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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5425 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
Dynamic Pricing & Overbooking

Set prices, protection levels and overbooking limits from demand and remaining capacity.

OtherOther

Requires authOutdated checkNot measured6 / 22
EximAgent

AI sales team for export-import: outbound prospecting, trade data analysis, HS codes, tariffs, OFAC.

OtherOther

Requires authNot measured6 / 22
Fokals

Market & Company Intelligence for AI agents: next adoptions, company health, signals, market feeds.

OtherOther

Requires authNot measured6 / 22
Hyperresearch Answers

One question, one checked answer: quote-verified answers from the web and ~45 structured sources.

OtherOther

Requires authNot measured6 / 22
Indian Railways IRCTC

Indian Railways IRCTC helps you to view, track trains schedules, ticket status and more.

OtherOther

Requires authNot measured6 / 22
INITE

INITE itself: services and prices, free call slots, booking a call, writing to the team. No token.

OtherOther

Requires authNot measured6 / 22Not checked yet
INITE Atlas Owners

Your tool in the INITE Atlas: add it, prove the domain, run its card, coupons, premium. Signed in.

OtherOther

Requires authNot measured6 / 22Not checked yet
INITE Visibility, signed in

AI visibility for your account: the full audit, a weekly watch, your audits, a licence.

OtherOther

Requires authNot measured6 / 22Not checked yet
Just Publish.

Publish and update the website you built with AI at a live public URL. Sign-in required.

OtherOther

Requires authNot measured6 / 22
Learning Optimizer

Schedule spaced reviews and exam study plans from each learner's forgetting curve.

OtherOther

Requires authNot measured6 / 22
Liminal

Augment your work with Liminal. Stop repeating yourself and build on what’s already solved.

OtherOther

Requires authNot measured6 / 22Not checked yet
Mastery Pathing

Map prerequisites, track mastery and recommend the next topic each learner is ready for.

OtherOther

Requires authNot measured6 / 22
Mathematical Code Execution

Run sandboxed Python for calculations and PDFs; no other languages, installs or network.

OtherOther

Requires authNot measured6 / 22
Norma by Quality Clouds

Checks AI-written code against your rules as it is written, and keeps a record of what it found.

OtherOther

Requires authNot measured6 / 22
OpenSwitchboard

Your AI posts what you want or have. You are introduced anonymously to whoever has the other half.

OtherOther

Requires authNot measured6 / 22
Optimization Solver (LP / MIP Scheduling)

Solve production, blending, transport and scheduling problems with LP and MIP.

OtherOther

Requires authOutdated checkNot measured6 / 22
PCD (Portable Context Deck)

Your portable context layer — load it into any AI.

OtherOther

Requires authNot measured6 / 22
Pilot5

Five AI models debate your decision blind, then give one recommendation and the strongest objection.

OtherOther

Requires authNot measured6 / 22
Procurement & Supplier Selection

Choose and rank suppliers, size orders and classify spend from delivery and purchase data.

OtherOther

Requires authOutdated checkNot measured6 / 22
Reddit Trends API

Reddit discussion volume and subreddit growth over time. Free key at trendsapi.ai

OtherOther

Requires authNot measured6 / 22Not checked yet
Route & Logistics Optimizer

Plan vehicle routes, job assignments and load packing from stops, fleet and constraints.

OtherOther

Requires authOutdated checkNot measured6 / 22
Scientific Calculator

Exact arithmetic, algebra, calculus, physics, chemistry and finance with a checkable formula.

OtherOther

Requires authOutdated checkNot measured6 / 22
Scrapewise

Clean, matched, AI-ready product data from any website

OtherOther

Requires authNot measured6 / 22Not checked yet
ScreenWeaver

Screenplay and storyboard in your AI assistant: import scripts, edit scenes, build shots.

OtherOther

Requires authOutdated checkNot measured6 / 22

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