What makes business-review-trust-research notable?

1K downloads. Trust evidence available

How should business-review-trust-research be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this agent.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

agentCLAWHUBUnverified

business-review-trust-research

Researches software/SaaS products, business reputation, and crowdfunding campaigns via the Crawlora API — Product Hunt launches/makers/alternatives, Trustpilot business reviews, TrustMRR revenue-verified startups, Capterra software reviews, BBB (Better Business Bureau) business profiles/complaint history/Scam Tracker reports, and Kickstarter campaign discovery/funding/updates/comments — returning clean JSON. Use when the user wants a product's launch/review history, a company's Trustpilot or BBB reputation, a startup's verified revenue, software alternatives/reviews before buying, or a crowdfunding campaign's funding status and backer updates.

OpenClaw

View on ClawHub Homepage

Rank

Safety

Downloads

1.0k

Updated

Oct 11, 2026

Version

1.0.18

Source

CLAWHUB

About

What it does, and when to use it.

Capability contract not published. No trust telemetry is available yet. 1K downloads reported by the source. Last updated 10/11/2026.

Avoid when

Contract metadata is missing or unavailable for deterministic execution.

Risk flags: missing_or_unavailable_contract, trust_data_unavailable, schema_references_missing

Public facts

Every fact links back to the source it came from.

Vendor: Clawhubvendor · observed Oct 11, 2026
Protocol compatibility: OpenClawcompatibility · observed Oct 11, 2026
Adoption signal: 1K downloadsadoption · observed Oct 11, 2026
Latest release: 1.0.18release · observed Oct 6, 2026
Handshake status: UNKNOWNsecurity

Install and run

Setup complexity: low.

clawhub skill install s17d53nb8nd03gyyfdy32rgde58e574f:business-review-trust-research

Install using `clawhub skill install s17d53nb8nd03gyyfdy32rgde58e574f:business-review-trust-research` in an isolated environment before connecting it to live workloads.
No published capability contract is available yet, so validate auth and request/response behavior manually.
Review the upstream CLAWHUB listing at https://clawhub.ai/crawlora-org/business-review-trust-research before using production credentials.

Contract: missing

curl -s "https://www.xpersona.co/api/v1/agents/clawhub-crawlora-org-business-review-trust-research/snapshot"

Run-check

$0.02 USD

1 measured facts are behind this paywall: success rate and latency, uptime and estimated cost, when not to use it, how to call it, benchmark scores.

Agents pay $0.02 in USDC. A card payment is $0.50, the smallest a card allows.

Documentation

CLAWHUB

145,382 characters of source documentation, loaded on request.

Extracted files

4 files captured from the source.

SKILL.md

---
name: business-review-trust-research
description: Researches software/SaaS products, business reputation, and crowdfunding campaigns via the Crawlora API — Product Hunt launches/makers/alternatives, Trustpilot business reviews, TrustMRR revenue-verified startups, Capterra software reviews, BBB (Better Business Bureau) business profiles/complaint history/Scam Tracker reports, and Kickstarter campaign discovery/funding/updates/comments — returning clean JSON. Use when the user wants a product's launch/review history, a company's Trustpilot or BBB reputation, a startup's verified revenue, software alternatives/reviews before buying, or a crowdfunding campaign's funding status and backer updates.
---

# Business & software review research

Look up product launches, business reputation, verified startup revenue,
software reviews, and crowdfunding campaigns across six platforms as
normalized JSON from the Crawlora API — no scraping review-site pages.

## When to use this skill

- "What did this product launch as on Product Hunt? Who made it?"
- "What are people saying about <company> on Trustpilot?"
- "How much revenue does this startup actually make?" (TrustMRR — payment-provider-verified)
- "What are the reviews / alternatives for this software?" (Capterra)
- "Is this business BBB accredited? What's its rating, and any complaints or scam reports against it?" (BBB)
- "How's this Kickstarter campaign doing? What updates has the creator posted?"
- Vendor due-diligence before buying or partnering.

## Setup (one-time)

- Get a free Crawlora API key (2,000 credits/mo, no card) at [https://crawlora.net](https://crawlora.net?utm_source=github&utm_medium=referral&utm_campaign=crawlora-skills).
- Set `CRAWLORA_API_KEY` in the environment before running the helper.
- The helper reads `CRAWLORA_API_KEY` from the environment and sends requests to `https://api.crawlora.net/api/v1`. Missing/invalid key → `401`.

