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Rahul D Sarker: Marketing & RevOps Tools

Seasonal Ad CPM Predictor

seasonal_ad_cpm_predictor
Read-onlyIdempotent

Project CPM and reach impact for a given season (back-to-school, Black Friday, Q4, January) from a baseline CPM. See the full version at https://rahuldsarker.co/calculators/seasonal-ad-cpm-predictor

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
seasonYesSeason: normal (baseline), backToSchool (Aug-Sep), blackFriday (BFCM peak), q4 (Nov-Dec holiday), january (post-holiday reset)
baseCpmYesBaseline CPM
monthlyBudgetYesMonthly budget

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

The annotations already declare readOnlyHint=true, idempotentHint=true, destructiveHint=false and a closed-world scope, so the safety profile is fully covered. The description adds essentially no behavioral context beyond that (no note on determinism, precision, or output shape), which is adequate but minimal given the annotations already carry the burden.

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

Conciseness4/5

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

The description is two short sentences with the core purpose front-loaded. The trailing marketing link ('See the full version at...') is promotional rather than agent-relevant, slightly diluting an otherwise tight definition.

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

Completeness4/5

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

For a 3-parameter, closed-world calculator with full schema coverage and explicit annotations, the description is nearly complete; no output schema exists but a projection tool's return value is largely implied. The missing piece is any indication of when to prefer this over sibling budget/CPM tools.

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 baseCpm, monthlyBudget, and the season enum are already documented, including the season meanings. The description only echoes the season names and 'baseline CPM' without adding units, currency, or range guidance, so the baseline 3 applies.

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?

The description states a specific verb ('Project') and concrete outputs (CPM and reach impact) scoped to a named input (season), so the tool's purpose is unambiguous. It does not, however, contrast itself against any sibling like ad_creative_fatigue_forecaster or ad_frequency_risk_checker, leaving differentiation to inference.

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 explicit when-to-use or when-not-to-use guidance and no named alternative. The phrase 'for a given season' weakly implies the input context, but nothing tells the agent which of the many CPM/budget calculators to pick.

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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