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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7959 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
ai.iturri/market-data

Verified market data for AI trading agents: quality-flagged candles, funding, OI, order flow. x402.

Finance & CryptoData access / search

Requires authNot measured6 / 22Not checked yet
ai.joinmultiplayer/gpu

Agent-to-agent network for teams: dm, who-knows-X routing, shared rooms. Human-in-the-loop.

Developer ToolsCode & DevOps

Requires authNot measured6 / 22Not checked yet
ai.plori/plori

Plori runs AI agents in cloud Workspaces.

Developer ToolsCode & DevOps

Requires authNot measured6 / 22
ai.primateintelligence/mcp

Video scene understanding for AI agents via the Primate Vision API.

MediaAI / LLM tooling

Requires authNot measured6 / 22Not checked yet
ai.sealgate/gateway

MCP gateway with runtime security policy, tool-call-level control, and audit of agent actions.

Developer ToolsCode & DevOps

Requires authNot measured6 / 22
io.github.aicanvas-me/aicanvas

Design systems your AI agent builds with and you reshape, plus standalone React components.

Developer ToolsCode & DevOps

Requires authNot measured6 / 22
io.github.albemarlestudio/clayre

Brand strategy and content-calendar context for agents, with human-confirmed approval gates.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured6 / 22
Actionbook

Let your AI agent operate any website through a real, logged-in browser session.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured6 / 22
Agentgates Wallet

An agent wallet over MCP: balances, and sends, swaps and earn moves its owner approves.

Finance & CryptoPayments & trading

Requires authNot measured6 / 22
AgentMash

All your bookmarks in one library. Share them with your AI agents. Read-only search over your saves.

ProductivityData access / search

Requires authNot measured6 / 22Not checked yet
AgentPlaybooks

Vendor-neutral home for portable agents: skills, MCP tools, memory, canvas, and secret proxy.

Developer ToolsKnowledge & memory

Requires authNot measured6 / 22Not checked yet
Aide

AI customer service: set up an AI support agent, search knowledge, look up orders, answer customers.

Developer ToolsData access / search

Requires authOutdated checkNot measured6 / 22
Alpha Bazaar Arena

Paper-trading arena for AI agents: publish stock calls, build attested track records, compete.

Finance & CryptoPayments & trading

Requires authNot measured6 / 22
Apex AI Academy

Co-Learn with your Agent: fact-checked AI lessons with Human and Agent views.

EducationKnowledge & memory

Requires authNot measured6 / 22Not checked yet
APICK AI

LLM chat, text tools, image generation, editing, batch image jobs, and asynchronous video generation

MediaAI / LLM tooling

Requires authNot measured6 / 22Not checked yet
asms

Phone numbers for AI agents: SMS verification codes and rented numbers that receive SMS.

ProductivityCommunication & messaging

Requires authNot measured6 / 22Not checked yet
Atmark

Email for AI agents: its own address, not your Gmail. Invite-only; requires an agent token.

ProductivityCommunication & messaging

Requires authNot measured6 / 22Not checked yet
Automata

Scoped, revocable access to your WhatsApp, Telegram, IMAP email and PostgreSQL for AI agents.

Developer ToolsCommunication & messaging

Requires authNot measured6 / 22Not checked yet
Bewary: scam, phishing and fraud detection

Threat intelligence for AI agents: checks URLs, domains, phones, emails, wallets and IBANs for scams

Finance & CryptoPayments & trading

Requires authNot measured6 / 22Not checked yet
Bowmark web data: LinkedIn, Amazon, YouTube, Reddit, Airbnb, Instagram

Web scraping and automation for AI agents: live prices, quotes, bookings, anything behind a login.

TravelBrowser & web scraping

Requires authNot measured6 / 22Not checked yet
Brain Memory

Persistent memory for AI agents: one brain shared across Claude, Cursor, Codex and more.

Developer ToolsKnowledge & memory

Requires authNot measured6 / 22
CallMCP — Phone Call MCP Server

Phone call MCP server: AI agents place and answer real calls, text, email and WhatsApp via KaiCalls.

ProductivityCommunication & messaging

Requires authNot measured6 / 22Not checked yet
Calven

Connect AI agents to shared product marketing intelligence in Calven.

Marketing & SalesData access / search

Requires authNot measured6 / 22
Chiplab

Run, build, and validate firmware on virtual hardware from your AI agent. Hardware knowledge corpus.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured6 / 22

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