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Crawlora MCP

lululemon_category

Read-only

Browse a lululemon category's product listing: normalized products with pricing, sale detection, sizes, colors, and style numbers. category and cdp_hash are the two path segments of a lululemon category URL (https://shop.lululemon.com/c/{category}/{cdp_hash}), e.g. women-new-styles and n14f1wz6o10. Pagination is page-based and real: requesting a page beyond the category's real last page returns a normal result with an empty products list rather than an error. An unrecognized category/cdp_hash pair returns a not-found error.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNo
categoryYes
cdp_hashYes
page_sizeNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A3.7/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint, so safety is covered; the description goes beyond them by disclosing non-obvious behavior: page-based pagination where an out-of-range page yields an empty products list rather than an error, and a not-found error for unrecognized category/cdp_hash pairs. It stops short of stating rate limits or whether pagination is 1- or 0-indexed.

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?

Four sentences, front-loaded with purpose before parameter mechanics, pagination behavior, and error semantics; each sentence is functional. The payload enumeration in sentence one partially duplicates what the output schema already provides, which is minor waste.

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?

With an output schema present, return values need not be explained, and the description correctly focuses on the URL-derived identifiers, pagination edge cases, and the not-found error. It is nearly complete for a 4-param paginated listing tool, lacking only page_size and page-index conventions.

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%, so the description must compensate. It does well for the two required params, defining them as URL path segments with a concrete template and example values (women-new-styles, n14f1wz6o10), but page_size is never mentioned and page's indexing convention and limits remain unstated.

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?

States a specific verb (browse) and resource (a lululemon category's product listing) and enumerates the payload (normalized products with pricing, sale detection, sizes, colors, style numbers). It is clear what it does, but it never names or contrasts the obvious siblings lululemon_categories (list of categories) or lululemon_product (single product), so the agent must infer the distinction.

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?

Usage is only implied: the reader deduces that you supply a category and cdp_hash path pair to page through a category, and the URL template hints where those values come from. There is no explicit when-to-use, when-not-to-use, or pointer to lululemon_categories as the way to obtain the identifiers.

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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Resources