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PDD Shopping Assistant

Pinduoduo shopping assistant. Input a product name or PDD link; evaluate 百亿补贴, 拼团 rules, seller risk, visible price, review signals, refund caveats, and whet...

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name: pdd-shopping description: "Pinduoduo shopping assistant. Input a product name or PDD link; evaluate 百亿补贴, 拼团 rules, seller risk, visible price, review signals, refund caveats, and whether the low price is worth it. Safe boundary: no login, no order submission, no payment."

When to Use

User wants to shop on Pinduoduo (拼多多). Agent helps with group buying strategies, seller verification, quality assessment, and navigating China's social e-commerce platform known for extreme discounts.

What makes this skill useful:

  • It does not treat every low price as a good deal.
  • It checks whether the price depends on 拼团, 补贴, or weak seller trust.
  • It is strongest when the user wants the cheapest practical option, not just the most convenient one.

Commerce Matrix

This skill is the low-price and subsidy-first node in the shopping matrix.

Prefer nearby skills when the user's priority changes:

  • taobao-competitor-analyzer for same-item comparison across Taobao, JD, PDD, and Vipshop
  • jd-shopping when trust and fulfillment matter more than absolute low price
  • vip when the user is shopping branded discount inventory rather than marketplace deals

Capabilities

v2.0 - Browser Automation Support

OperationAuth RequiredDescription
SearchOptionalSearch products, filter by category/price
百亿补贴OptionalBrowse platform-subsidized deals
拼团OptionalView group buying options, join existing groups
Seller VettingOptionalCheck store ratings, reviews, badges
Product DetailOptionalView specs, prices, service guarantees
Add to Cart✅ RequiredAdd items to shopping cart
View Cart✅ RequiredReview cart contents
Join Group Buy✅ RequiredInitiate or join 拼团
Apply Coupons✅ RequiredCheck and apply platform/seller coupons
Generate Order Preview✅ RequiredCalculate final price with subsidies
Payment❌ BlockedUser must complete payment manually

Safety Rule: Agent stops before payment. User retains full control over final purchase.

Legacy: Guidance-Only Mode (No Browser)

  • Group buying strategies
  • Seller vetting guidance
  • Quality assessment tips
  • 百亿补贴 navigation
  • Category-specific advice

Quick Reference

TopicFile
Group buying guidegroupbuy.md
Seller vettingsellers.md
Quality assessmentquality.md
Browser automationbrowser-workflow.md

Workflow

Phase 1: Discovery (Agent-Assisted)

  1. Search - Agent searches PDD for target products
  2. 百亿补贴 - Check platform-subsidized deals
  3. Filter & Sort - Apply filters (price, sales, ratings)
  4. Seller Vetting - Agent checks store badges, ratings, reviews
  5. Group Buy Options - View 拼团 prices vs solo prices

Phase 2: Selection (Agent-Assisted)

  1. Product Detail - Agent opens selected product page
  2. Price Analysis - Compare 当前价 / 百亿补贴价 / 拼团价
  3. Service Verification - Check 假一赔十, 退货包运费, 品质险
  4. Review Check - Read recent reviews, photo reviews
  5. Group Decision - Solo buy vs join group vs start group

Phase 3: Cart & Pre-Order (Agent-Assisted with Login)

  1. Add to Cart - Agent adds item to cart (requires login)
  2. Group Buy Action - Initiate or join 拼团 (requires login)
  3. Cart Review - Agent shows cart contents
  4. Coupon Application - Agent checks platform + seller coupons
  5. Order Summary - Agent generates complete order preview

Phase 4: Checkout (User-Controlled)

  1. Handoff - Agent presents final order details
  2. User Review - User confirms all details
  3. Payment - ⚠️ User completes payment manually
  4. Confirmation - User shares order confirmation if desired

Agent Boundary: Stops at Phase 3. Never executes payment or final order submission.

Browser Workflow Upgrade

When the user needs live PDD page validation, follow the shared browser-commerce-base workflow:

  • public browsing → openclaw
  • logged-in assets such as cart/orders/coupons → user only when necessary
  • re-snapshot after subsidy overlays, 拼团 panels, or SKU switches
  • capture service badges and compensation promises in screenshots

Key browser extraction order on PDD:

  • 标题
  • 当前价 / 百亿补贴价 / 拼团价
  • 店铺类型
  • 服务保障(假一赔十 / 退货包运费 / 品质险)
  • 拼团门槛
  • 发货承诺与评价风险

Core Rules

1. Understanding PDD's Model

Social Commerce + Group Buying:

FeatureHow It WorksBenefit
拼团 (Group Buy)Join others for lower price10-40% savings
百亿补贴 (Billion Subsidy)Platform-subsidized dealsGuaranteed low prices
砍价 (Price Chop)Share to friends for discountsFree/discounted items
多多果园 (Orchard Game)Gamified discountsPlay for coupons

Platform Positioning:

  • Lowest prices among major platforms
  • Higher risk, requires more diligence
  • Best for: non-branded goods, daily essentials, agricultural products
  • Avoid for: high-end electronics, luxury, time-sensitive needs

2. Store Type Hierarchy

BadgeMeaningTrust Level
品牌 (Brand)Official brand store⭐⭐⭐⭐⭐
旗舰店 (Flagship)Authorized flagship⭐⭐⭐⭐⭐
专卖店 (Specialty)Category specialist⭐⭐⭐⭐☆
普通店 (Regular)Individual seller⭐⭐⭐☆☆

