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Rahul D Sarker: Marketing & RevOps Tools

Page Speed Leak Calculator

page_speed_leak_calculator
Read-onlyIdempotent

Estimate the extra conversions and revenue recovered by cutting page load time, using an industry-average per-second conversion penalty. See the full version at https://rahuldsarker.co/calculators/page-speed-leak-calculator

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
monthlyVisitorsYesMonthly visitors
lossPerSecondPctNoConversion loss per second of load time, as a percentage, defaults to 7 (studies cluster around 5-7%)
conversionRatePctYesCurrent conversion rate, as a percentage
targetLoadSecondsYesTarget page load time, in seconds
currentLoadSecondsYesCurrent page load time, in seconds
valuePerConversionYesValue per conversion

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.1/5.0
Behavior3/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and closed-world, so the safety profile is covered. The description adds that the calculation relies on an industry-average per-second conversion penalty, which usefully signals the model's assumptions, but it stops short of explaining outputs or sensitivity.

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?

The first sentence is dense and front-loaded with the mechanism and outcome. The second sentence is a promotional URL to an external 'full version' page, which does not help an agent decide or invoke the tool and reads as filler.

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

Completeness3/5

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

With no output schema, the description should carry more of the burden about what is returned; it gestures at 'extra conversions and revenue' but does not describe the result shape. For a six-parameter, five-required calculator with annotations covering safety, the definition is adequate but not complete.

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?

Schema description coverage is 100%, so all six parameters (including lossPerSecondPct with its 7% default and study context) are already well documented. The description's mention of a 'per-second conversion penalty' loosely maps to lossPerSecondPct but adds no syntactic or semantic detail beyond the schema.

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

Purpose4/5

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

States a specific verb and outcome ('Estimate the extra conversions and revenue recovered by cutting page load time'), which is clearly distinguishable from sibling calculators like cart_abandonment_calculator or ltv_cac_calculator. It does not, however, contrast itself against any named alternative despite the huge sibling set.

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?

The description says nothing about when to use this tool versus other calculators, nor does it name any alternative or prerequisites. The 'cutting load time' framing implies a performance-optimization scenario, but the agent must infer it.

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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