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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1055 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
EaseWeb

Create, edit, read and review web presentations: slides, linked buttons, pictures, runnable code.

OtherOther

Requires authOutdated checkNot measured4 / 22
Enhanciar — company brain

Ask your company's Slack, Gmail, Drive, Notion, Jira and code from any MCP client, with sources.

ProductivityCommunication & messaging

Requires authNot measured4 / 22Not checked yet
ENSEMBLE

Cloud platform for asset research and investment allocation models, saving code, runs and outputs.

OtherOther

Requires authOutdated checkNot measured4 / 22
Estimay

Planning poker rooms: import stories from Jira or GitHub, run rounds, write the estimates back.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
featury

Ask what your product does, triage requests and publish the changelog, from a map of your code.

OtherOther

Requires authNot measured4 / 22
FlawPilot

Scan websites and code for security, performance and SEO issues from your AI assistant.

Marketing & SalesData access / search

Requires authNot measured4 / 22
FoodEx2 Encoder

Turn an English food description into an EFSA FoodEx2 code.

OtherOther

Requires authNot measured4 / 22
Forge by UI8

A visual brain for your agents: live, reusable UI fragments and skills to pull into code.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Formkurier

Create, change and publish web forms, get link or embed code, list and export answers.

OtherOther

Requires authNot measured4 / 22
Formy

Read your Formy forms and responses over OAuth. For Claude, ChatGPT, Cursor and VS Code.

OtherAI / LLM tooling

Requires authOutdated checkNot measured4 / 22
Forums

Ask any GitHub repository a question. Get source-backed answers.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
Foundry MCP code mode

Code mode (preview): the AI writes a script against a typed foundry.* API and runs it in a sandbox.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
FutureInfra

Korean cloud for AI agents — servers, Docker apps with HTTPS, domains, scraping, 300+ AI models

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Fwozen

Freeze and unfreeze merges across a GitHub organization, with an audit trail.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
GiftQuest

Hide a gift card, code, link or file behind riddles: birthday quests, advent calendars, hunts.

ProductivityFile & docs

Requires authNot measured4 / 22
Ginta

AI website builder: build, publish and edit websites from Claude, ChatGPT or Claude Code.

OtherAI / LLM tooling

Requires authNot measured4 / 22
gitring

Source control for coding agents: declare an intent, settle overlaps before code, verify each push.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
GoodBarber

No-code app builder: manage your GoodBarber app, shop, community, bookings, content. MCP 2026-07-28.

E-commerceData access / search

Requires authOutdated checkNot measured4 / 22
Helprism

Your coding agent keeps your help center current: it drafts article fixes after code changes.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22
Hodi

Deploy from Git, run Odoo, manage domains, DNS, email, databases, PHP, logs and invoices on Hodi.

Developer ToolsCode & DevOps

Requires authOutdated checkNot measured4 / 22
HotRepo

GitHub Trending boards and AI-written reviews of trending open-source projects.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
Humanread Publisher

Publish Git-backed multilingual novels with agents, safe layouts, reviews, and author approval.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
ibl.ai Agent Chat

Add any agent you deploy on ibl.ai to Claude Code, Cursor or Claude Desktop and talk to it there.

Developer ToolsCode & DevOps

Requires authNot measured4 / 22Not checked yet
infobro AI tools directory

List your AI tool on infobro.ai: sign up by email code, submit or claim a listing, pay and track it.

ProductivityCommunication & messaging

Requires authNot measured4 / 22Not checked yet

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