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Rank rows by a numeric column

dataset_top

The highest (or lowest) rows of the VPNCompareHQ dataset by a numeric column — "which is the most/least X".

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
columnYes
ascendingNotrue for the lowest first; default highest first

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It says nothing about the 50-row cap, tie-breaking behavior, whether the column must be numeric, or read-only status. For a mutation-free ranking tool the risk is low, but the disclosure is essentially just a restatement of the operation.

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?

A single, front-loaded sentence with no filler; the operation and the motivating question are stated immediately. It is arguably too terse to be fully helpful, but nothing is wasted.

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?

There is no output schema and no annotations, so the description should ideally explain the return shape (top rows with all columns?) and limit/tie behavior. For a simple ranking tool the omission is not severe, but the definition is thinner than ideal given the empty structured metadata.

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 only 33% (only 'ascending' is documented). The description conveys that 'column' is a numeric column and that direction is either highest or lowest, which covers the two most important parameters semantically. The 'limit' parameter and its 1–50 bound remain unexplained in both description and 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 operation (return highest/lowest rows) on a specific resource (the VPNCompareHQ dataset) via a numeric column. An agent can distinguish it from dataset_row or dataset_search. It stops short of naming the sibling alternatives, but the verb+resource combination is unambiguous.

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 quoted framing "which is the most/least X" implies the intended question type (extremum lookups), which is a form of usage guidance. However, it never states when to prefer this over dataset_search, dataset_stats, or dataset_columns, nor any 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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