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BenchLeader

Benchmark details

get_benchmark
Read-onlyIdempotent

One benchmark: what it measures, unit, publisher and source, whether and how much it counts in the BenchLeader Index, status and caveats, and its top models (one row per model, best result first).

Input Schema

NameRequiredDescriptionDefault
limitNoHow many top models to return (at most 25).
benchmarkYesBenchmark id ("gpqa_diamond"), name ("SWE-bench Verified"), alias or page URL.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint=true, idempotentHint=true, openWorldHint=false, so the safety profile is covered. The description adds genuinely new behavioral context: the payload embeds top models as one row per model ordered best-first, which tells the agent the call fans out beyond a flat record.

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, front-loaded with the object ('One benchmark') and then the field inventory. Dense but every clause names a real return field; the long comma chain is slightly harder to scan than a short bulleted shape would be.

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

Completeness4/5

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

With no output schema, the description carries the burden of describing returns and does so field by field, including the embedded model rows and their ordering. Minor gaps remain: nothing about behavior for an unknown benchmark identifier or how caveats/status are presented.

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 100%, so both the identifier resolution rules and the limit (1-25, default 10) are already documented in the schema. The description's 'top models ... best result first' reinforces what limit controls, but adds no format or edge-case detail beyond that. 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?

The description specifies the exact resource (a single benchmark) and enumerates the fields it resolves: measured quantity, unit, publisher/source, Index weighting, status/caveats, and top models. That distinguishes it from list_benchmarks and get_leaderboard in scope, 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 'One benchmark' framing implies this is the per-record lookup used after list_benchmarks has surfaced an id, but the description never states when to prefer it over get_leaderboard or compare_models, and gives no exclusions or 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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