mcp-review-platform-reputation-enricher
by mambalabsdev
README.md
# Review Platform Reputation Enricher MCP Server
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An MCP server that resolves a company domain to its Trustpilot rating, review count and claimed status. It wraps the Mamba Labs Trustpilot Reputation Enricher actor on Apify and returns a Clay-ready flat JSON row to any MCP client.
## What's Inside
- [What it does](#what-it-does)
- [Quick start](#quick-start)
- [Prerequisites](#prerequisites)
- [Example prompts](#example-prompts)
- [Inputs](#inputs)
- [Output](#output)
- [Example output](#example-output)
- [Features](#features)
- [Pricing](#pricing)
- [Full actor documentation](#full-actor-documentation)
- [Mamba Labs GTM Suite](#mamba-labs-gtm-suite)
- [License](#license)
## What it does
Give it a Trustpilot business unit id, or a company domain, and it returns the TrustScore, review count, star score, and the one to five star breakdown. One flat row per company. By default it reads Trustpilot's public TrustBox data endpoint, which Trustpilot's robots.txt allows. No Trustpilot API key is needed.
The business unit id is the reliable route: supplied, it always resolves. A domain alone resolves only when the company's own site embeds a Trustpilot widget, so most domains come back `not_found` without the id. A row's `trustpilot_business_id` can be fed back as the id on a later call. Setting `publicPageAccess` to `unblocker` reads Trustpilot's public company page through Apify Unblocker instead, which resolves a domain with no id and adds categories, claimed status, and verification. Trustpilot's robots.txt disallows those pages to automated agents, so that route is your call, and it spends Unblocker units from your own Apify account.
The tool keeps four kinds of empty apart: a refused request reports `blocked`, a domain with no business unit reports `not_found`, a value nobody could read reports `not_extractable`, and a source that was never queried reports `skipped`. G2, Capterra and Glassdoor ship as explicit skipped status columns, so the row shape does not change when a source is added.
All of the lookup runs on Apify. This package is a thin client that calls the actor and hands back the result unchanged.
## Quick start
You need Node.js 18 or newer and an Apify account with an API token.
Add this to your Claude Desktop config:
```json
{
"mcpServers": {
"mamba-review-platform-reputation-enricher": {
"command": "npx",
"args": ["-y", "@mambalabsdev/mcp-review-platform-reputation-enricher"],
"env": {
"APIFY_TOKEN": "your-apify-token"
}
}
}
}
```
Get your token at https://console.apify.com/account/integrations, paste it in, and restart Claude Desktop. The `get_trustpilot_reputation` tool will be available.
## Prerequisites
- Node.js 18 or newer
- An Apify account with an API token
## Example prompts
- "Get the Trustpilot rating for the business unit 4992d8e10000640005041a9a."
- "What is the star breakdown for this company on Trustpilot?"
- "Look up this domain's Trustpilot reputation and flag it only if it has at least 100 reviews."
- "Is this company's Trustpilot profile claimed and verified? Use the public page route."
## Inputs
- `company_domain` (optional): bare company domain, for example `monzo.com`. Used to look for a Trustpilot business unit id in the company's own widget embed. Supplying `trustpilotBusinessUnitId` instead skips this step and always resolves.
- `company_name` (optional): carried through to the output row for joining. The lookup is keyed on the business unit id, so the name never changes which business is returned.
- `trustpilotBusinessUnitId` (optional): the 24 character Trustpilot business unit id, for example `57da77be0000ff000594bcdb`. The fastest and most reliable input. Find it in the page source of any site running a Trustpilot widget, as `data-businessunit-id`, or reuse `trustpilot_business_id` from an earlier row.
- `publicPageAccess` (optional): `off` (the default) or `unblocker`. `unblocker` reads Trustpilot's public company page through Apify Unblocker, which resolves a domain with no id and adds categories, claimed status, and verification. A row resolved this way charges `public-page-profile-returned` instead of `reputation-resolved`, never both.
- `minReviewCount` (optional): one of `none`, `10`, `50`, `100` or `500`. It sets `rating_is_meaningful` on the row. A 5.0 rating from two reviews and a 4.2 from nine hundred are not comparable numbers, and this is the column that says which one you are looking at. It never drops a row and never changes the rating returned.
- `includeCategories` (optional): has no effect on the default route, because Trustpilot publishes categories only on its public company page. `trustpilot_categories` is null unless `publicPageAccess` is `unblocker`. Kept so saved configurations keep working.
- `sources` (optional): which review sources to query. Version 1 serves `trustpilot` only. G2, Capterra and Glassdoor appear as columns and always report `skipped`, with the reason on the row. This setting exists so a saved configuration keeps working when a source is added.
- `skipCache` (optional): when false (the default) a successful lookup is cached for seven days and reused. Set true to force a fresh fetch.
- `max_charge_usd` (optional): spending cap for this call, in USD. The actor stops before any charge that would take the run past this amount and keeps every row already charged.
