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Yesterday's model directory change summary (free)

get_models_sample_yesterday
Read-onlyIdempotent

Free. Returns the day-old change summary of the AI model directory (previous calendar day, America/Chicago): listing, price and status changes as declared by public sources. Not live data. No inputs.

Input Schema

NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.9/5.0
Behavior4/5

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

Annotations already declare readOnly, idempotent, non-destructive, open-world behavior, so the safety profile is covered. The description adds real context beyond that: it is free, timezone-anchored, a fixed one-day lag, source-declared (not authoritative live measurements), and takes no inputs. Return shape details remain thin.

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?

Three short sentences, front-loaded with the free-tier signal, then purpose, then scope caveats. Every sentence carries distinct information with no filler.

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?

No output schema exists, so the description must convey what comes back, and it does so at a summary level (listing, price and status changes). It stops short of describing response structure or how changes are itemized, but for a zero-input read tool it is nearly complete.

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?

Zero parameters, so the baseline is 4. The explicit 'No inputs' confirms the agent need not supply anything, which is the only parameter-related fact worth stating here.

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?

Names a specific verb+resource: the day-old change summary of the AI model directory, with the exact window (previous calendar day, America/Chicago). It distinguishes itself from generic siblings like get_sample_yesterday by scoping to the model directory, though it does not name a specific alternative tool.

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?

'Not live data' implicitly steers the agent away from this tool when current data is needed, and the free-tier note hints at cost tradeoffs. However, no sibling is named as the live/current alternative, so the agent must infer which of list_models, get_current_conditions, or get_sample_yesterday to use instead.

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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