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Mhdd-24

@mhdd_24/ai-benchmark-mcp

by Mhdd-24

aibench_status

Check the configuration and health of standardized model benchmarks to verify system readiness and identify issues before running tests.

Instructions

Show run standardized model benchmarks configuration / health.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv1.0.0

TDQS

C2.7/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It says 'Show ... configuration / health' which implies a read-only status operation, but it does not disclose what kind of output to expect, whether it queries live state, or any side effects. The slash in 'configuration / health' is ambiguous about what is actually returned.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is very short, but the grammar is awkward and the slash construction is unclear. It is concise but not well-structured; a clearer phrasing like 'Show the configuration and health status of standardized model benchmark runs' would be more effective.

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

Completeness2/5

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

For a zero-parameter status tool, the description is minimal. It does not explain what 'health' means, what configuration aspects are shown, or how this relates to the sibling tools. Given the sibling set (list, inspect, compare), an agent would struggle to know exactly what status information this returns.

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?

The tool has zero parameters, so there is nothing to document. The description's mention of 'configuration / health' gives some sense of what the status report covers, which is sufficient for a no-parameter tool.

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

Purpose3/5

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

The description 'Show run standardized model benchmarks configuration / health' indicates the tool reports on configuration/health of benchmark runs, but the phrasing is awkward and ambiguous ('Show run standardized model benchmarks configuration / health' could be read as showing a run, or showing configuration/health). It does not clearly distinguish from siblings like aibench_list or aibench_inspect.

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?

No guidance on when to use this tool versus aibench_list, aibench_inspect, or aibench_compare. The description implies it shows status/health, but does not state when that is the right choice or what alternatives exist.

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