mcpField
T
target-research

target-research

github.com/crawlora-orgOther141 installsUpdated today
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About target-research

A skill for researching Target’s public catalog through the Crawlora API. It supports product discovery, store-level price and availability checks, and review research using normalized JSON.

Key features

  1. 01Search and browse categories
  2. 02Apply dynamic result filters
  3. 03Retrieve product details and store availability
  4. 04Fetch product questions and reviews

Use cases

  1. 01Compare Target prices across items or stores
  2. 02Narrow a catalog search by brand, size, or price
  3. 03Review shopper feedback before evaluating a product

MCP support

This is a skill, not an MCP server. It uses the Crawlora API through the `scripts/crawlora.sh` helper.

Install

Copy the command and run it in a terminal.

$npx skills add https://github.com/crawlora-org/crawlora-skills --skill target-research

After installing, type/target-researchin Claude Code to confirm it loaded.

Bundled filesreference/endpoints.mdscripts/crawlora.sh

Details

From the project README

Target research

Browse and search Target's catalog and pull product detail, pricing, availability, questions, and reviews — all as normalized JSON from the Crawlora API, with no HTML scraping.

When to use this skill

  • "What does X cost on Target?" or "find X on Target."
  • "Browse this Target category" / "what's in Target's [department]?"
  • "Filter Target results by [brand/size/price]."
  • "Pull the Q&A / reviews for this Target product."
  • "Check price or availability for this Target item at a specific store."

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. Browse or search — /target/categories lists the category menu and ids; /target/category-products (category_id) or /target/search (q) return paginated products plus the filter groups/options available for that result set.
  2. Filter — /target/filter-options returns the dynamic filter groups for a query (q) or category (category_id) on its own, if you need them before browsing; pass selected option ids back through filter_ids (comma-separated) on category-products or search to narrow results.
  3. Detail — /target/product (tcin) fetches full product content, images, price, rating, category, and store-level availability.
  4. Q&A and reviews — /target/questions and /target/reviews (both keyed by tcin) pull paginated product questions/answers and written reviews.
  5. Compare the JSON fields (price, rating, availability) across items or stores and answer.

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

Calling the API

# Search Target (GET, key=value params):
scripts/crawlora.sh /target/search q="standing desk" sort=price-low | jq '.'

# Browse a category, filtered and priced for a store:
scripts/crawlora.sh /target/category-products category_id=5xtg6 store_id=1234 filter_ids=5xtvw | jq '.'

# Product detail:
scripts/crawlora.sh /target/product tcin=54191097 | jq '.data'

# Reviews:
scripts/crawlora.sh /target/reviews tcin=54191097 per_page=20 | 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 Target endpoint this skill uses (method, path, params, description).

Examples

  • Category sweep with pricing: /target/categories to find a department's category_id, then /target/category-products paginated with store_id set, to list local prices and availability.
  • Product due diligence: /target/product for price/rating, then /target/questions and /target/reviews (both by tcin) to summarize what shoppers ask and say before recommending it.
  • Filtered search: /target/search for a query, inspect the returned filter groups, then re-call with filter_ids set to narrow by brand/size/price band.

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 Target product/category pages; respect Target's terms.
  • Security: key lives in CRAWLORA_API_KEY only — never hardcode, query-param, or commit it.
  • Results are paginated — pass page (and per_page/count where supported) to walk listings.
  • Product identity is tcin (numeric Target item id), not a SKU or ASIN — /target/product, /target/questions, and /target/reviews all key off it.
  • Pagination isn't uniform: category-products/search use one-based page (max 50), while questions/reviews use zero-based page (also max 50 on reviews).
  • store_id is optional but drives store-specific pricing and availability — omit it for a generic/national result.

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