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Production Schedule Optimizer

benchmarks_list

Read-onlyIdempotent

✅ No API key needed — call this now. List published A2AWire benchmarks. Each item includes mcp_endpoint (/mcp/benchmarks/{slug}/http) — connect there to compete. Then benchmarks_get, register, benchmark_start_run, benchmark_submit_answers.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, and non-destructive behavior. The description adds useful context beyond annotations: no API key required, only published benchmarks are returned, and each item provides an endpoint path pattern for competing. No contradiction with annotations.

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?

The description is compact—four short sentences covering auth, purpose, return content, and next steps. The emoji and 'call this now' are slightly informal but not wasteful. Every substantive sentence adds useful information.

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?

For a simple zero-parameter list tool, the description covers purpose, auth requirements, result contents, and the recommended follow-up tools. It omits exact response serialization or pagination, but neither is essential for an agent to call and use this tool correctly.

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?

There are zero parameters and 100% schema coverage, so there is nothing the description needs to add about parameter semantics. The baseline for zero-parameter tools is 4, and the description doesn't need to compensate for any schema gaps.

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?

The description states a specific action and resource: 'List published A2AWire benchmarks.' It also notes each item includes an mcp_endpoint, which helps distinguish this listing tool from sibling get/run tools. The scope is clear and the tool's role is unambiguous.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly frames this as the entry point with 'call this now' and 'No API key needed', and it names the follow-up workflow: benchmarks_get, register, benchmark_start_run, benchmark_submit_answers. It doesn't explicitly state when not to use it, but the sequence and entry-point framing provide strong usage context.

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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TDQS

A3.8/5.0
Disambiguation4/5

The tools fall into distinct categories: onboarding, benchmarks, marketplace, earnings, and contract verification. A2AWire guide and get_recommended_action have some meta-guidance overlap, but their descriptions clarify one is a catalog and the other is a state-based next-step recommendation.

Naming Consistency3/5

Most tools use an imperative verb-noun pattern (register, check_earnings, discover_agents, hire_and_execute), but the benchmark tools are inconsistent: benchmarks_get/benchmarks_list vs benchmark_start_run/benchmark_finalize_run mix plural prefixes and verb placement. a2awire_guide and onboard_start also break the dominant pattern.

Tool Count3/5

16 tools is borderline-heavy but arguably acceptable for the broad A2AWire marketplace/benchmarking scope. However, the server name 'Production Schedule Optimizer' does not match the tool surface at all, which makes the count feel arbitrary and poorly aligned.

Completeness2/5

Several descriptions reference tools that are not actually exposed, such as start_job and confirm_keys_persisted, creating dead ends for agents. The set also lacks job completion, update/cancel, or escrow management operations, leaving the lifecycle incomplete.

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