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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1775 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
Product Source

Real-time product data across 450+ retailers — look up any UPC for prices, images, and margin data.

MediaData access / search

Requires authNot measured3 / 22Not checked yet
PromptBase

Search and use 300,000+ AI prompts and skills for images, video, writing, games, apps and websites.

MediaData access / search

Requires authOutdated checkNot measured3 / 22
PublishBuddy

Schedule social posts, read analytics and make AI images and video for 10+ networks.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
PZERO

Prepaid inference for agents over hosted MCP. Chat, image, and video.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
QRtracer

Create and manage dynamic QR codes, export QR images, compare scan analytics and check QR links.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
QuickPick

Save tools, boards, links, files and notes to your QuickPick design workspace.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
Qulture Studio

Make AI videos and images in Qulture Studio from ChatGPT, Claude, Cursor or any MCP client.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Reelfy Agent Tools

Pay-per-use AI and data tools via x402: image, video, music, voice, search, crypto. USDC.

MediaPayments & trading

Requires authNot measured3 / 22Not checked yet
Refero

Search curated design styles, real product screens, and user flows for evidence-based design work.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
Reigniter

Make on-brand video adverts, presenter videos and training videos from your AI assistant.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
removebackground.dev

Remove the background from any image: upload or link a photo, get a transparent PNG back.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Retiplex

Make AI UGC video ads from a product: script, AI actor, scenes and the finished video.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Salla

Run your Salla store from any AI app: orders, sales, stock, products, prices and store design.

Finance & CryptoPayments & trading

Requires authOutdated checkNot measured3 / 22
Second Studio

Hosted video MCP server for branded explainers and reference-driven edits.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
SeedAudio

Generate paid AI audio, check tasks and download results using your SeedAudio account and credits.

MediaCode & DevOps

Requires authOutdated checkNot measured3 / 22
ShadowTeck

Generate AI video, images and audio, and browse your history, from any MCP client.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
ShortsMonkey YouTube Outlier Research

Find YouTube outliers, daily viral Shorts, and analyze video performance.

MediaCode & DevOps

Requires authNot measured3 / 22Not checked yet
Shotstack

Generate, edit, and render videos via the Shotstack video editing API.

MediaAI / LLM tooling

Requires authOutdated checkNot measured3 / 22
Shuffll Engage

Personalized video workflows, creative drafts, previews and campaign results through API and MCP.

Marketing & SalesAutomation & workflows

Requires authOutdated checkNot measured3 / 22
SIA Studio

Create images, reusable assets, and productions in your connected SIA Studio workspace.

MediaAI / LLM tooling

Requires authNot measured3 / 22
SleekSite AI

Describe your site and get it built. Design, create and update content, publish daily on autopilot.

OtherOther

Requires authOutdated checkNot measured3 / 22
Smia

Build your own tools from chat: design, test and host them on a shareable MCP server URL.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured3 / 22
snapWONDERS Vaultify

Hosted snapWONDERS MCP: hide files in images, reveal hidden content, analyse media, convert formats

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet
SocialDataX B站 Bilibili MCP

Bilibili public video, article, dynamic, creator, comments, reactions, and transcript tools.

MediaAI / LLM tooling

Requires authNot measured3 / 22Not checked yet

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