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Rank rows by a numeric column

dataset_top

The highest (or lowest) rows of the Medicare Plan Comparison dataset by a numeric column: "which is the most/least X".

Tool call template

Replace each placeholder with a value matching the input schema. Only required parameters are included; add optional parameters as needed.

{
  "id": 1,
  "jsonrpc": "2.0",
  "method": "tools/call",
  "params": {
    "arguments": {
      "column": "<column>"
    },
    "name": "dataset_top"
  }
}

Input Schema

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

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.5/5.0
Behavior3/5

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

No annotations exist, so the description carries the full burden. It does disclose the core behavioral trait — rows are ordered by the column, descending by default with lowest-first as an option — but says nothing about ties, null handling, what happens if a non-numeric column is supplied, or the 50-row cap enforced by the schema. It also never states the operation is read-only.

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 compact sentence with the resource and the ranking operation front-loaded, followed by an example intent. The nested quoting is slightly awkward but no sentence 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?

For a three-parameter read tool this is close to adequate, but with no output schema the agent cannot tell whether rows are returned whole or projected to the ranked column, nor how many by default when 'limit' is omitted. Those gaps matter for calling 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?

Schema coverage is only 33% (only 'ascending' is documented), so the description must compensate. It does so for the most important ambiguity by specifying that the ordering column must be numeric, a constraint absent from the schema, and it frames the direction semantics of the boolean flag. It adds nothing about 'limit' defaults or bounds beyond the schema's own maximum.

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 operation (return the highest or lowest rows) on a specific resource (the Medicare Plan Comparison dataset), ordered by a numeric column, and adds a natural-language intent phrase ("which is the most/least X"). This clearly separates it from lookup-style siblings like dataset_row or dataset_search, though no sibling is named explicitly.

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 intent "which is the most/least X" implies the question shape this tool answers, which is useful implicit guidance. However, it never states when not to use it, what to use instead for aggregates (e.g. dataset_stats) or filtered lookups, and gives no preconditions such as requiring a numeric column type.

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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