Amazon data MCP: products, reviews, niches, WIPO design/IP + US litigation, AI search & trends.
healthy
status
20
tools exposed
2211ms
connect latency
b33576b1bb52
schema fingerprint
Tools (20)
pangolinfo_capabilities
[Pangolinfo MCP self-introspection] One call to get the full capability catalog, canonical workflows, and usage tips — no backend call, free.
Use when: an AI client first connects to pangolinfo-mcp and needs to quickly grasp "what tools exist" / "how do they chain" / "which workflow for which scene"
search_amazon
[Amazon SERP scrape] Run a real Amazon keyword search and return the first-page ASIN list.
Use when: user says "search Amazon for X" / "who sells X" / "top results for keyword X" / "competitors for X"; or you need a list of ASINs for a keyword as upstream input to deeper analysis.
Don't use: for a s
get_amazon_product
[Amazon single-product detail] Scrape the full PDP for one ASIN.
Use when: user supplies a specific ASIN ("look at B0XXXXXXXX" / "check this product's price/rating/seller" / "analyse this competitor"); or as a SOP step after candidate ASINs are picked.
Don't use: for many products at once (use searc
get_amazon_delivery_time
[Amazon Delivery Time] Return the full listing detail for one ASIN plus address-dependent delivery estimates.
Use when: the user explicitly needs estimated arrival, free vs paid delivery timing, the fastest option, handling lead time, or the listing's high-return warning.
Don't use: for ordinary pro
get_amazon_reviews
[Amazon review batch scrape] Page-fetch real buyer reviews for an ASIN. Filterable by star / sort / media type.
Use when: user says "look at X's negative reviews" / "mine pain points" / "analyse competitor reviews" / "do VOC" / "find user complaints for Listing copy"; or pre-launch critical-review s
list_bestsellers
[Amazon Best Sellers] Top-50 ranking for a category with 24h rank deltas.
Use when: user says "X category bestsellers" / "who's #1 in X" / "any new entrants climbing" / "benchmark top sellers"; setting baseline products during niche scouting; tracking category leadership in competitor radars.
Don't
list_new_releases
[Amazon New Releases] Best-selling Top-50 ASINs that hit the market within the last 30 days for a category (backend cap; not 100).
Use when: user says "new arrivals in X" / "any breakout new products" / "newly-launched that sell well" / "trending new directions" / "new entrants to monitor"; GTM scou
list_seller_products
[Amazon seller storefront] List all listings under a merchant ID, paginated (24 rows/page).
Use when: user says "show me this seller's products" / "how many SKUs does store X carry" / "competitor storefront category breadth" / "what is this seller pushing" / "research a seller's catalog strategy".
D
list_category_products
[Amazon category listing] List concrete on-sale products under a Browse Node ID (paginated, 24 rows/page).
Use when: user says "what's selling in category X" / "list products in node 12345" / "show me what's in this category"; after picking a categoryId during scouting, you want to see real listings
search_categories
[Amazon category search] Match Amazon's category tree by keyword (Chinese or English) and return candidate nodes.
Use when: user gave a keyword/concept rather than a category id, and a downstream tool needs categoryId / browseNodeId (e.g. filter_niches / filter_categories / list_category_products /
get_category_children
[Amazon category tree drilldown] List direct children from any node (or omit parent to start at the roots).
Use when: user says "show me Amazon's category tree" / "subcategories under X" / "list top-level departments" / "drill to level 3"; building a category map; deciding which level is right after
filter_categories
[Amazon category commercial-metrics filter] Filter categories by dozens of metrics (sales, GMS, search volume, conversion, return rate, price tier, competitor density, …) — or use as a "category detail" endpoint by passing a single categoryId.
Use when: user says "find categories worth entering" / "
filter_niches
[Amazon niche filter] Filter Amazon Niches (a finer-grained "demand cluster" than categories) by 50+ commercial metrics, or use as a "niche detail" endpoint for one niche.
Use when: user says "find blue ocean" / "high search volume + low competition niches" / "fast-growing small markets" / "niche sc
get_category_paths
[Amazon category breadcrumb resolver] Batch-resolve categoryId list to full paths (e.g. 'Electronics > Headphones > Over-Ear Headphones').
Use when: a report needs readable category context (not bare IDs); user has a list of numeric IDs and wants the names; multiple categories need labels for compar
search_local_maps
[Local Maps via Google Maps] Local-business search (data source: Google Maps; use must comply with Google Terms of Service). Search local businesses at a given lat/lng — returns name, address, rating, review count, etc.
Use when: user says "Y businesses in city X" / "local retail research" / "offlin
wipo_search
[Design Patent TRO risk control · WIPO global design / IP search] Query the WIPO design database across 12 sources (USPTO US designs, CNID China, HAGUE international registrations, …), with one-click chaining to US design-patent TRO (temporary restraining order) / litigation risk control.
Use when:
ai_search
[AI Search via Google SERP] Scrape publicly-available Google search results (data source: Google; use must comply with Google Terms of Service) with top AI Overview, organic results, and related searches. Two modes: overview (standard SERP) / ai_mode (immersive multi-turn conversational search).
Use
keyword_trends
[Keyword Trends via Google Trends] Keyword popularity (data source: Google Trends; use must comply with Google Terms of Service). Time series + per-region heatmap + rising related queries (with 'Breakout' tags). Compare up to 5 keywords on one chart.
Use when: user says "how hot is keyword X" / "A v
scrape_url
[Generic Amazon scrape — power-user escape hatch] Scrape pages the 5 purpose-built tools don't cover. Two input modes (pick one):
① content=bare fragment (keyword / nodeId / sellerId / ASIN) + site — backend builds a basic URL per parserName. **content mode carries NO filter/sort/pagination** — it's
search_amazon_alexa
[Amazon Rufus AI conversational recommendations] Ask Amazon's AI shopping assistant Rufus in natural language, get grouped structured product recommendations + Rufus text reply + follow-up questions.
Use when: user says "ask Amazon AI X" / "Rufus recommendations" / "find products conversationally" /
Endpoint
https://mcp.pangolinfo.com/mcp?api_key={api_key} Category: Web & Scraping · Last checked: 2026-08-15T09:12:02Z
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