sellersprite-product-research

SellerSprite Product Research Skill — Input a keyword or category, automatically fetch market data via SellerSprite API and run AI analysis, output a structured product research report: Blue Ocean Index, competition landscape, entry opportunities, and risk signals. Triggers: product research, sellersprite, amazon product research, blue ocean, keyword research, competitor analysis, market analysis, asin research, amazon fba

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Install skill "sellersprite-product-research" with this command: npx skills add mguozhen/sellersprite-product-research

SellerSprite Product Research

Input a keyword or ASIN, AI automatically calls the SellerSprite API to fetch market data and outputs a structured product research report.

Prerequisites

Set your SellerSprite API Key (get one at open.sellersprite.com):

export SELLERSPRITE_SECRET_KEY="your-secret-key"

Ensure openclaw CLI is installed (used for AI analysis):

which openclaw

Quick Start

# Basic product research (keyword)
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "wireless earbuds"

# Specify marketplace (default: US)
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "yoga mat" --marketplace UK

# Use a specific AI model
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model claude
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model gemini
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model gpt-5
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "phone case" --model grok

# Use full model ID
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "yoga mat" --model anthropic/claude-opus-4-6

# Analyze a competitor by ASIN
bash ~/.claude/skills/sellersprite-product-research/selection.sh --asin B08N5WRWNW --marketplace US

# Save report to file
bash ~/.claude/skills/sellersprite-product-research/selection.sh --keyword "LED strip" --output report.md

Supported Models

Uses openclaw for AI inference. Pass --model with a shorthand alias or full model ID:

AliasModel
claudeanthropic/claude-sonnet-4-6
claude-opusanthropic/claude-opus-4-6
claude-haikuanthropic/claude-haiku-4-5
geminigoogle/gemini-2.5-pro
gemini-flashgoogle/gemini-2.5-flash
gpt-4oopenai/gpt-4o
gpt-5openai/gpt-5
grokxai/grok-4
deepseekgroq/deepseek-r1-distill-llama-70b
qwengroq/qwen/qwen3-32b
mistralmistral/mistral-large-latest

Any full model ID from openclaw models list --all is also accepted.

Sample Output

╔══════════════════════════════════════════════════════════════╗
║       SellerSprite Product Research Report                  ║
║  Keyword: wireless earbuds  |  Market: US  |  2026-03-09   ║
╚══════════════════════════════════════════════════════════════╝

📊 Market Overview
──────────────────────────────────────
  Products          1,284
  Avg Monthly Units 456/mo
  Avg Price         $28.50
  Avg Ratings       3,210
  Blue Ocean Index  ████░░░░░░░░░  3.2 / 10

🔴 Risk Signals
══════════════════════════════════════════════
1. High Competition — TOP10 monthly sales concentration 78%
2. Brand Barrier — Anker/JBL hold 35% market share
...

🟢 Opportunity Windows
══════════════════════════════════════════════
1. [Price Gap] $15-$20 range has few competitors but strong search volume
2. [New Product Bonus] New listings grew 42% in last 90 days
...

🎯 Recommended Entry Strategy
══════════════════════════════════════════════
1. Target $15-18 price range, differentiate on sport/waterproof features...

📌 Top Reference Products
──────────────────────────────────────────────
B0XXXXXXXX   2,340/mo   $19.9   4.3★   FBA  ⭐ Best Seller
...

How It Works

① Input keyword / ASIN / category
      ↓
② Call SellerSprite API (product research + keyword research)
      ↓
③ Parse market data (sales, price, competition, trends)
      ↓
④ Claude AI deep analysis (Blue Ocean scoring + strategy)
      ↓
⑤ Output structured product research report

Scripts

FileDescription
selection.shMain entry point
fetch.shSellerSprite API data fetching
analyze.shAI analysis and report rendering

Marketplace Codes

CodeMarket
USUnited States
UKUnited Kingdom
DEGermany
JPJapan
CACanada
FRFrance
ITItaly
ESSpain
MXMexico
AUAustralia

Notes

  • API rate limit: 40 requests/min, max 100 items per request
  • Max 2,000 products per query
  • Each analysis uses approx 3,000–8,000 tokens ($0.02–$0.05)
  • Recommend querying data from the last 1–3 months for freshness

Source Transparency

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