MCP HeartbeatTHE MCP OBSERVATORY
Public workspace

Explore

Evidence for your next connection.

Independent measurements of remote MCP servers. Every observation has a timestamp.

Read-only probes

MCP server · Knowledge & memory

co.brightkey/education-data

By brightkey.co Verified namespace

Bilingual (EN+ZH) education data: 299 universities, 234 intl schools, degree-ROI, sourced answers.

Website
Connect to co.brightkey/education-data
Checks passed
12 / 22

2 failed · 8 not measured

Median response
512 ms

Median of successful probes over 7 days

30-day uptime
Not measured

Share of countable probes over 30 days, including daily rollups. Auth challenges are excluded.

Discovered tools
8

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Responded

The server completed its last measured handshake. This is an observation, not a guarantee.

Last checked
Check summary by test group
Test areaPassedFailedUnmeasured
ConnectionCan a client connect and discover tools?
500
Reliability & speedDoes it respond consistently and quickly?
004
Access & authenticationWhat is required to use this server?
102
Tool qualityAre the tool definitions usable by an agent?
310
Publisher identityCan the publisher be traced to its source?
312

Unmeasured means there is not enough evidence to decide. How these checks work

Inspect individual checks 22 recorded

Core

  • Pass
    Reachable

    Latest probe returned HTTP 200 in 512 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name mcp-typescript server on vercel.

  • Pass
    Lists tools

    tools/list returned 8 tools.

  • Pass
    Current protocol

    Negotiated 2025-11-25. The bar is 2025-06-18 or newer.

  • Pass
    HTTPS

    The endpoint URL is https.

Performance

  • Not measured
    Fast (p50)

    Median latency 512 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 512 ms over 1 samples in 7 days. The bar is 3000 ms. Need at least 20 samples.

  • Not measured
    Reliable (uptime)

    1 of 1 attempts returned a tool list in 30 days (100%). The bar is 99%. Need at least 30 samples.

  • Not measured
    Stable tool list

    Fewer than two successful probes in 30 days, so tool-list stability is not measured.

Access

  • Pass
    Open access

    tools/list succeeded with no credential, and the record declares none.

  • Not measured
    Standard auth

    Auth is not required, so the OAuth metadata check does not apply.

  • Not measured
    Free tier cited

    No publisher quote has been checked.

Tools

  • Pass
    Tools described

    Every tool description is at least 20 characters.

  • Pass
    Valid input schemas

    Every inputSchema is a JSON Schema object.

  • Fail
    Parameters documented

    8 of 19 parameters have a description (42%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Pass
    Website matches publisher

    The website host matches the reverse-domain namespace.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Not measured
    Repo owner matches

    This namespace is not an io.github login, so the owner comparison does not apply.

  • Pass
    Recently updated

    Updated 2026-07-27T01:35:26.833257Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using co.brightkey/education-data

Connect to this server

Choose your client, copy the configuration, then enable the server in your client’s MCP settings.

Run this command in your terminal, then restart Claude Code.

Claude Code

claude mcp add --transport http co-brightkey-education-data https://brightkey.co/api/mcp

Capabilities

Tools 8

answer_education_question

Search BrightKey's cited answers to common international-education questions (curriculum, schools, universities, visas, process). Returns the best-match sourced answer.

Discovered
compare_universities

Compare 2 universities on BrightKey's 6 dimensions. Returns per-dimension tier deltas + a sourced tier-delta paragraph (tiers, not a single rank).

Discovered
degree_roi

5-year-after-graduation net ROI + break-even year for a degree. Pass a preset country slug (e.g. germany, uk-oxbridge, us-private) or 'all' for the ranked list.

Discovered
fetch

Fetch full content for an id returned by search (uni:<slug>, school:<city>/<slug>, answer:<slug>).

Discovered
get_university_profile

Full BrightKey profile for one university by slug: tier ratings + why, verdict, strengths/weaknesses, cost estimate, admissions tips. Bilingual.

Discovered
list_universities

List BrightKey-profiled universities with optional filters. Returns slug, name, country, city, 6-dimension S/A/B/C/D tiers, and verdict.

Discovered
match_schools

List BrightKey-profiled international schools, filtered by city and/or curriculum (e.g. IB, A-Levels, AP). Returns name, curricula, fees, inspection rating, tiers.

Discovered
search

Search across universities, schools, and answers. Returns {id, title, url} results; pass an id to fetch().

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected512 ms8

Related servers

All alternatives

Same function and industry, ranked by checks passed then median latency.

Explore alternatives to co.brightkey/education-data