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Rank rows by a numeric column

dataset_top

The highest (or lowest) rows of the HostingByStack 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

B3.2/5.0
Behavior2/5

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

No annotations are supplied, so the description carries the full disclosure burden. It reveals nothing about what a returned row contains (all columns or just the ranking column), how ties are broken, whether it is strictly read-only, or that results are capped — the 50-row maximum exists only in the schema. For a no-annotation tool this is a significant gap.

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 sentence with the resource and the ranking rule front-loaded; nothing is padded. The embedded quoted phrasing is slightly awkward but doubles as a usage cue, so it earns its place.

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?

With three parameters, no annotations, and no output schema, the definition is adequate to attempt a call but not complete. Missing are the return shape (which columns appear per row), the limit default, tie behavior for duplicate values, and what happens when a non-numeric column is passed. These are the details an agent would need to invoke it confidently.

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 coverage is 33%: only 'ascending' is documented, and only the schema explains it. The description does add real value by constraining the column parameter to a numeric column and by mapping 'highest/lowest' to the ascending flag. It says nothing about the limit parameter's meaning, default, or 50-row cap, leaving part of the gap uncompensated.

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 names a specific resource (rows of the HostingByStack dataset) and a specific operation (returning the highest/lowest by a numeric column), reinforced by the title's 'rank rows'. It does not differentiate itself from siblings like dataset_stats or dataset_compare, which also surface numeric extremes, so an agent cannot fully rule out alternatives from this text alone.

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 'which is the most/least X' phrase gives an implied question shape the tool answers, which is a genuine usage cue. There are no explicit exclusions, prerequisites, or named alternatives for the cases where another tool (e.g. aggregate stats) would be the better choice.

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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