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Profullstack: Run Lighthouse Audit

profullstack_lighthouse
Read-onlyIdempotent

[Profullstack] Lighthouse performance audit MCP module for website speed assessments

Served by Profullstack (https://profullstack.com/mcp).

Tool call template

This tool declares no required parameters. Add optional parameters from the input schema as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {},
    "name": "profullstack_lighthouse"
  }
}

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

C2.5/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=true and destructiveHint=false, so the safety profile is covered. The description adds no behavioral context beyond that — nothing about latency (Lighthouse runs are slow), how the target site is determined, or whether the audit hits the live network.

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

Conciseness3/5

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

It is short and not padded with prose, but the second sentence ("Served by Profullstack (https://profullstack.com/mcp).") is vendor boilerplate that earns no place, and the substantive content is one weak tagline rather than a front-loaded statement of action.

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?

For a zero-parameter, no-output-schema tool, the description should explain how the audit target is supplied and roughly what the result contains. Neither is addressed, leaving an agent unable to determine how to actually use the tool correctly.

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

Parameters3/5

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

With zero declared parameters the schema is essentially empty (additionalProperties=true), so the schema carries no meaning at all. The description does not explain how the audited site is selected — a critical omission for a zero-parameter invocation — so it fails to compensate despite the nominal baseline of 4 for parameter-free tools.

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

Purpose3/5

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

The description identifies the domain (Lighthouse performance audit for website speed) and thereby separates it from siblings like linkchecker or email_checker. However, it never states a verb or object of action — it reads as a module tagline ("MCP module for website speed assessments") rather than saying what the tool actually does when invoked, such as auditing a specific page.

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 when-to-use guidance, no prerequisites, and no mention of alternatives among the many profullstack siblings. An agent has no stated condition under which this tool rather than, say, profullstack_linkchecker should be selected.

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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