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Get leaderboard

get_leaderboard
Read-only

Models ranked by accuracy; defaults to all effort levels for compatibility.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
sizeNoGrid size to filter on
effortNobest, all (default), or one effort level; empty means all
familyNoComma-separated family ids; empty means no filter
versionNoComma-separated benchmark versions: 1.0, 1.1, 1.2; empty means all
providerNoComma-separated provider ids; empty means no filter
reasoningNoOnly reasoning (true) or non-reasoning (false) variants
min_correctNoMinimum puzzles solved in the selected tier; default 0 includes unsolved variants
open_weightsNoOnly open-weight (true) or closed (false) models

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
sizeYes
modelsYes
updatedAtYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnlyHint=true and openWorldHint=false, so the safety profile is covered. The description adds one genuine behavioral fact — that omitted effort defaults to all levels for compatibility — but says nothing about ranking metric mechanics or tie-breaking. Adequate but thin against an annotation-covered read tool.

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 tight clause with the core ranking statement front-loaded and the default-behavior caveat trailing. No padding, though it is arguably under-specified rather than optimally concise.

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 a full output schema and 100% parameter coverage, the description is not required to explain returns or params. However, for an eight-filter leaderboard tool it omits any hint of sort order, scope semantics, or how 'accuracy' is measured, leaving an agent to infer ranking details.

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 100% across all eight parameters, including the effort default and empty-means-all conventions, so the schema carries the load. The description's effort-default remark marginally reinforces the schema rather than adding new meaning. Baseline 3 applies.

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 resource and operation — models ranked by accuracy — so an agent knows it returns an ordered list of models. It does not distinguish itself from lookalike siblings such as get_model_results or compare_models, which also surface model performance data.

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 gives no when-to-use or when-not-to-use guidance and names no alternative among the ten siblings. The phrase about effort-level defaults is a behavioral note, not routing guidance.

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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