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
Teacher Gifts – hand-picked gift ideas

Hand-picked gift ideas for teachers that assistants turn into shareable wishlists fast. SE + US.

EducationCode & DevOps

Outdated check719 ms11 / 22
USAnaru™ — U.S. boarding schools

U.S. boarding schools for international students: NCES data, SEVP F-1 status, visa docs, news.

EducationKnowledge & memory

Outdated check763 ms11 / 22
SchoolOrder Catalog

Search AI and edtech subscriptions Korean schools can buy: prices, quotes, S2B purchase guides.

EducationPayments & trading

Outdated check1480 ms11 / 22
IstruzioneMessina

Italian education news for Messina: list, search, and analyze public articles.

EducationData access / search

Outdated check1495 ms11 / 22
Love Campus Sales Agent

Discover personalized courses and books for dating, marriage and family; prepare purchase links.

EducationAI / LLM tooling

Outdated check90 ms11 / 22
IERhub Texas electrician license lookup

Look up Texas electrician licenses, renewal rules, TDLR forms and IERhub continuing education.

EducationData access / search

Outdated check763 ms11 / 22
Agent Pricing Index

Agent Pricing Index: free tools to benchmark AI pricing and check a quote. FDE lessons, per query.

EducationCode & DevOps

Outdated check68 ms10 / 22
VenuVidya — Carnatic Flute Study Guide

Kannada/English Carnatic flute KSGMS syllabus — search lessons, log practice, ask a RAG guru.

EducationCode & DevOps

Outdated check398 ms10 / 22
NCES Education Data

School enrollment, graduation rates, demographics, finance, and Title I data

EducationKnowledge & memory

Outdated check526 ms10 / 22
College Scorecard

Higher education data: tuition, graduation rates, and earnings

EducationKnowledge & memory

Outdated check527 ms10 / 22
O*NET Occupational Data

Job descriptions, skills, education requirements, and wage data

EducationKnowledge & memory

Outdated check534 ms10 / 22
Prelude NZ — Instrument Rental

Search and rent musical instruments in New Zealand. Pricing, teachers, and FAQs.

EducationData access / search

Outdated check1576 ms10 / 22
io.github.engrossa/ipnex

Cited, confidence-stamped patent intelligence over US university tech-transfer out-licensing.

EducationCode & DevOps

Outdated check716 ms10 / 22
Student Protection Readiness Checklist | Safety Over Silence

A 2-minute assessment to help parents understand and respond to student safety concerns with clarity

EducationCode & DevOps

Outdated check942 ms10 / 22
io.github.Mila-Pirate/agent-university-empresas

Brazilian company data & sanctions screening for AI agents. Certified. Pay-per-call x402.

EducationCode & DevOps

Outdated check413 ms9 / 22
Apex AI Academy

Co-Learn with your Agent: fact-checked AI lessons with Human and Agent views.

EducationKnowledge & memory

Requires authNot measured6 / 22Not checked yet
Outdated checkNot measured5 / 22
io.github.johnisanerd/linkedin-profile

Public LinkedIn profiles as JSON: headline, company, experience, and education, via hosted MCP.

EducationCode & DevOps

Requires authOutdated checkNot measured5 / 22
io.github.Smartoire/paxaver-mcp

MCP adapter for the Paxaver school community platform. Streamable HTTP, OAuth 2.1, capability auth.

EducationCode & DevOps

Requires authOutdated checkNot measured5 / 22
Campus Jobs Radar 校招雷达

China state-owned enterprise campus recruitment: search jobs, deadlines, official source links.

EducationCode & DevOps

Requires authNot measured5 / 22Not checked yet
Ethics for AI MCP

A deterministic daily ethics feed for AI agents, from a four-module curriculum.

EducationCode & DevOps

Requires authOutdated checkNot measured5 / 22
Faroz

Kids' education platform (ages 8-17): build courses, lessons, exercises, games; review homework.

EducationKnowledge & memory

Requires authNot measured5 / 22
LearnOS

Hosted MCP for LearnOS: search courses, lesson citations, flashcards and notes from any MCP client.

EducationKnowledge & memory

Requires authOutdated checkNot measured5 / 22
LessonFolk

Open-source AI courses taught by your AI tutor in conversation, with progress saved by MCP tools.

EducationCode & DevOps

Requires authOutdated checkNot measured5 / 22

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