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GPU Economy - cloud GPU prices

Current prices at one provider

provider_prices
Read-only

Every current listed rental price at one provider (runpod, lambda, aws, vast-ai, ...), in USD per GPU-hour, each with its source page and read time. Live quotes only.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
providerYesProvider id (runpod, lambda, coreweave, aws, azure, gcp, vast-ai) or its name.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.8/5.0
Behavior4/5

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

Annotations declare readOnlyHint=true and openWorldHint=false, so safety is covered. The description adds real behavioral context beyond that: results are live quotes (not cached/historical), denominated in USD per GPU-hour, and each entry carries a source page and read timestamp. No return format or pagination detail is given, but the additions are meaningful.

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?

Two tight sentences with zero filler; scope, resource, units, and freshness constraint are all front-loaded.

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 usefully characterizes what comes back (per-GPU-hour USD price, source page, read time) and flags the data as live. It largely compensates for the missing output schema, though it says nothing about result volume or ordering.

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% with a single required 'provider' parameter already documenting accepted ids (runpod, lambda, coreweave, aws, ...). The description's parenthetical examples duplicate the schema rather than extending it, so the 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?

States a specific resource (current listed rental prices), scope (one provider), and units (USD per GPU-hour). The 'at one provider' qualifier implicitly scopes it against a broader sibling like gpu_prices, but no sibling is named or contrasted 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 description implies you call this when you want current prices for a single named provider, and 'Live quotes only' narrows it to real-time data. However, it never states when to prefer it over gpu_prices, price_index, or recent_price_changes, leaving the agent to infer routing.

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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