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Unleashed Software MCP by usefulapi

List product groups

unleashed_list_product_groups
Read-only

List product groups (name, Guid, parent group) — the category tree products are filed under. Unleashed: GET /ProductGroups/{page}.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoPage number (1-based). Default 1.
pageSizeNoRecords per page, 1-1000. Unleashed default is 200.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. First observed

TDQS

A3.8/5.0
Behavior3/5

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

readOnlyHint=true already tells the agent this is a safe read. The description adds the underlying REST endpoint (GET /ProductGroups/{page}), which hints at server-side pagination, but says nothing about how to iterate pages, result ordering, or rate limits. Modest value on top of annotations.

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?

A single front-loaded sentence with no filler: resource, returned fields, domain meaning, and endpoint are all packed in without a wasted clause.

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 simple two-param read tool with no output schema, the description usefully names the returned fields and the domain concept, covering the main gap. It stops short of pagination/iteration guidance, which is the only remaining omission.

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 100%, so page and pageSize are fully documented in the schema with bounds and defaults. The description's '{page}' in the endpoint adds no syntax or meaning beyond that, so the baseline 3 applies.

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?

States a specific verb+resource ('List product groups') and immediately clarifies scope with the returned fields (name, Guid, parent group) and the domain concept ('the category tree products are filed under'). This distinguishes it cleanly from siblings like unleashed_list_products and unleashed_get_product.

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 the use case (browsing the product category tree) but never states when to prefer this over unleashed_list_products or unleashed_get_product, nor any prerequisites. Usage is inferable from context rather than explicit.

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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