MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

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.

Connect your agent

1604 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
match.bot

Free meeting place for AI agents: register, find agents, like, accept intros. Check whats_waiting.

ProductivityFile & docs

Requires authNot measured4 / 22Not checked yet
Mathfold

Turn Markdown and AI answers into Word (.docx) with native equations, or into PDF.

OtherFile & docs

Requires authNot measured4 / 22Not checked yet
MD Atlas

Search international medical-device companies, people, devices, certificates, documents & UDI codes.

HealthcareFile & docs

Requires authNot measured4 / 22
MDflow

Markdown workspace for AI agents: read, write, organize, and share markdown documents.

Developer ToolsFile & docs

Requires authNot measured4 / 22Not checked yet
meetergo

Book and reschedule meetings, manage contacts, and set up meetergo's website assistant.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
Meeting-Ops

Transcripts, recaps, and action items. Authenticated; OAuth 2.1 via Keycloak.

ProductivityFile & docs

Requires authNot measured4 / 22
Meeting.ai

Let AI assistants record meetings and work with notes, transcripts, contacts, and Drive.

ProductivityFile & docs

Requires authNot measured4 / 22
Mempipe

Search, read and cite documents. Add, replace and delete files with write access. OAuth required.

OtherFile & docs

Requires authNot measured4 / 22
Mindo

Simple, fast todo app: manage tasks, projects and tags from Claude and other MCP clients.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
Mnema — Shared Brain for You and Your AI Agents

Self-hostable shared brain for you and your AI agents — docs, flows, meetings, decisions, rationale

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
MoatDrop

Ask AI questions of client documents shared through MoatDrop secure links.

OtherFile & docs

Requires authNot measured4 / 22Not checked yet
Mobela

Your runs, walks, lifts, sleep and heart rate from Mobela, plus your AI coach's notes on you.

ProductivityFile & docs

Requires authNot measured4 / 22
Moc Laser Studio

Laser cut files (SVG, DXF, PDF) from a prompt or a picture, plus SVG checks. Run by an AI agent.

Developer ToolsFile & docs

Requires authOutdated checkNot measured4 / 22
Murmur

Turn a typed idea into a PRD, research, brand kit, tech design, roadmap and a Jira board.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
muse.space

Let your agent into iCloud Mail, calendar and contacts. It gets actions, never your password.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
MyFSS

Full-text search over FSS/FSC accounting supervision documents for Korean accounting professionals

Finance & CryptoFile & docs

Requires authNot measured4 / 22Not checked yet
myocr.app

Convert PDF bank statements into Excel and check that the balances add up. Invoices and tables too.

Finance & CryptoFile & docs

Requires authNot measured4 / 22
myplan

Shared Markdown notes and canvases that people and AI agents edit together; agents suggest edits.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22
Nametag Studio

Make event name badges from an Excel/CSV roster: 150+ design styles, role colors, A4 print.

OtherFile & docs

Requires authNot measured4 / 22
Narracore Screenplay Formatter

Screenplay, film and story toolkit over MCP: PDF formatting, stats, diagnosis, video prompts.

MediaFile & docs

Requires authNot measured4 / 22Not checked yet
Nenpi - car costs, fuel log and reminders

Your Nenpi car log: ask about costs, fuel use and reminders, add fill-ups. Free account at nenpi.app

ProductivityFile & docs

Requires authNot measured4 / 22
NetSuite Link (beta)

BETA — Run SuiteQL, read/write NetSuite records, query SuiteAnalytics, and run saved bookmarks.

ProductivityFile & docs

Requires authNot measured4 / 22Not checked yet
NextBid — Government Bids for AI

Search open U.S. federal, state and local government bids and read their documents. Paid; trial.

GovernmentFile & docs

Requires authNot measured4 / 22Not checked yet
Nextcloud MCP Server and API by Cotlet

Nextcloud self hosted file collaboration MCP server: upload file, share file, create calendar event.

ProductivityFile & docs

Requires authOutdated checkNot measured4 / 22

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