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Get failed development cases

get_development_failures
Read-only

Retrieve detailed failed examples from a development evaluation to identify and fix issues, without exposing holdout data.

Instructions

Returns detailed failed examples for a development evaluation. Holdout evaluation details are never exposed.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNo
runIdYes
Behavior4/5

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

Annotations already declare readOnlyHint=true, so the description adds the important behavioral constraint that holdout evaluation details are never exposed. This goes beyond the annotations without contradicting them.

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 concise sentences, front-loaded with the core purpose. Every word earns its place; no wasted text.

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 simplicity (2 parameters, no output schema), the description is partially complete. It covers purpose and a key behavioral constraint, but fails to describe the parameters, which is a notable gap for proper usage.

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

Parameters1/5

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

Schema description coverage is 0%, so the description must compensate. However, it does not explain the runId parameter or the limit parameter beyond what the schema already provides (type, default, constraints). No additional semantic meaning is given.

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 clearly states it returns detailed failed examples for a development evaluation, distinguishing it from a hypothetical sibling like get_development_examples. The mention that holdout evaluation details are never exposed adds specificity.

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 usage when failed examples are needed, but does not explicitly state when not to use or list alternatives. The sibling names suggest get_development_examples is for successful examples, but the description itself lacks such guidance.

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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