## Output
The tool returns the actor's flat JSON row for the company, with 33 snake_case fields and no nested objects. `trustpilot_status` is the field to read before any rating, `trustpilot_route` and `trustpilot_id_source` say how the business unit was resolved, and `rating_is_meaningful` reflects the review count threshold you set. See the Apify Store page for the full output schema.
## Example output
```json
{
"degraded": false,
"degradation_reason": null,
"company_domain": "mattressonline.co.uk",
"company_name": "Mattress Online",
"trustpilot_business_id": "4992d8e10000640005041a9a",
"trustpilot_url": "https://www.trustpilot.com/review/www.mattressonline.co.uk",
"trustpilot_name": "MattressOnline.co.uk",
"trustpilot_rating": 4.8,
"trustpilot_review_count": 72332,
"trustpilot_stars": 5,
"trustpilot_one_star": 1618,
"trustpilot_two_stars": 768,
"trustpilot_three_stars": 1485,
"trustpilot_four_stars": 5850,
"trustpilot_five_stars": 62611,
"trustpilot_country_code": "GB",
"trustpilot_route": "widget",
"trustpilot_id_source": "homepage_embed",
"trustpilot_claimed_status": "not_extractable",
"trustpilot_is_claimed": null,
"rating_is_meaningful": true,
"trustpilot_status": "ok",
"g2_status": "skipped",
"capterra_status": "skipped",
"glassdoor_status": "skipped",
"coverage": 1,
"fetch_status": "ok",
"run_date": "2026-08-23T06:39:38.824Z"
}
```
## Features
- TrustScore, star score and total review count
- The full one to five star breakdown, not just the average
- Claimed and verified status, plus Trustpilot categories, on the optional public page route
- Four kinds of empty, each with its own status, so a refusal is never a zero
- G2, Capterra and Glassdoor ship as explicit skipped columns
- 33 flat snake_case fields, one row per company
- No Trustpilot API key needed
## Pricing
You pay per event on Apify, billed to your own Apify account. Prices from the live pricing record, read 2026-10-16:
| Event | Price per event (USD) | Fires when |
| --- | --- | --- |
| `apify-actor-start` | $0.00005 | Charged when the Actor starts running. Number of events charged depends on Actor memory (one event per GB, minimum one event). |
| `company-checked` | $0.003 on the Free plan, down to $0.0021 on higher Apify plans | Once per company for which the Trustpilot business unit lookup completed and a non degraded row was produced, whether or not anything was found. A not_found row fires this event, because looking and finding nothing is a real answer and it is the work you asked for. A degraded row, where the lookup could not run at all, fires nothing. |
| `reputation-resolved` | $0.0035 on the Free plan, down to $0.00245 on higher Apify plans | Once per company where a Trustpilot business unit was found and its aggregate record returned. Does not fire on a company with no business unit, does not fire when Trustpilot refused the request, and does not fire when no API key was supplied, because in all three cases no reputation record was produced. |
| `public-page-profile-returned` | $0.005 on the Free plan, down to $0.0035 on higher Apify plans | Once per company resolved through the optional public page route, which only runs when you set publicPageAccess to unblocker. It replaces the reputation resolved charge on that row rather than adding to it, so a row is never charged twice, and a run that leaves the setting alone never fires this event at all. |
The [actor's Apify page](https://apify.com/mambalabs/review-platform-reputation-enricher) carries the current prices. Running this server consumes Apify credits.
## Full actor documentation
This server is a thin client and holds no lookup logic. For the complete input and output reference, pricing, and run history, see the Apify Store page:
https://apify.com/mambalabs/review-platform-reputation-enricher
---
## Mamba Labs GTM Suite
This server is one of the Mamba Labs GTM Suite MCP servers. Every actor in the suite takes a domain or a company and returns one flat row, so they stack in the same Clay table without reshaping anything. The actor behind this server is the Trustpilot Reputation Enricher, immutable Apify actor ID `3lIqfCt61j4hqE1xz`.
> Built by [Mamba Labs](https://github.com/mambalabsdev) | [npm](https://www.npmjs.com/org/mambalabsdev) | [Apify Store](https://apify.com/mambalabs)
## License
MIT
Built by Mamba Labs. https://apify.com/mambalabs
TDQS
A4.4/5.0
Scored across 1 tool
Disambiguation5/5
There is only one tool, so there is no possibility of confusing it with another tool. Its purpose is clearly and narrowly defined: return a Trustpilot aggregate reputation row.
Naming Consistency5/5
The single tool uses a predictable snake_case verb_noun pattern: get_trustpilot_reputation. With no other tools, there is no inconsistency to evaluate.
Tool Count3/5
One tool is thin for a server named as a review-platform reputation enricher, especially since G2, Capterra, and Glassdoor are acknowledged but not fetched. The single tool is complex and focused, but the surface feels under-scoped.
Completeness2/5
For Trustpilot aggregate data alone, the read operation is complete. However, the server name implies multi-platform review reputation enrichment, yet only Trustpilot is implemented and other platforms are explicitly skipped, leaving a significant gap relative to the apparent scope.
Maintenance
ActivityMaintained
ResponsivenessNo issues