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Nexscope Ecommerce Data MCP

Page Lighthouse Laboratory Evidence

nexscope_page_lighthouse

Page Lighthouse Laboratory Evidence. Bounded Lighthouse laboratory facts with explicit missing evidence. One submit and at most six fixed reads. Missing values are not zero. Prices and publication are unapproved. Successful owner-only results remain available in call history. Seven-day source-freshness rules apply only to dependent requests.

Input Schema

NameRequiredDescriptionDefault
urlYes
deviceNoDESKTOP

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.2/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With only readOnlyHint=false and openWorldHint=true in annotations, the description adds real but cryptic behavior: an async one-submit/six-read polling bound, nulls that do not mean zero, owner-scoped results retained in call history, and seven-day freshness for dependent requests. These are genuinely beyond the schema, but key facts (permissions, timing, what a failed read looks like) are absent and "Prices and publication are unapproved" is unexplained filler.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness2/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Five telegraphic sentences, front-loaded with an opaque noun phrase instead of the core action. Sentences like "Prices and publication are unapproved" do not earn their place in a Lighthouse audit definition, and jargon density obscures the two facts that matter most.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

No output schema exists, so the description must convey what comes back, yet it never states that the result is a set of Lighthouse scores/metrics or how missing evidence is surfaced. Combined with no annotation coverage of safety and zero parameter documentation, an agent lacks enough to invoke this confidently.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description should explain the two inputs, yet neither the url (target page, 2048-char cap) nor the device enum (DESKTOP default, MOBILE) is mentioned. The enum labels are self-evident, but the description adds nothing about whether device changes the metric set or how URLs are normalized.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose2/5

Does the description clearly state what the tool does and how it differs from similar tools?

"Bounded Lighthouse laboratory facts" restates the title without ever naming the action (run an audit on a URL) or the resource produced (Lighthouse performance/accessibility/SEO scores). An agent cannot tell from this text what the tool actually does or how it differs from page-loading or page-screenshot siblings.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no statement of when to use this tool, when not to, or which sibling to choose instead, despite many adjacent page-analysis tools. The freshness sentence hints at caching behavior but gives no selection guidance.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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