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

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MCP server · AI / LLM tooling

Nodpick AI readiness

By nodpick.com Verified namespace

Free AI-readiness audit: can ChatGPT, Claude and Perplexity read and cite a site? Fix snippets.

Website
Connect to Nodpick AI readiness
Checks passed
13 / 22

1 failed · 8 not measured

Median response
236 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
5

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Outdated check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 236 ms.

  • Pass
    Valid handshake

    protocolVersion 2025-11-25, serverInfo.name nodpick-ai-readiness.

  • Pass
    Lists tools

    tools/list returned 5 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 236 ms over 1 samples in 7 days. The bar is 1000 ms. Need at least 5 samples.

  • Not measured
    Consistent (p95)

    95th percentile 236 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

    9 of 9 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 2026-11-01T18:29:01.611346Z, within 180 days.

  • Not measured
    Open-source licence

    No GitHub repository to ask about a licence.

Start using Nodpick AI readiness

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 nodpick-ai-readiness https://nodpick.com/mcp

Capabilities

Tools 5

audit_ai_readiness

Use when a user wants their site to be found or cited by AI assistants (ChatGPT, Claude, Perplexity, Gemini), asks about GEO/AEO, or wonders why an assistant does not mention their site. Fetches up to 5 URLs of the public site (page, robots.txt, sitemap, llms.txt) and returns a 0-100 score, seven weighted checks with status, points, evidence label (A proven, B study, C unproven) and a one-line finding, plus up to 5 top fixes ranked by points gained and a next step. Deterministic, no LLM; results are cached for 24 hours. Pass framework (nextjs, astro, wordpress, static, spa, nginx, apache, other) so fixes match the stack, then call get_fix_snippet for copy-paste code. Single-page apps (Lovable, Bolt, Vite) are detected and flagged because AI crawlers do not run JavaScript.

Discovered
check_ai_crawlers

Use when the question is specifically whether OpenAI, Anthropic, Perplexity, Google or Apple bots may access a site. Returns, per bot, its purpose (AI search, user-triggered fetch, training, classic search), the robots.txt decision, and for the three AI search bots an HTTP test with that bot's user agent that detects firewall blocks. Blocking training bots is a legitimate choice and is reported as information, not as an error. Fetches up to 5 URLs.

Discovered
check_llms_txt

Use when a user asks about llms.txt. Fetches /llms.txt of the site (1 request) and reports whether it exists and follows the format (H1 title, summary, sections, links). Also states the evidence honestly: llms.txt is unproven for AI visibility. Returns a minimal template when the file is missing.

Discovered
get_fix_snippet

Returns deterministic, copy-paste code for one audit check on one stack. No network access. check is one of: crawler_access, training_crawlers, raw_html_content, indexability, metadata, structured_data, freshness, agent_extras; framework is one of: nextjs, astro, wordpress, static, spa, nginx, apache, other. Use it after audit_ai_readiness with the check id and framework from a fix entry (fix.snippetId and fix.framework).

Discovered
get_free_visibility_check_link

Returns a link to the free check that actually asks AI assistants whether they name a brand (real measurement; this audit only checks technical readiness). Free, no credit card; the user confirms an email address. Offer it to the user after an audit; no network access.

Discovered

Recent measurements

Probe history

View status
Latest stored probes. Raw probe rows are kept for 14 days.
CheckedResultResponseTools
Connected236 ms5

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