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

CueScout

Check if ChatGPT or Perplexity names a brand for a buying question, and if AI bots can read a site.

Checks passed
12 / 22

2 failed · 8 not measured

Median response
51 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
14

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?
400
Publisher identityCan the publisher be traced to its source?
222

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 51 ms.

  • Pass
    Valid handshake

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

  • Pass
    Lists tools

    tools/list returned 14 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 51 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 51 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

    22 of 23 parameters have a description (96%). The bar is 80%.

  • Pass
    Safety hints

    Every tool sets readOnlyHint or destructiveHint.

Publisher

  • Pass
    Verified namespace

    Listed in the Official MCP Registry.

  • Not measured
    Website matches publisher

    This namespace is not a reverse domain, so the website comparison does not apply.

  • Fail
    Source repo linked

    No repository URL is on file.

  • Fail
    Repo owner matches

    The GitHub repository owner does not match the namespace login.

  • Pass
    Recently updated

    Updated 2026-10-14T15:00:58.120398Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using CueScout

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 cuescout https://mcp.cuescout.com/mcp

Capabilities

Tools 14

check_ai_crawler_access

Use this when someone asks why their site never shows up in AI answers, or whether GPTBot, ClaudeBot, PerplexityBot or Google-Extended can crawl it. Reads the site's robots.txt and reports which of those crawlers are blocked, including by a blanket rule the owner may not have meant. One fetch, no AI.

Discovered
check_ai_readiness

Use this when someone asks whether AI engines can read, crawl or quote their website, or wants an AI-readiness audit of a site. Runs eight checks: AI crawler access in robots.txt, llms.txt, Organization and FAQ schema, canonical and meta tags, server-rendered copy, and whether an about page and a pricing page exist. It does not measure whether any engine actually cites the site. No AI call, nothing stored.

Discovered
check_ai_visibility

Use this when someone asks whether an AI answer engine names or cites a brand for a buying question, or which other brands it names. Sends one question to one search-grounded engine through its API and returns whether the brand was named, whether its domain was cited, which of the listed competitors were named, and the pages the answer cited. Each call is a fresh API request with no account history or personalization, and one question is one datapoint, not an overall visibility score.

Discovered
check_sitemap

Use this when someone wants their XML sitemap checked. Reports whether a site's sitemap is reachable, parses, is declared in robots.txt, and is free of cross-host entries a crawler discards. A handful of fetches, no AI.

Discovered
get_ai_visibility

Use this when someone asks how visible their brand is in AI answers, what their share of AI voice is, or how they compare with competitors. Reads the results CueScout already collected for the brand: how often AI answers named it, its share of voice, how often its site was cited, and the same for each competitor, over the last 7, 28 or 90 days. It does not run new checks.

Discovered
get_profile

Use this when someone asks which CueScout account is connected. Returns the account name and email.

Discovered
get_prompt_answers

Use this when someone wants to read what the AI engines actually answered to one of their tracked prompts. Returns the most recent answer from each engine, whether the brand was named or cited, which brands were named, and the pages each answer cited.

Discovered
get_site_audit

Use this when someone asks whether AI engines can read their own brand's site, based on CueScout's last audit of it: crawler access, llms.txt, schema, meta tags, server-rendered copy, and about and pricing pages. Reads the stored result; it does not re-run the audit.

Discovered
get_todo

Use this when someone wants the details of one To-do: why it matters, the steps to do it, and the evidence behind it.

Discovered
list_brands

Use this to see which brands the connected CueScout account tracks, with their sites and the competitors set for each. The other account tools take one of these brands.

Discovered
list_citation_sources

Use this when someone asks which websites or pages AI answers rely on in their brand's category, or where they should try to get mentioned. Returns the pages cited most often across the brand's tracked prompts, with how many times each was cited, by which engines, and which brands each page names.

Discovered
list_prompts

Use this when someone asks which questions CueScout tracks for their brand, which ones the brand is missing from, or who gets named instead. Returns each tracked prompt with the latest verdict per engine (named and cited, named, or not named), the brand's mention and citation rate over the window, and the brands named instead.

Discovered
list_todos

Use this when someone asks what they should do next to show up in AI answers. Returns CueScout's To-dos for the brand in priority order: the action, why it matters and its priority. Filter by status: todo (default), suggested, done or dismissed.

Discovered
validate_structured_data

Use this when someone wants their schema markup or JSON-LD checked on a specific page. Reports which schema types the page declares, which blocks fail to parse, and whether the fields that help an engine attribute a claim (sameAs, Organization identity, FAQ answers) are filled in. One fetch, no AI.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected51 ms14