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UK Data: Maths and statistics

probability_consecutive_rolls

Read-onlyIdempotent

Calculates the probability of rolling a specific value consecutively for a given number of rolls on a die with specified sides using the formula (1/num_sides)^num_rolls. Returns probability as a decimal between 0 and 1. (cost: 1 credit)

Input Schema

NameRequiredDescriptionDefault
num_rollsNointeger, required, number of consecutive rolls (must be positive)
num_sidesNointeger, required, number of sides on the die (must be positive)
target_valueNointeger, required, the target value to roll (must be between 1 and num_sides)

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?

Annotations already declare readOnlyHint, idempotentHint and destructiveHint=false, so the safety profile is covered. The description usefully adds the credit cost and the return range ('decimal between 0 and 1'), which annotations do not convey. It says nothing about edge cases such as invalid inputs or rounding/precision of the returned decimal.

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?

Two compact sentences: the operation and formula first, then the return value and cost. Nothing is padded, though the cost parenthetical could arguably be a separate structured field rather than description prose.

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?

For a simple three-parameter math tool with no output schema, the description covers the computation and the result format adequately. However, the unexplained role of the required target_value parameter (absent from the given formula) is a real completeness gap an agent could trip over.

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 three parameters (including the 1..num_sides constraint on target_value) are already documented in the schema, making 3 the baseline. The description does add that num_sides and num_rolls feed the formula, but it creates ambiguity by never explaining target_value, which the stated formula does not actually use.

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 gives a specific verb ('Calculates') plus a precise resource (probability of consecutive identical rolls on an N-sided die) and even states the exact formula. It does not, however, differentiate itself from the sibling dice_roll_probability, so an agent must infer which of the two to pick.

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 exclusions, and no pointer to the closely related sibling dice_roll_probability. The only extra context is a cost note, which is billing information rather than 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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