browse-products

v1.0.0

Semantic product search API using vector embeddings. Search products by natural language queries with price filtering, pagination, and relevance scoring. Use...

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Install

OpenClaw Prompt Flow

Install with OpenClaw

Best for remote or guided setup. Copy the exact prompt, then paste it into OpenClaw for gzipped/browse-products.

Previewing Install & Setup.
Prompt PreviewInstall & Setup
Install the skill "browse-products" (gzipped/browse-products) from ClawHub.
Skill page: https://clawhub.ai/gzipped/browse-products
Keep the work scoped to this skill only.
After install, inspect the skill metadata and help me finish setup.
Use only the metadata you can verify from ClawHub; do not invent missing requirements.
Ask before making any broader environment changes.

Command Line

CLI Commands

Use the direct CLI path if you want to install manually and keep every step visible.

OpenClaw CLI

Bare skill slug

openclaw skills install browse-products

ClawHub CLI

Package manager switcher

npx clawhub@latest install browse-products
Security Scan
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Benign
high confidence
Purpose & Capability
Name/description describe a semantic product search API and the SKILL.md only documents HTTP endpoints and response formats hosted at a DigitalOcean app — these are exactly what you'd expect for a product-browse skill.
Instruction Scope
Runtime instructions only show how to call the provided GET/POST endpoints, the query parameters, and how to present results. The instructions do not direct reading local files, accessing unrelated environment variables, or transmitting extra system data.
Install Mechanism
No install spec or code is provided (instruction-only), so nothing is written to disk or installed during setup — lowest-risk model for installation.
Credentials
The skill declares no required environment variables or credentials. That is consistent with the public-API usage shown in the instructions. (Note: absence of auth means queries are sent to the external service without per-user credentials.)
Persistence & Privilege
always is false and the skill has no install-time persistence or privileged requests. It does not request persistent system modifications or access to other skills' config.
Assessment
This skill will send user search queries and related parameters to an external service at pbs-search-api-fp45p.ondigitalocean.app. Before installing, verify you trust that endpoint and its owner (no homepage or publisher metadata is provided). Avoid sending sensitive or personally identifiable information in queries, and test with non-sensitive queries first. Consider whether you need an API with explicit authentication or a documented privacy policy if you plan to send customer/product data. Finally, check rate limits and confirm image URLs and product links are safe before rendering them in a production UI.

Like a lobster shell, security has layers — review code before you run it.

latestvk97eh6gze4z73katmd2jpqzgk585gwt1
58downloads
0stars
1versions
Updated 2d ago
v1.0.0
MIT-0

Products Browse Skill

This skill provides access to a semantic product search API that uses vector embeddings to find products by meaning rather than keyword matching.

Prerequisites

  • Valid query text (natural language, max 500 characters)

Quick Start

1. Search for Products

GET https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search?query=<your-query>

Example:

GET https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search?query=wireless+bluetooth+headphones

2. Filter by Price Range

GET https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search?query=running+shoes&minPrice=50&maxPrice=200

3. Browse Full API Documentation

See complete API reference for all endpoints, parameters, and response formats.

Search Parameters

ParameterRequiredDefaultDescription
queryYesNatural language search text (max 500 chars)
minPriceNoMinimum price filter
maxPriceNoMaximum price filter
pageNo1Page number (1-based)
pageSizeNo20Results per page (max 100)
titleOnlyNofalseSearch only product titles
descriptionOnlyNofalseSearch only product descriptions
sortByNorelevanceSort: relevance, price, date
sortOrderNodescOrder: asc, desc

Bulk Search

For multiple queries in one request:

POST https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search/bulk

Send a JSON array of search requests (max 50 per request).

Best Practices

  1. Write natural queries — Semantic search works best with descriptive phrases (e.g. "comfortable running shoes for marathon" vs "shoes marathon")
  2. Use price filters — Combine minPrice and maxPrice to narrow results
  3. Use titleOnly for precision — When searching for specific product names
  4. Check relevanceScore — Scores closer to 1.0 indicate stronger semantic matches
  5. Paginate wisely — Smaller pages (10-20) are faster than large ones

Displaying Products to the User

When presenting search results to the user, follow these guidelines to ensure a rich and useful experience:

  1. Show product images — Use the imageUrls field from each product to display as many product photos as possible. Visual content is essential for helping users evaluate products.
  2. Always display the price — Show the price field clearly. If priceWithoutDiscount and discountPercent are available, highlight the discount (e.g., strikethrough the original price, show the discount percentage).
  3. Include product links — Every product should have a clickable link (product title or a "View in Store" button) pointing to the product url so the user can navigate directly to the store.
  4. Use a card-based layout — Present each product as a card containing: image(s), title, price, and a link to the store. This creates a clean, scannable browsing experience.
  5. Keep descriptions concise — Show a short product description or key attributes, but prioritize images and pricing for quick scanning.

Response Format

Each search returns:

  • metadata — pagination info, search time, cache status, embedding model
  • results[] — matching products with id, title, description, price, url, relevanceScore, and attributes

For complete response schema, see API reference.

cURL Examples

Single search

curl -G "https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search" \
  -d "query=wireless+bluetooth+headphones" \
  -d "minPrice=50" \
  -d "maxPrice=200" \
  -d "page=1" \
  -d "pageSize=10"

Bulk search

curl -X POST "https://pbs-search-api-fp45p.ondigitalocean.app/api/v1/products/search/bulk" \
  -H "Content-Type: application/json" \
  -d '[
    {
      "query": { "text": "running shoes" },
      "pagination": { "page": 1, "pageSize": 5 }
    },
    {
      "query": { "text": "tennis racket" },
      "pagination": { "page": 1, "pageSize": 5 }
    }
  ]'

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