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nearest_breeds

Genetically nearest breeds to the given breed (top-10-PC Euclidean in canine genetic space). Answers 'what breeds are most genetically similar to X?' via the PCA-256 breed co-embedding.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
kNo
breedYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.3/5.0
Behavior3/5

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

With no annotations, the description carries full burden. It reveals the method (PCA-256 Euclidean) but does not state that the tool is read-only or safe. The mention of 'top-10-PC' might mislead about the k parameter's role, but the tool is inherently non-destructive.

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 extremely concise: two sentences with no redundant words. Every phrase adds value, making it optimal for quick agent scanning.

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 output schema exists, return value details are not needed. However, the description lacks parameter descriptions, error handling notes, and clarification on the k vs top-10 discrepancy. It is adequate but not fully complete.

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?

Schema description coverage is 0%, so description must compensate. It barely references parameters: 'given breed' implies the breed parameter, and 'top-10' hints at the default k, but no explicit parameter descriptions or value ranges are provided.

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's function: finding genetically nearest breeds to a given breed using PCA-256 co-embedding. It answers a specific question and distinguishes from siblings like breed_summary by focusing on genetic similarity, though no explicit differentiation.

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 implicitly tells when to use by answering 'what breeds are most genetically similar to X?'. However, it does not provide explicit when-not-to-use guidance or mention alternatives like breed_similarity.

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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