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 · Code & DevOps

ask10ais

By ask10ais.com Verified namespace

Independent measurements of how 12 AI models answer brand questions in Chinese and English.

Website
Connect to ask10ais
Checks passed
13 / 22

1 failed · 8 not measured

Median response
835 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
6

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Outdated check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?
400
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 835 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name ask10ais.

  • Pass
    Lists tools

    tools/list returned 6 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 835 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 835 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.

  • Pass
    Parameters documented

    13 of 13 parameters have a description (100%). 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 2026-09-27T11:45:20.897458Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using ask10ais

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 ask10ais https://ask10ais.com/api/mcp

Capabilities

Tools 6

find_brand

Search ask10ais's published measurements (every public ranking and every scenario cell, asked in both Chinese and English) for a brand name. Returns its rank in each ranking and its mention rate with a 95% interval in each scenario, each with a link to the source page. Matching is a case-insensitive substring match plus registered aliases.

Discovered
get_ranking

Latest measurement of one public ranking: each brand's rank and index score, merged spellings, panel size and completeness, plus a citation template.

Discovered
get_scenario_mention_rates

Mention rates with 95% Wilson intervals for one scenario in one language: which brands models mention, how often, and how many models mention them.

Discovered
list_rankings

List ask10ais's public ranking questions with their latest measurement date, panel size and top brands.

Discovered
list_scenario_collections

List published scenario collections: buying scenarios in one category, each asked with several phrasings and repeats in Chinese and English.

Discovered
verify_certificate

Check an ask10ais certificate number (ASK10AIS-YYYY-NNNNNN): whether it exists, what it records, and whether it is valid or voided.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected835 ms6

Related servers

All alternatives

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

Explore alternatives to ask10ais