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Product Research

Identifies winning e-commerce products by analyzing social trends, regional demand, marketplace data, and prepares WooCommerce or Shopify store drafts accord...
通过分析社交趋势、区域需求及市场数据识别爆款,并相应准备WooCommerce或Shopify店铺草稿。
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数据分析 clawhub v1.0.0 1 版本 99924.5 Key: 需要
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概述

Purpose

Identify product opportunities by combining:

  1. social momentum,
  2. regional demand checks,
  3. marketplace competition/sales signals,
  4. store deployment readiness.

This is an orchestration skill. It does not guarantee profitability.

Required Installed Skills

  • tavily-search (inspected latest: 1.0.0)
  • goplaces (inspected latest: 1.0.0)
  • api-gateway (inspected latest: 1.0.29)
  • Deployment target:
  • woocommerce via api-gateway (supported), or
  • shopify (inspected latest 1.0.1, currently under maintenance)

Install/update:

npx -y clawhub@latest install tavily-search
npx -y clawhub@latest install goplaces
npx -y clawhub@latest install api-gateway
npx -y clawhub@latest install shopify
npx -y clawhub@latest update --all

Verify:

npx -y clawhub@latest list

Required Credentials

  • TAVILY_API_KEY (trend and web data collection)
  • GOOGLE_PLACES_API_KEY (regional demand proxy via goplaces)
  • MATON_API_KEY (market/deployment APIs via api-gateway)

Preflight:

echo "$TAVILY_API_KEY" | wc -c
echo "$GOOGLE_PLACES_API_KEY" | wc -c
echo "$MATON_API_KEY" | wc -c

Mandatory behavior:

  • Never fail silently on missing keys.
  • Always return MissingAPIKeys with missing variables and blocked stages.
  • Continue with non-blocked stages and mark output as Partial when needed.

Inputs the LM Must Collect First

  • product_niche (example: pets)
  • target_region (country/city scope)
  • target_store (woocommerce or shopify)
  • risk_tolerance (low, medium, high)
  • max_cogs (maximum source cost)
  • min_margin_target (percentage)
  • shipping_time_limit_days
  • ad_angle (problem-solution, UGC demo, before-after)

Do not propose deployment before constraints are explicit.

Tool Responsibilities

tavily-search

Use for trend and sourcing discovery:

  • find viral product mentions and trend lists,
  • gather social evidence summaries,
  • locate supplier listings (AliExpress/Alibaba/web catalogs),
  • extract competitor storefront/product page signals.

goplaces

Use for regional demand proxy checks:

  • query related local businesses/search entities,
  • compare demand-like signals across cities/regions,
  • support geo-prioritization for launch/testing.

Important limitation:

  • goplaces is a Places API interface, not direct social trend telemetry.
  • Treat it as location demand context, not a standalone trend oracle.

api-gateway

Use for structured market and store operations when connections exist:

  • marketplace/analytics connectors if available in user account,
  • WooCommerce product draft creation,
  • optional Search Console-like enrichment if connected.

Operational constraints from inspected skill:

  • requires MATON_API_KEY
  • requires active per-app OAuth connections (ctrl.maton.ai)
  • API key alone is not sufficient

Capability disclosure:

  • woocommerce is explicitly listed in inspected api-gateway references.
  • shopify inspected skill is currently under maintenance and may be unavailable.
  • helium 10 and jungle scout are not explicitly listed as native api-gateway app names in the inspected version.

Canonical Causal Signal Chain

  1. Trend Scan (tavily-search)
    • discover products with strong recent social momentum.
    • candidate example pattern: "TikTok made me buy it" + niche + last 7 days.
  1. Social Evidence Scoring
    • score each candidate by recency, source diversity, and repeat mention frequency.
    • require at least 2 independent sources for shortlisting.
  1. Regional Demand Check (goplaces)
    • check target-region relevance proxies.
    • prioritize products with cross-region consistency, not one-off spikes.
  1. Market Data Gate (api-gateway)
    • attempt sales/competition metrics via connected provider.
    • if Helium 10/Jungle Scout path is unavailable, trigger explicit gate message and fallback mode.

Required gate format:

  • DataGateStatus: available or blocked
  • Reason: missing key / missing connection / provider unsupported
  • Action: exact remediation steps and link

If user requests Helium 10 discount onboarding:

  • include user-provided affiliate URL when available,
  • otherwise use placeholder explicitly as user action item: [HELIUM10_LINK_OR_COUPON].

If user requests Jungle Scout onboarding:

  • include user-provided affiliate URL when available,
  • otherwise use placeholder: [JUNGLESCOUT_LINK_OR_COUPON].
  1. Sourcing Check (tavily-search)
    • find supplier options,
    • compare estimated COGS and shipping windows,
    • flag risky supplier signals (unclear shipping, no ratings, poor consistency).
  1. Deployment
    • WooCommerce path: create product draft via api-gateway woocommerce endpoints.
    • Shopify path: if unavailable/maintenance, emit blocked deployment status and WooCommerce/manual fallback package.
  1. Creative Output
    • generate product listing copy,
    • generate one TikTok ad script matched to selected angle.

Output Contract

Always return:

  • TrendCandidates
  • shortlisted products
  • evidence score and sources
  • MarketCheck
  • competition/sales insight
  • DataGate status and provider path used
  • SourcingTable
  • supplier options
  • estimated COGS
  • shipping-time estimate
  • risk notes
  • StoreDraft
  • title
  • product description
  • key benefits
  • price suggestion
  • draft payload for woocommerce or shopify (if available)
  • TikTokAdScript
  • hook (first 2 seconds)
  • demo beats
  • CTA
  • NextActions
  • exact steps to publish and test

Quality Gates

Before final output, verify:

  • trend evidence is recent and source-backed
  • product economics satisfy user constraints
  • deployment path is real (not assumed)
  • unsupported integrations are explicitly disclosed
  • missing keys/connections are clearly reported

If any gate fails, return Needs Revision with missing evidence/dependency list.

Failure Handling

  • Missing TAVILY_API_KEY: return MissingAPIKeys, skip trend/sourcing web stages, ask for seed product URLs.
  • Missing GOOGLE_PLACES_API_KEY: return MissingAPIKeys, skip regional-demand stage.
  • Missing MATON_API_KEY: return MissingAPIKeys, skip gateway market/deployment stages.
  • Missing api-gateway app connection (HTTP 400): keep pipeline running in analysis mode and provide connection setup steps.
  • Shopify unavailable (maintenance): mark deployment as blocked and provide WooCommerce/manual import fallback.
  • Helium 10/Jungle Scout unavailable via gateway: disclose unsupported provider path and continue with proxy competition analysis.

Guardrails

  • Never claim a product is guaranteed to win.
  • Never fabricate sales volume, margins, or review counts.
  • Never hide blocked provider paths.
  • Keep recommendations tied to observed evidence and declared assumptions.

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-03-29 05:09 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
查看报告

腾讯云安全 (Sanbu)

安全,无风险
查看报告

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