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

Read-only probes

MCP server · Other

AI Lifeline (read-only observed values)

By ai-lifeline.org Verified namespace

Read-only daily observed values from ai-lifeline.org with unit, date and source (JP, US, EU, SG).

Website
Connect to AI Lifeline (read-only observed values)
Checks passed
11 / 22

3 failed · 8 not measured

Median response
1627 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
4

Tool definitions returned by this server

Independent monitoring

Health & checks

Status history

Outdated check

Last connection measurement is over 24 hours old. Current availability is unknown.

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?
220
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 1627 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name ai-lifeline.

  • Pass
    Lists tools

    tools/list returned 4 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 1627 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 1627 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

    0 of 6 parameters have a description (0%). The bar is 80%.

  • Fail
    Safety hints

    4 tools set neither readOnlyHint nor 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 2026-10-03T00:42:48.16588Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using AI Lifeline (read-only observed values)

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 ai-lifeline-read-only-observed-values https://ai-lifeline.org/api/mcp.php

Capabilities

Tools 4

get_health

Return the liveness of AI Lifeline itself from /api/health.json: site_status (ok/degraded), totals (series, stale, fetch_failed, source_under_review, not_measured), the staleness rule as written, the generation time per edition, and per series: last confirmed observation date, update frequency, next expected update, stale flag, age_days and the status of the last fetch. region: optional filter 'jp'|'us'|'eu'|'sg'. only_stale: return only series with stale=true. Nothing here judges the observed world.

Discovered
get_series

Return one series by its permanent id ('<region>/<chapter>/<series_key>', e.g. 'jp/fiscal/jgb_yield') with the latest published value, unit, observed_at (observation date), value_status (final/provisional), the primary source (name, source_url, license, attribution), update frequency, last confirmed date, staleness judgement from health.json, limitations, page and API URLs, and checked_at (generation time of the site files). Values are the ones published by the site; nothing is recomputed.

Discovered
list_series

List the chapters AI Lifeline publishes (one entry per chapter page, from /api/index.json) with their page URL, API URL, the one-sentence answer line, the headline value (value, unit, date) and the series ids that belong to the chapter. region: optional filter, one of 'jp', 'us', 'eu', 'sg'. Returns exactly what index.json and series.json contain; no re-aggregation.

Discovered
search_series

Search published series by words in the series id, name, chapter, unit or source name (case-insensitive substring match over /api/series.json). Returns up to `limit` matches with series_id, name, unit, region, chapter, update_frequency, last_confirmed and source name; use get_series for the value. No ranking beyond match order in the registry.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected1627 ms4

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