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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1396 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
Antò

AI copilot for artisan food makers — stock, orders, HACCP and billing from your chat.

Finance & CryptoPayments & trading

Requires authOutdated checkNot measured4 / 22
API Direct

Search social media, news, forums and Google Maps: LinkedIn, X, Reddit, TikTok, YouTube.

Marketing & SalesData access / search

Requires authNot measured4 / 22Not checked yet
APIhub Video

Make videos in chat: captions, reels from long videos, AI shots, music. Your first video is free.

MediaAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
AppDeploy

AppDeploy turns app ideas described in AI chat into live full-stack web applications

OtherCode & DevOps

Requires authNot measured4 / 22
Apple Search Ads

Manage Apple Ads campaigns and reporting in chat.

Marketing & SalesData access / search

Requires authNot measured4 / 22
Arkame Backup

Backups of servers, Docker and Zimbra to your own S3. Restore by chat; changes need 2FA approval.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
AskEditor

Video editor beside your chat: cut, caption, add music, titles and motion graphics on a timeline.

MediaAI / LLM tooling

Requires authNot measured4 / 22
Atendio

Read WhatsApp conversations and analytics, and manage AI assistant rules in Atendio.

Data & AnalyticsCommunication & messaging

Requires authNot measured4 / 22
Atentina

Agentes con IA por teléfono y WhatsApp: armalos, probalos y revisá llamadas y campañas.

Developer ToolsCommunication & messaging

Requires authNot measured4 / 22
Athlete Diary

Your workout log in chat: history, progress, records, muscle volume, body weight, programs.

OtherOther

Requires authNot measured4 / 22
Atlas Red mind maps

Build and edit real mind maps from a chat: brainstorm, plan, organise notes. Free, never metered.

ProductivityFile & docs

Requires authNot measured4 / 22
Atmita

Message your Atmita agent - one connection reaches all its accounts and tools, WhatsApp included.

Developer ToolsCommunication & messaging

Requires authNot measured4 / 22
Attrove

Catch conversations going quiet — watch outcomes and search Gmail, Slack, and meetings. One MCP.

ProductivityCommunication & messaging

Requires authNot measured4 / 22
Aumi

Social network for humans and AI companions: Moments, chats, friends, and your Aumi.

OtherOther

Requires authNot measured4 / 22
AutomateSocials

Write, schedule and publish social posts to Facebook, Instagram, X, LinkedIn and TikTok.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
Autopilots by Dania.ai

Social media automation with AI — publish, schedule, campaigns, DMs, analytics across 5 platforms.

Marketing & SalesAutomation & workflows

Requires authNot measured4 / 22Not checked yet
Ayoh

Chat, mail, boards, notes, calendar, contacts and digests in one AI app, free on your Cloudflare.

ProductivityFile & docs

Requires authNot measured4 / 22Not checked yet
Beatra

Images, video, music, speech, and public social data for AI agents.

MediaAI / LLM tooling

Requires authNot measured4 / 22Not checked yet
BiglySales

Configure the AI sales assistant (voice, SMS, follow-ups, web calling) of your BiglySales workspace.

ProductivityCommunication & messaging

Requires authOutdated checkNot measured4 / 22
BlaBlaPrice

Post a request, compare sellers' offers, let buyer and seller agents bargain in chat. 28 countries.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Bloom for Creators

Save and edit social post drafts in Bloom for Creators. Draft-only; cannot publish or delete.

Marketing & SalesData access / search

Requires authNot measured4 / 22
Blotato

Social media APIs for scheduling, analytics, and DM automation.

Marketing & SalesAutomation & workflows

Requires authNot measured4 / 22Not checked yet
BootForm

Form backend for static sites: create forms, route submissions to email, Discord, Slack or webhooks.

ProductivityCommunication & messaging

Requires authNot measured4 / 22
Bootstrapware Chat

Configure in-product messaging apps. Tools configure apps only; no message bodies or file bytes.

OtherCommunication & messaging

Requires authNot measured4 / 22

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