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amichae2

Math MCP Server

by amichae2

describe

Get comprehensive descriptive statistics for your dataset, including mean, median, standard deviation, and percentiles.

Instructions

Compute comprehensive descriptive statistics for a dataset.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYes
percentilesNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

With no annotations, the description must fully disclose behavior. It only states 'comprehensive descriptive statistics' without details on what statistics are computed, return format, or handling of edge cases (e.g., empty data), despite the presence of an output schema.

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 a single, concise sentence that quickly communicates the tool's purpose. It is front-loaded but perhaps too brief.

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?

Given the tool's statistical nature and the presence of an output schema, the description lacks sufficient detail about the statistics computed and does not help distinguish it from numerous similar sibling tools.

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 coverage is 0% (only titles), and the description provides no additional meaning for the 'data' and 'percentiles' parameters beyond their types and defaults.

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 'Compute comprehensive descriptive statistics' which is a specific verb and resource. It clearly indicates the tool's purpose but does not differentiate from sibling tools like 'hypothesis_test' or 'distribution' that may also compute statistics.

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

Usage Guidelines3/5

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

The description implies use for descriptive statistics but provides no explicit guidance on when to use this tool versus alternatives, nor any exclusions or prerequisites.

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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