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Read Trustpilot Reviews

company_reviews
Read-onlyIdempotent

Read a company's most recent Trustpilot reviews: star rating, headline, what the customer wrote, date, and whether the company replied, plus its overall rating and review count. Give the company's website domain. Use it to vet a supplier or prospect, or to find a competitor's weak spots. Price: $0.03 per successful call; failed calls are free.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoHow many recent reviews, default 20, max 40.
domainYesThe company's website domain, e.g. "example.com".
api_keyNoYour Unstuck API key, if this connection has none. Leave empty to try free tools or to get a key and payment link.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
domainYes
companyYesCompany name as listed on Trustpilot.
reviewsYes
balance_usdYesRemaining prepaid balance, USD.
charged_usdYesAmount charged for this call, USD.
total_reviewsYesTotal reviews the company has on Trustpilot.
overall_ratingYesTrustScore-style average, 1 to 5.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Added

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint=false and openWorldHint, so the safety profile is covered. The description adds genuinely non-redundant behavior: the pricing model ($0.03 per successful call, failed calls free) and the exact shape of the returned review fields, which an agent needs for cost/benefit decisions.

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?

Front-loaded with purpose and returned fields, then the required input, then use cases, then cost — every sentence earns its place with no repetition or filler.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a read-only, idempotent lookup with an output schema and full schema coverage, the description supplies everything extra an agent needs: what the reviews contain, the required domain input, intended use cases, and the per-call price. Nothing material is missing.

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 the schema already documents domain, limit (default 20, max 40) and api_key. The description only reinforces the required 'domain' parameter and omits limit entirely; baseline 3 is appropriate when the schema carries the parameter burden.

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 and resource ('Read a company's most recent Trustpilot reviews') and enumerates the returned fields (star rating, headline, review text, date, reply status, overall rating, count). Naming Trustpilot specifically differentiates it from the sibling business_reviews without needing the schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Gives concrete use cases ('vet a supplier or prospect', 'find a competitor's weak spots'), which tells the agent when this tool is the right choice. It stops short of naming alternatives or stating when not to use it (e.g. versus business_reviews for non-Trustpilot sources), so it falls just short of a 5.

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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