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Crawlora MCP

fashionphile_product_recommendations

Read-only

Returns normalized recommended products from Fashionphile's credential-free recommendations Ajax endpoint.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum recommended products to return. Default 10, maximum 20.
handleYesRequired. Seed product handle (URL slug) to base recommendations on.
intentNoRecommendation intent. Allowed values: related, complementary. Defaults to related.

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

B3.2/5.0
Behavior3/5

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

The annotations already declare readOnlyHint=true and openWorldHint=true, covering the safety profile. The description adds one genuinely useful behavioral fact beyond them: the endpoint is 'credential-free', so no authentication is required. It says nothing about rate limits, caching, or pagination behavior, so this is a modest but real supplement to the annotations.

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?

It is a single front-loaded sentence with no filler and no redundancy. The phrase 'Ajax endpoint' is mild internal jargon that does not help an agent choose or call the tool, but it does not undermine the otherwise efficient structure.

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 described, and all three parameters are documented in the schema. Annotations cover safety and open-world behavior, so the only real omission is usage routing versus siblings, which is a usage-guidelines concern rather than a completeness defect.

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 limit, handle, and intent are each fully documented with defaults and allowed values in the schema itself. The description adds no parameter-level meaning beyond that, which is the expected baseline when the schema does the heavy lifting.

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 pairs a specific verb ('Returns') with a precise resource ('recommended products') and names the source endpoint, so the agent knows exactly what data comes back. It does not, however, distinguish this tool from close siblings like fashionphile_product or fashionphile_products, so the agent must infer the boundary from the name alone.

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 guidance on when to use this tool instead of fashionphile_product, fashionphile_products, or fashionphile_search. The 'recommendations' concept implies a use case, but no conditions, prerequisites, or alternatives are stated anywhere in the text.

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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