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fahadimmad786-stack

goodreads-mcp

User Ratings Overview

user_ratings_overview

Check how 1-5 star ratings are distributed and how active users are across 4,154 users, noting this separate dataset does not generalize to Goodreads.

Instructions

Shape of the user_ratings table: how the 1-5 stars are distributed, and how active the users are.

This describes 4,154 users only. It is a separate dataset from books, not a sample of it, and does not generalise to Goodreads.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Install Server

TDQS

A3.8/5.0
Behavior4/5

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

With no annotations, the description carries the behavioral disclosure burden. It does this well by stating the exact population covered (4,154 users), clarifying that it is a separate dataset rather than a sample, and warning that results do not generalize to Goodreads. This is meaningful non-obvious context, though it does not explicitly describe the return shape or read-only nature.

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

Conciseness5/5

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

The description is brief and front-loaded. The first sentence states the core purpose, and the second set of sentences provides essential caveats without filler. Every sentence earns its place.

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

Completeness5/5

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

For a zero-parameter tool with an output schema, the description is complete: it explains the dataset scope, the population analyzed, the limitation, and the core content of the overview. No additional information is needed to invoke it correctly.

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

Parameters4/5

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

The tool has zero parameters and the schema is completely documented (100% coverage). There is nothing for the description to add about parameters, so it reasonably focuses on what the overview conveys.

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 clearly states what the tool covers: the shape of the user_ratings table, star distribution, and user activity. It also distinguishes itself from the books dataset by stating it is a separate dataset, though it does not explicitly differentiate itself from similar-looking siblings like rating_distribution.

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 provides no explicit guidance on when to use this tool versus alternatives. It includes an important scope warning ('separate dataset from books'), but does not tell an agent when to choose this tool over sibling tools such as rating_distribution or top_titles_by_user_ratings.

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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