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Crawlora MCP

sephora_product_reviews

Read-only

One page of a Sephora product's full customer reviews (title, body, rating, author, helpful votes, secondary ratings, photos), plus the product's site-wide rating rollup (average rating, recommended ratio, star-count histogram).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
pageNoOptional, 1-based, defaults to 1.
product_idYesRequired. The Sephora productGroupID, e.g. P420652 -- the same value /sephora/product returns as product_group_id.

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=true and openWorldHint=true, so the safety profile is covered. The description adds the key behavioral fact that results are paginated ('One page'), but it omits pagination termination, total review count, sorting options, or auth requirements.

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 packs the review fields and the rating rollup without filler. The dense parenthetical list is slightly heavy but every element earns its place.

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?

An output schema exists, so return-value explanation is not strictly required, yet the description still sketches the payload. It is complete enough to call correctly, with pagination limits being the only meaningful 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% - both page (1-based, default 1) and product_id (productGroupID with example) are fully documented in the schema. The description adds no parameter-level detail beyond that, so the baseline 3 is appropriate.

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 uses a specific verb+resource ('One page of a Sephora product's full customer reviews') and enumerates the exact payload, which is far more informative than the bare tool name. It does not, however, name or contrast itself with siblings like sephora_product or sephora_product_questions, so the agent must infer differentiation from the description 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 explicit when-to-use, when-not-to-use, or alternative-selection guidance. The description only states what the tool returns; an agent is left to infer that this is the reviews companion to sephora_product.

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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