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hlpun

Train in Silence

by hlpun

list_providers

Fetch health statuses of cloud GPU providers. Filter by platform, budget, region, and other constraints to plan your fine-tuning job.

Instructions

Fetch provider health statuses using optional planning constraints.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
constraintsNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
versionNo0.1.6
providersYes
Behavior2/5

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

With no annotations, the description carries full burden for behavioral disclosure. It only implies a read operation but omits details like idempotency, authentication, or error handling.

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

Conciseness5/5

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

The description is a single sentence, front-loaded, with no unnecessary words.

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?

Given the tool's complexity (many constraints sub-parameters) and existence of an output schema, the description is minimally viable but lacks details on usage patterns.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters2/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The top-level 'constraints' parameter lacks a description despite numerous sub-parameters having descriptions. The tool's description minimally hints at the parameter's purpose but does not explain the structure.

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 clearly states the tool fetches provider health statuses and accepts optional planning constraints. However, it does not differentiate from sibling tools like 'probe_market' or 'dump_market_offers'.

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 alternatives, no prerequisites, and no exclusions provided.

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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