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h9-tec

model-family-tree

by h9-tec

family

Retrieve a Hugging Face model group by name, showing totals, relation breakdown, roots, organizations, and top descendant models.

Instructions

One model family (e.g. "Qwen2.5", "Llama 3.1", "FLUX.1"): totals, relation breakdown, roots, organizations and the top models in it by descendants.

Input Schema

NameRequiredDescriptionDefault
nameYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

C2.9/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full burden. It discloses the response content fairly well (totals, relation breakdown, organizations), but says nothing about read-only semantics, cost, pagination, or error behavior for an unknown family name.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence that leads with the resource and its concrete examples before listing returned content. No filler, though the sentence-fragment form (no verb) and the dense trailing list slightly reduce crispness.

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?

With no output schema and no annotations, the description must cover both scope and behavior. It adequately conveys what data comes back, but leaves the read-only assumption, identifier-matching rules, and the relationship to sibling tools unstated.

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 description coverage is 0% for the single 'name' parameter, so the description must compensate. It partially does by giving concrete examples ('Qwen2.5', 'Llama 3.1', 'FLUX.1'), which conveys the expected identifier format, but it never states matching rules (exact string, case sensitivity, alias handling).

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 names a specific resource (a single model family) and enumerates the payload it returns: totals, relation breakdown, roots, organizations, and top models by descendants. That is concrete enough for an agent to know what it gets, but the verb is only implied and there is no differentiation from siblings like 'lineage' or 'children', which overlap with the 'roots'/'descendants' content.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance and no exclusions. Siblings 'lineage', 'children', 'stats' and 'leaderboard' all plausibly cover model families, yet the description never states when to pick this tool over them.

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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