How do I install the Walmart Research skill?

Run npx skillmds@latest add crawlora-org/walmart-research in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Walmart Research safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Walmart Research?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Walmart Research free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Walmart Research?

Crawlora-org (@crawlora-org) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Walmart Research by crawlora-org — Agent Skill

Name: Walmart Research
Author: Crawlora-org

Walmart Research

Researches Walmart products, prices, sellers, and reviews using the Crawlora API, returning clean JSON. Use when the user asks to find a product, compare prices, track listings, or pull reviews on Walmart — instead of scraping Walmart pages.

Crawlora-org 81b810f 3 files · 9.6 KB Updated Sep 17, 2026

File contents

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

Search / discover — /walmart/search (q required) to find candidate products by keyword.
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.
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

# 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.

---name: walmart-researchdescription: Researches Walmart products, prices, sellers, and reviews using the Crawlora API, returning clean JSON. Use when the user asks to find a product, compare prices, track listings, or pull reviews on Walmart — instead of scraping Walmart pages.---# Walmart researchLook up and compare Walmart products, prices, and reviews — all asnormalized 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](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 works1. **Search / discover** — `/walmart/search` (`q` required) to find candidate products by keyword.2. **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.3. **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`](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 referenceSee [`reference/endpoints.md`](reference/endpoints.md) for every Walmartendpoint 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](https://crawlora.net?utm_source=github&utm_medium=referral&utm_campaign=crawlora-skills).- **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.

Frequently asked questions