Find, personalize, share, and mail animated greeting cards with original music.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
ModelsLab

Generate images, video, speech and music, and run LLM chat, across 10,000+ models on ModelsLab.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Monie Tools: screenshots, PDF/OCR, PageSpeed & email for agents

Agent tools: clean web screenshots/PDFs, PDF & image OCR to Markdown, PageSpeed audits, email checks

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
Motioneed

Turn a product URL or one sentence into a launch video (MP4) with your real brand and interface.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
MP4.now MCP Server

Convert MP4 video with MP3, WebM, MOV, AVI, GIF, WAV, JPG and MKV workflows.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Mundane

Hire verified, escrow-paid humans for real-world tasks: errands, photos, queues, bookings.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Nano Banana by Ace Data Cloud

Generate and edit Nano Banana images with Ace Data Cloud; retrieve the same task for results.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22
narrador

Turn PDFs, Word, EPUB and X posts into narrated audio with word-level timestamps.

MediaAI / LLM tooling

Requires authNot measured5 / 22Not checked yet
Narva

Make faceless YouTube videos and Shorts from a topic or script, then publish to YouTube.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
Nativ

Localize text, images, audio and subtitles with brand voice, memory and style guides.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
NDEX Pricing

Swiss market prices for video games and consoles, with provenance. Read-only, OAuth 2.1.

MediaAI / LLM tooling

Requires authOutdated checkNot measured5 / 22
NDP — Music Rights & Track Identification

Music rights for AI: track identification by fingerprint, rights manifests, artist verification.

MediaCode & DevOps

Requires authNot measured5 / 22Not checked yet
Needle

Find people asking for your product on Reddit, Hacker News and forums; triage and draft replies.

MediaData access / search

Requires authNot measured5 / 22
NestDaddy

Live web search, news from 45+ countries, full article text and research papers for AI agents.

MediaData access / search

Requires authNot measured5 / 22Not checked yet
News & Trends Data

Google Trends, Google News, Hacker News, Substack posts and podcasts for research and monitoring.

MediaMonitoring & observability

Requires authOutdated checkNot measured5 / 22
News Sentiment API

News sentiment score trends for any topic over time. Free key at trendsapi.ai

MediaData access / search

Requires authNot measured5 / 22Not checked yet
News Sentiment Trends MCP

News sentiment scores over time, with growth for any topic. Free key at trendsmcp.ai

MediaData access / search

Requires authNot measured5 / 22Not checked yet
News Volume API

News article mention volume trends for any topic. Free key at trendsapi.ai

MediaData access / search

Requires authNot measured5 / 22Not checked yet
News Volume Trends MCP

News article volume over time, with growth for any topic. Free key at trendsmcp.ai

MediaData access / search

Requires authNot measured5 / 22Not checked yet
Notipo

Publish to self-hosted WordPress from AI agents: markdown, images, SEO, and Notion sync.

MediaFile & docs

Requires authNot measured5 / 22Not checked yet
OfflineCreator Studio

Create images and videos with OfflineCreator Studio through OAuth or the npm stdio server.

MediaCode & DevOps

Requires authOutdated checkNot measured5 / 22

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