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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242 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
Langrit

Language learning memory: due flashcard reviews, past mistakes and level, shared with any AI tutor.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
MoveMentors

Find and book yoga, pilates and movement classes with independent teachers and small studios.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
NeverBlank

Rehearse hard conversations: lessons, XP drills and practice opponents built from your situation.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
Pedagrade

Check lessons and courses against their learning objectives, with each fix written.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
Taskbead

Simple to-do lists for students and teams: list, search, add, update and complete tasks.

EducationData access / search

Requires authOutdated checkNot measured4 / 22
Teachers Pay Teachers MCP Server and API by Cotlet

Teachers Pay Teachers teaching resources marketplace MCP server: list products.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
TutorPing

Find and book independent tutors, or find students asking for a tutor in your subject.

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
UK public services

NHS organisations, schools, care quality ratings, food hygiene and policing for any UK area.

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
uNotes

Search university course materials, your flashcards, quizzes, streak and quota. All tools read-only.

EducationData access / search

Requires authOutdated checkNot measured4 / 22
WIT Calendar

Unofficial Wentworth (WIT) course catalog and student schedule. Needs a WIT sign-in.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
Find Local Instructor

Find local instructors and tutors for sports, test prep, wellness, IT, and more.

EducationCode & DevOps

Outdated checkNot measured3 / 22
Kommuneoversikt search

Search key figures for Norway's 357 municipalities: taxes, fees, population, schools, elections.

EducationData access / search

Outdated checkNot measured3 / 22
SchoolDesk

SchoolDesk (Bangladesh school, college & madrasa software): students, attendance, fees, results.

EducationKnowledge & memory

Outdated checkNot measured3 / 22
ai.edusignal/districts

K-12 school district data for all 50 US states. Enrollment, demographics, and academics.

EducationKnowledge & memory

Requires authOutdated checkNot measured3 / 22
io.github.beronbrown/familycal

Every kid's team, league and school schedule in one family calendar.

EducationCode & DevOps

Requires authOutdated checkNot measured3 / 22
io.github.HariharRengan/lock-in-study-planner

Study planner for high school students. Manage tasks, deadlines, and schedules.

EducationCode & DevOps

Requires authOutdated checkNot measured3 / 22
uk.co.propbar/research

UK property research tools - crime stats, schools, demographics, valuations for AI.

EducationKnowledge & memory

Requires authOutdated checkNot measured3 / 22
All Time

Your All Time calendars and events: the schools, teams and leagues you follow. Read-only.

EducationKnowledge & memory

Requires authOutdated checkNot measured3 / 22
CounselorAI

College-access writing and financial-aid analysis tools for counselors, students, and families.

EducationCode & DevOps

Requires authNot measured3 / 22Not checked yet
Hachimo

Keep your English lessons, review cards and daily plan in Hachimo. Subscription required.

EducationPayments & trading

Requires authOutdated checkNot measured3 / 22
Homeroom

Homeschool planning with private child selection and parent-reviewed curriculum and record drafts.

EducationCode & DevOps

Requires authOutdated checkNot measured3 / 22
meibo

Manage school and club directories: settings, entries, moderation and invitations.

EducationCode & DevOps

Requires authOutdated checkNot measured3 / 22
Secrets.RealEstate

French address intelligence: 18.6M sold prices, energy, risk, crime and schools — each sourced.

EducationKnowledge & memory

Requires authNot measured3 / 22Not checked yet
Talkfirst

Speak English, Polish, Lithuanian, Czech (beta): pronunciation, voice chats, quizzes, audio lessons

EducationKnowledge & memory

Requires authOutdated checkNot measured3 / 22

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