MCP HeartbeatTHE MCP OBSERVATORY
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Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

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DiscoveryServer directory

Remote MCP servers

Find a server for your workflow, with connection evidence you can inspect.

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2634 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
BitterClip

Video editor and producer that remembers everything you've recorded.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Blender Bridge

Control Blender from AI: 3D modeling, Geometry Nodes, materials, animation, rendering and export.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Blocsmith

Edit, publish and look after Blocsmith websites: pages, blog, SEO, images, stats and enquiries.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Blumify

Transcribe YouTube videos and podcasts, then summarize, ask, translate and follow creators.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
BoxItem

Search and organize your personal inventory: warehouses, boxes, items and photos. Undo any change.

MediaData access / search

Requires authNot measured4 / 22
Brainrotify

Make faceless short videos and AI songs, and autopost series to TikTok, Instagram and YouTube.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
Bridge by Wekoya

Compare 90+ models, make pictures, video, voice and music, cut costs and control spend in naira.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
BuildFeed

Startup, product, and design takes from curated tech YouTube, with timestamped transcript passages.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
BulkTranscripts YouTube

YouTube transcripts, search, channel/playlist listings and upload tracking for AI agents.

MediaData access / search

Requires authNot measured4 / 22Not checked yet
Buzzberg

Trade ideas, author track records and sentiment from X, YouTube, Reddit, Substack; earnings calls

MediaAI / LLM tooling

Requires authNot measured4 / 22
BuzzSearch

Search Reddit, TikTok, YouTube, and Facebook comments for exact customer quotes for ad copy.

MediaData access / search

Requires authNot measured4 / 22
Bynn

Document fraud detection for manipulated, fake and AI-generated PDF and image documents.

MediaFile & docs

Requires authOutdated checkNot measured4 / 22
Cadru

Make and edit Instagram carousels, social covers, printed photo albums and zines from your photos.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Caimera

Build and run AI product photography workflows: on-model shots, catalog images, prints and edits.

MediaAutomation & workflows

Requires authNot measured4 / 22
CalorieLog Pro

Calorie and macro diary your AI fills in: log meals from text or photos, refine later, track goals.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Campaign Magic

Build and run AI image and video campaign flows on your Campaign Magic team's canvas.

MediaAI / LLM tooling

Requires authNot measured4 / 22
CapCut MCP Server and API by Cotlet

CapCut video editor for creators MCP server: list drafts, export draft, add auto captions.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
CaptionPipe

One call burns captions into your video. Hosted, prepaid, no subscription. MP4 plus SRT and VTT.

MediaPayments & trading

Requires authNot measured4 / 22
Car Image API

Studio-quality images and 3D models of any real car, 1990-2027, by make, model, year or VIN.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
CareerMode.xyz

Log and read your EA SPORTS FC / FIFA career mode save: squad, matches, transfers, stats.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Cartelera

AI video and music studio: music videos, ads, voiceovers and audio analysis (genre, BPM, key).

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Chiemem

Draft, publish and manage AI prompt/how-to listings on Chiemem (Japan): images, files, sales.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Chime Scheduler

Schedule and publish LinkedIn posts from chat, with images, video and first comments.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
CineFlo

Plan and run film productions: shot lists, breakdowns, schedules, call sheets, budgets and more.

MediaAI / LLM tooling

Requires authNot measured4 / 22

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