Skip to main content
Glama

BenchLeader

Compare two models

compare_models
Read-onlyIdempotent

Head-to-head comparison of two models with BenchLeader's verdict: who leads on quality (a lead is claimed only outside the combined margin of error), price and speed ratios, category-by-category wins, when to choose each, and shared benchmark results. Links the comparison page.

Input Schema

NameRequiredDescriptionDefault
model_aYesFirst model: id, configuration id, page URL or name.
model_bYesSecond model: id, configuration id, page URL or name.
effort_aNoReasoning effort for model_a (defaults to its best-ranked configuration).
effort_bNoReasoning effort for model_b (defaults to its best-ranked configuration).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already cover the safety profile (readOnly, idempotent, non-destructive, closed-world), so the bar is lower, and the description still adds real behavioral context: the statistical rule that a lead is only claimed outside the combined margin of error, plus a note that it links the comparison page. It does not mention fallback behavior for ambiguous model names, but the statistical-claim caveat is genuinely useful and non-obvious.

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 that leads with the core purpose before the output enumeration. The list of verdict components is dense but each item maps to a distinct returned section; slightly run-on, though nothing is wasted.

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 explaining returns and does so thoroughly (verdict, ratios, category wins, recommendations, link). Only gap is what happens on ambiguous or unknown model identifiers, which matters for a free-text identifier parameter.

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% with all four parameters documented, including accepted identifier forms and effort defaults, so the baseline is 3. The description adds no parameter-level detail beyond what the schema already supplies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb+resource ("head-to-head comparison of two models") and enumerates the verdict dimensions it returns: quality lead, price and speed ratios, category wins, recommendations. This is clearly distinguishable from siblings like get_model, search_models, and get_leaderboard, which retrieve single entities or lists rather than a pairwise verdict.

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 purpose implies when to use it (you have two specific models and want a verdict), but there is no explicit when-to-use/when-not guidance or named alternative such as get_model or get_leaderboard for single-model lookups. Usage must be inferred from the described output rather than stated.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Try in Browser

Glama MCP Gateway

Add one secure layer between your agents and this server.

Resources