crawlora-org/crawlora-skills

walmart-research

Researches Walmart products, prices, sellers, and reviews using the Crawlora API, returning clean JSON.

View source

How to use

  1. Copy the installation command and review the source package before installing it in your own agent environment.
  2. Check the source document for required tools, credentials and supported hosts.
  3. Describe your input and desired deliverable; review the output against the source material.
npx skills add https://github.com/crawlora-org/crawlora-skills --skill walmart-research

Before you start

  • Installation does not include a model subscription, API allowance or permission to access your files.
  • Repository stars and installation counts describe activity, not an independent quality or security test.
Original skill document

Rendered from the source repository. Headings, examples, code, tables, links, and referenced images are preserved.

Walmart research

Look up and compare Walmart products, prices, and reviews — all as normalized JSON from the Crawlora API, with no HTML scraping.

When to use this skill

  • "What does X cost on Walmart?" or "compare prices for X on Walmart."
  • "Find listings for X on Walmart" / "search Walmart for this product."
  • "Pull reviews / ratings for this Walmart product."
  • "Track this Walmart product's price / availability."
  • Competitive pricing or catalog research on Walmart.

Setup (one-time)

  • Get a free Crawlora API key (2,000 credits/mo, no card) at https://crawlora.net.
  • 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. Search / discover — /walmart/search (q required) to find

candidate products by keyword.

  1. Detail — fetch a specific product with /walmart/product/{item_id}

(the numeric id from a Walmart /ip/{id} URL) for price, availability, brand, images, rating, seller, description, highlights, specifications, and variants.

  1. Reviews — pull the on-page reviews snapshot with

/walmart/product/{item_id}/reviews: average rating, total review count, per-star breakdown, recommended percentage, top positive/negative review, and a sample of recent reviews.

Full endpoint list, methods, and params: `reference/endpoints.md`.

Calling the API

sh
# Search Walmart (GET, key=value params):
scripts/crawlora.sh /walmart/search q="standing desk" | jq '.'

# Product detail (item_id is a path segment, not a query param):
scripts/crawlora.sh /walmart/product/414781783 | jq '.data'

# Product reviews:
scripts/crawlora.sh /walmart/product/414781783/reviews | jq '.'

Use scripts/crawlora.sh for all requests; it keeps the API key out of command-line arguments.

Endpoint reference

See `reference/endpoints.md` for every Walmart endpoint this skill uses (method, path, params, description).

Examples

  • Price check: /walmart/search for a product name, grab the item_id

of the best match, then /walmart/product/{item_id} for the current price and availability.

  • Review summary: /walmart/product/{item_id}/reviews to summarize a

product's average rating, rating breakdown, and top positive/negative reviews before recommending it.

  • Catalog sweep: paginate /walmart/search with page across a set of

queries to build a candidate list, then fetch /walmart/product/{item_id} for each to compare prices.

Notes & limits

  • Credits / pay-on-success: billed only on 2xx; free tier 2,000 credits/mo.

Key at https://crawlora.net.

  • Public data only — public Walmart product/search pages; respect Walmart's terms.
  • Security: key lives in CRAWLORA_API_KEY only — never hardcode, query-param, or commit it.
  • Search results are paginated — pass page to walk listings.
  • `item_id` is required for detail and reviews — it's the numeric id in a

Walmart /ip/{id} product URL, not the product slug.

  • Reviews are a single on-page snapshot, not a full paginated feed — a

product with no reviews returns zero counts and an empty reviews list.

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