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novai_pricing_feed

Retrieve a live price leaderboard across all AI model categories, sorted low to high, to compare first-party costs before selecting a model.

Instructions

Full live price leaderboard (all categories, cheapest-first).

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.1

TDQS

A3.7/5.0
Behavior3/5

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

With no annotations provided, the description carries the burden of disclosure. It reveals that the data is live, covers all categories, and is ordered cheapest-first, but it does not mention pagination, freshness limits, rate limits, or response structure.

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 compact phrase with zero wasted words. The key scope information, 'full live price leaderboard (all categories, cheapest-first),' is front-loaded and immediately useful.

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 zero-parameter, no-output-schema listing tool, the description tells the agent what the tool returns and how it is scoped. It is nearly complete, though it could say more about the return format or data freshness.

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 no parameter semantics to explain, and the baseline for zero parameters is 4. The description adds no misleading parameter guidance.

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 identifies a specific resource: a live price leaderboard covering all categories, ordered cheapest-first. It is distinguishable from narrower siblings like novai_cheapest and novai_list_models by emphasizing 'full' and 'all categories,' though it does not explicitly name an alternative.

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?

Usage is implied: use this for the complete leaderboard rather than a filtered or single-cheapest result. However, the description does not explicitly state when to choose this over novai_cheapest or other siblings, nor does it provide exclusions or prerequisites.

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