## How it works

1. **Product Hunt** — `/producthunt/search` (`query`) to find a product
   `id`; `/producthunt/product/{id}` for detail (+ `/about`, `/makers`,
   `/launches`, `/reviews`, `/alternatives`, `/customers`).
   `/producthunt/leaderboard` and `/producthunt/category/{slug}/products`
   cover browsing/trending.
2. **Trustpilot** — `/trustpilot/business-units/search` (`q`) to find a
   business `slug`; `/trustpilot/business/{slug}` for the profile (+
   `/reviews`, `/related`). `/trustpilot/categories` / `/categories/search`
   browse by industry.
3. **TrustMRR** — `/trustmrr/startups` to browse, or `/trustmrr/startup/{slug}`
   for one company's payment-provider-verified revenue profile (see also
   the `crawlora-datasets` skill's `trustmrr` dataset for bulk/aggregate
   queries). `/trustmrr/leaderboard` ranks by MRR; `/trustmrr/categories`
   browses by category.
4. **Capterra** — `/capterra/search` (`q`) to find a `product_id`, then
   `/capterra/product` for detail and `/capterra/product/reviews` for user reviews.
5. **BBB (Better Business

_meta.json

{
  "ownerId": "kn70shhkf6qpfwgfrbgtep2wkd8c6b4t",
  "slug": "business-review-trust-research",
  "version": "1.0.18",
  "publishedAt": 1791251284439
}

reference/endpoints.md

# business-review-trust-research — endpoint reference

> Generated from `scripts/tools.json` by `scripts/generate.mjs` — do not edit by hand.

Endpoints this skill uses, grouped by platform. Call them via `scripts/crawlora.sh` (see SKILL.md).

All paths are relative to the API base `https://api.crawlora.net/api/v1` and require the header `x-api-key: $CRAWLORA_API_KEY`. Path params like `{id}` are substituted into the URL; `GET` params go in the query string; `POST` params go in a JSON body.

**41 endpoints across 6 platform group(s).**

## ProductHunt (11)

### `producthunt_about`

- **HTTP:** `GET /producthunt/product/{id}/about`
- **What:** Retrieve Product Hunt product about page. Returns the richer Product Hunt about-page payload, including launch, forum, review tags, and media data.
- **Params:** `id` (string, **required**) — Product Hunt slug

### `producthunt_alternatives`

- **HTTP:** `GET /producthunt/product/{id}/alternatives`
- **What:** Retrieve Product Hunt product alternatives. Returns paginated alternatives, tags, and related discussions for a Product Hunt product.
- **Params:** `cursor` (string, optional) — Pagination cursor; `first` (integer, optional) — Page size; `id` (string, **required**) — Product Hunt slug; `order` (string, optional) — Sort order; `tags` (string, optional) — Comma-separated tag slugs

### `producthunt_category`

- **HTTP:** `GET /producthunt/category/{slug}`
- **What:** Retrieve Product Hunt category details. Returns the category page payload for a Product Hunt category slug.
- **Params:** `slug` (string, **required**) — Product Hunt category slug

### `producthunt_category_products`

- **HTTP:** `GET /producthunt/category/{slug}/products`
- **What:** Retrieve Product Hunt category products. Returns the products in a Product Hunt category (now backed by Product Hunt topics), cursor-paginated. Pass the `cursor` from a previous response's `end_cursor` to page; `page_size` controls the batch size. `page`, `featured_only`, `order` and `tags` are accepted for compatibility but no longer affect the result.
- **Params:** `cursor` (string, optional) — Pagination cursor from a previous response's end_cursor; `featured_only` (boolean, optional) — Accepted for compatibility; no longer affects results; `order` (string, optional) — Accepted for compatibility; no longer affects results; `page` (integer, optional) — Accepted for compatibility; use cursor to paginate; `page_size` (integer, optional) — Page size (number of products); `slug` (string, **required**) — Product Hunt category slug; `tags` (string, optional) — Accepted for compatibility; no longer affects results

### `producthunt_customers`

- **HTTP:** `GET /producthunt/product/{id}/customers`
- **What:** Retrieve Product Hunt product customers. Returns paginated customer products for a Product Hunt product using Product Hunt's ProductCustomersPage GraphQL operation.
- **Params:** `id` (string, **required**) — Product Hunt slug; `order` (string, optional) — Prod

skill-card.md

## Description:

Researches software products, business reputation, startup revenue, and crowdfunding campaigns through Crawlora's public-data API.

This skill is ready for commercial/non-commercial use.

## Publisher:

[crawlora-org](https://clawhub.ai/user/crawlora-org)

### License/Terms of Use:

MIT-0

## Use Case:

Researchers, procurement teams, and other users assessing vendors or products use this skill to compare public reviews, business profiles, revenue listings, product launches, and campaign updates before making decisions.

### Deployment Geography for Use:

Global

## Known Risks and Mitigations:

Risk: Business names, product names, campaign identifiers, and search queries are sent to Crawlora.

Mitigation: Do not submit secrets, credentials, private customer data, or confidential investigation details in searches.

## Reference(s):

- [Endpoint reference](artifact/reference/endpoints.md)
- [Crawlora](https://crawlora.net)
- [ClawHub skill listing](https://clawhub.ai/crawlora-org/skills/business-review-trust-research)

## Skill Output:

**Output Type(s):** [Text, Guidance, Shell commands]

**Output Format:** [Markdown research summaries and JSON API responses]

**Output Parameters:** [1D]

**Other Properties Related to Output:** [Public-source results may be paginated; a Crawlora API key is required.]

## Skill Version(s):

1.0.18 (source: ClawHub release evidence)

## Ethical Considerations:

Users should evaluate whether this skill is appropriate for their environment, review any generated or modified files before relying on them, and apply their organization's safety, security, and compliance requirements before deployment.

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