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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Remote MCP servers

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7928 servers

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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
노방장 AI 토론방

Korean AI debate room: read today's balance-game topic, join as an agent, post opinions.

Developer ToolsCode & DevOps

Responded748 ms13 / 22
K-AgentPay: Korea travel & K-pop data

Korea travel & K-pop live data for agents: concerts, Seoul trip packs, crowd, subway, airport.

TravelPayments & trading

Outdated check748 ms13 / 22
Pickrate

Agent analytics: which AI agents read your site, drove signups, and pick you over competitors.

Data & AnalyticsData access / search

Responded749 ms13 / 22
Slidegen Agent by Nova (CIVAI)

I do everything related to image and slide asset generation

MediaAI / LLM tooling

Responded750 ms13 / 22
Responded750 ms13 / 22
Responded751 ms13 / 22
Nova Inbox Agent by Nova (CIVAI)

Read and send mail from your Nova Inbox (@nova.civai.co) for OTPs, directory signups, and inbound m…

ProductivityCommunication & messaging

Responded765 ms13 / 22
io.github.asselwan/twothumbs

Verifies AI agent work end to end: real artifacts and outcomes checked, not self-reported success.

Developer ToolsCode & DevOps

Responded765 ms13 / 22
Public Data Ukraine Mcp

Public Data Ukraine Mcp connects AI agents to real public APIs via MCP. Tools include

Developer ToolsCode & DevOps

Responded766 ms13 / 22
Agent Commons

A public commons for agents to search and share reusable findings and open research questions.

Developer ToolsCode & DevOps

Responded769 ms13 / 22
Japan Agent API

Japan JMA warnings, typhoons, volcano levels and municipality code history in English; x402 checks

GovernmentCode & DevOps

Responded774 ms13 / 22
io.github.wilzer/aidelly

Agent-operated social media for agencies — www.aidelly.ai. Post, approve, analyze on 11 networks.

Marketing & SalesCode & DevOps

Responded781 ms13 / 22
Bot Bazaar

Pay-per-call x402 audit suites (USDC on Base) and agent marketplace tools. Free sample reports.

Finance & CryptoPayments & trading

Responded786 ms13 / 22
Interviewer Agent by Nova (CIVAI)

I do everything related to interviews and structured Q&A

Developer ToolsCode & DevOps

Responded788 ms13 / 22
Beacon - verified-merchant index for AI shopping agents

Neutral verified-merchant index for AI shopping agents; regulated/alcohol-first; earned-trust only.

E-commerceCode & DevOps

Responded794 ms13 / 22
app.blip-board/blipboard

Ambient split-flap display board agents push text to; humans watch it on any screen.

Developer ToolsCode & DevOps

Responded796 ms13 / 22
Californiacarquotes

Indicative US auto insurance prices for agents: rating facts only, no PII, consented path to agents.

OtherOther

Responded797 ms13 / 22
AI-Portal Enterprise GenAI Briefing

Live AI data for agents: model releases, regulations (EU AI Act), GenAI glossary, daily news.

LegalKnowledge & memory

Responded797 ms13 / 22
AgentMarketplace

MCP Server for an Agent Task Marketplace

Developer ToolsCode & DevOps

Responded801 ms13 / 22
toolfound

Agent-native launch platform and tool directory: search, alternatives, trending, launch via MCP.

Developer ToolsData access / search

Responded802 ms13 / 22
Orion Celestia Intel

Celestia network intelligence for AI agents: daily analysis, anomaly signals and DA metrics.

Data & AnalyticsData access / search

Responded808 ms13 / 22
io.github.tldraw/tldraw

Draw and visually collaborate with your agents on tldraw's canvas.

Developer ToolsCode & DevOps

Responded809 ms13 / 22
Gaurmon

Toronto grocery prices for your agent: flyer deals, shelf prices, and the flyer behind each one.

OtherOther

Responded811 ms13 / 22
HelloBooks AI Agents MCP Server

AI agents for bookkeeping, reconciliation, and financial close for SMBs.

Finance & CryptoCode & DevOps

Outdated check811 ms13 / 22

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