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.

Connect your agent

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
Lodestar

Shared memory of what worked for AI agents: search lessons by meaning, then report outcomes.

EducationKnowledge & memory

Requires authNot measured5 / 22Not checked yet
MessNoMore Data Tools

Visa sponsors, school holidays, halal, HS codes, baggage, IAB categories, mobile plans, recipes.

EducationCode & DevOps

Requires authNot measured5 / 22
PAVE

Read-only flight-training records for CFIs, students and schools: syllabus, schedule, FAR/AIM.

EducationKnowledge & memory

Requires authOutdated checkNot measured5 / 22
PLATO MCP

PLATO (Pusan National University LMS) MCP server via Moodle Web Service API + ubboard scraping

EducationCode & DevOps

Requires authNot measured5 / 22Not checked yet
PositionGuard

Ask who in your groups is at an area like home or school. Members opt in. Never coordinates.

EducationKnowledge & memory

Requires authOutdated checkNot measured5 / 22
Stele

Shared project memory for AI coding agents: decisions, lessons, risks and tasks in one graph.

EducationKnowledge & memory

Requires authOutdated checkNot measured5 / 22
Thinking Brain School — Teaching MCP

Guided practice with Thinking Brain School lessons your family has unlocked, inside your AI app.

EducationCode & DevOps

Requires authOutdated checkNot measured5 / 22
What2REG@UM 澳大選咩課

Read-only University of Macau course, instructor and review data.

EducationCode & DevOps

Requires authNot measured5 / 22
Zip-Codes.com Location Intelligence: Spatial Analysis, Districts & 14+ Years of Demographics

Validate & geocode a US address: demographics, districts & schools. Agents can buy credits via MPP.

EducationKnowledge & memory

Requires authNot measured5 / 22Not checked yet
io.github.echomindr/echomindr

Real founder decisions, lessons and signals from 100+ podcasts — searchable by AI agents.

EducationCode & DevOps

Outdated checkNot measured4 / 22
GrantOps AI

Grant readiness and application checklist generator for schools/PTAs/nonprofits.

EducationKnowledge & memory

Outdated checkNot measured4 / 22
Jarvis Uptime Marketplace

Live uptime and source-URL verification for AI agents, with per-call x402/USDC paid endpoints.

EducationPayments & trading

Outdated checkNot measured4 / 22
io.inboxacademy/mcp

Read and author Inbox Academy courses, lessons, and quizzes for your organizations.

EducationCommunication & messaging

Requires authOutdated checkNot measured4 / 22
AI COURSE

Create structured courses, lessons, and educational images for any topic, level, and language.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
AI PhD

AI PhD office hours: a graded curriculum you run in your own AI. Not a university, not accredited.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
AnySkills

AnySkills online school: build courses, lessons and tests, publish, track student progress.

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
API Indonesia

Indonesian public data: regions, postal codes, holidays, prayer times, BMKG, schools, wages

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
Coffee Chats

Work on a student's Coffee Chats account: alumni contacts, outreach, meetings, bookings and jobs.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
CoverTheGaps

Your English homework, exercises and flashcards — with your real teacher.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
Data Center Index

AI infrastructure tracker: data center campuses, power projects, MW and the companies behind them

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
DayHeart

Day planner: work shifts with earnings, classes with homework, tasks. Read your day and add to it.

EducationKnowledge & memory

Requires authOutdated checkNot measured4 / 22
ECCA

Compare engine claims, inspect dissent and check study evidence for student questions.

EducationKnowledge & memory

Requires authNot measured4 / 22Not checked yet
EnrichGrid

LinkedIn person, company and school data plus people search for AI agents. Pay per found profile.

EducationData access / search

Requires authNot measured4 / 22Not checked yet
gankdat

UK company lookup & monitor, UK/EU tenders, awards, planning, charities, schools, NHS, trade marks.

EducationData access / search

Requires authNot measured4 / 22Not checked yet

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