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Crawlora MCP

colehaan_product_recommendations

Read-only

Returns normalized recommended products from Cole Haan'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?

Annotations already declare readOnlyHint and openWorldHint, so safety is covered. The description adds that the endpoint is 'credential-free' (no auth required) and returns 'normalized' data, which is modest extra context, but says nothing about pagination, freshness, or result determinism.

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 with no filler sentences. It loses a point only because 'normalized' and 'credential-free Ajax endpoint' are implementation detail that consumes space without aiding selection.

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 an output schema, annotations, and full parameter documentation, the essentials are present. But for a tool in a large family of sibling recommendation endpoints, the description does nothing to help the agent choose it over them, leaving a routing gap.

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 handle, limit, and intent are fully documented in the schema (including defaults and allowed values). The description adds no parameter meaning beyond that, so the baseline of 3 applies.

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 (Returns) and resource (normalized recommended products) scoped to Cole Haan, which an agent can distinguish from colehaan_product and colehaan_products. However, the phrase 'credential-free recommendations Ajax endpoint' is implementation jargon rather than added purpose, and it doesn't explicitly contrast with sibling recommendation tools.

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?

No guidance on when to use this versus colehaan_product, colehaan_products, or the collection/search tools. It never states the use case (e.g. 'to surface related or complementary items for a given product') or any exclusions.

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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