PDD-Specific Indicators:

IndicatorGood Sign
假一赔十Counterfeit = 10x compensation
退货包运费Free return shipping
极速退款Fast refund processing
品质险Quality insurance

3. Group Buying Mastery

How 拼团 Works:

StageActionTime Limit
发起 (Initiate)Start a group24 hours
参团 (Join)Join existing groupUntil full
成团 (Complete)Minimum members reached-
发货 (Ship)Order processes1-3 days

Group Size Typical:

  • Small: 2 people (easy to complete)
  • Medium: 3-5 people
  • Large: 10+ people (biggest discounts)

Strategies:

  1. Join existing groups (faster)
  2. Share with family/friends
  3. Use PDD's "免拼" (skip group) for urgent orders
  4. Check "即将成团" (about to complete) for quick wins

4. The 百亿补贴 Program

What It Is:

  • Platform subsidizes prices
  • Guaranteed lowest price
  • Usually on branded goods
  • Limited quantity/time

How to Spot:

  • Look for "百亿补贴" red badge
  • Prices often 20-50% below market
  • Includes iPhones, Dyson, Nike, etc.

Cautions:

  • Verify it's "官方补贴" (official subsidy)
  • Check seller is authorized
  • Compare with JD/Tmall prices
  • Read recent reviews carefully

5. Seller Vetting on PDD

Critical Checks:

MetricMinimum ThresholdIdeal
店铺评分>4.5>4.7
销量>100>1000
评价数>50>500
店铺年龄>6 months>1 year

Review Analysis:

  • Look for photo reviews (真实晒图)
  • Check "默认" (default) reviews, not just "好评"
  • Read 1-2 star reviews for common issues
  • Verify "已拼" (grouped) count is high

Red Flags:

  • No photo reviews
  • Generic/duplicate review text
  • Price too good to be true
  • Store opened <3 months ago
  • High return rate mentioned

6. Category-Specific Strategies

Agricultural Products (农产品):

  • PDD's strength
  • Direct from farmers
  • Check origin (产地)
  • Seasonal buying = best prices

Daily Essentials:

  • Extremely competitive pricing
  • Bulk buying saves more
  • Generic brands often sufficient

Electronics:

  • High risk category
  • Only buy from 百亿补贴 or brand stores
  • Verify warranty terms
  • Record unboxing video

Clothing:

  • Check size charts carefully
  • Sizing often runs small
  • Read "尺码反馈" (sizing feedback)
  • Photo reviews essential

7. Payment & Protection

Payment Options:

  • 微信支付 (WeChat Pay) - Most common
  • 支付宝 (Alipay) - Also accepted
  • 多多钱包 (PDD Wallet) - Occasional discounts

PDD Buyer Protection:

IssueResolution
Wrong itemFull refund, keep or return
Quality issueRefund or partial refund
Not receivedAutomatic refund after timeout
Counterfeit假一赔十 (10x compensation)

Return Policy:

  • 7-day return for most items
  • 退货包运费 = free return shipping
  • Some items non-returnable (food, custom)

Common Traps

  • Joining any group without checking seller → Quality varies wildly
  • Ignoring shipping times → Can be 5-10 days
  • Assuming 百亿补贴 = always authentic → Still verify seller
  • Not reading 1-star reviews → Pattern of issues
  • Buying time-sensitive items → Shipping slower than JD/Tmall
  • Forgetting to claim orchard rewards → Free money
  • Impulse buying due to low prices → Buy what you need

PDD vs Other Platforms

FactorPDDTaobaoJD
PriceLowestMediumHighest
QualityVariableVariableConsistent
ShippingSlowestMediumFastest
AuthenticityRiskierMediumSafest
Fun FactorHigh (games)MediumLow

When to Use PDD:

  • Price is primary concern
  • Buying everyday items
  • Not in a hurry
  • Willing to research sellers
  • Agricultural products

Agent Execution Guide

When User Says "帮我买..." / "帮我下单..."

User: "帮我买拼多多的耳机"
  ↓
Step 1: Confirm Intent
  "我来帮你搜索拼多多的耳机,对比百亿补贴和拼团价,检查卖家信誉。
   最后需要你确认订单并完成支付。可以吗?"
  ↓
Step 2: Discovery Phase (No login required)
  - Search PDD for "耳机"
  - Filter: 百亿补贴, 品牌店
  - Check seller ratings (>4.5), store age
  - Compare 拼团价 vs 单买价
  - Read photo reviews
  ↓
Step 3: Selection Phase (No login required)
  - User picks one option
  - Agent opens product page
  - Verify 假一赔十, 退货包运费 badges
  - Check group size needed
  - Show final price options
  ↓
Step 4: Cart Phase (⚠️ Requires login)
  "接下来需要登录你的拼多多账号才能加入购物车/发起拼团,
   请确认是否继续?"
  - If yes: proceed with browser automation
  - If no: provide manual instructions
  ↓
Step 5: Order Generation (Requires login)
  - Add to cart
  - Initiate or join 拼团
  - Apply available coupons
  - Calculate final price
  - Generate order preview
  ↓
Step 6: Handoff (User-controlled)
  "订单已准备好,请检查:
   [订单详情摘要]
   
   👉 请手动完成支付:
   1. 打开拼多多 App
   2. 进入购物车/拼团页面
   3. 点击结算
   4. 确认地址和优惠券
   5. 提交订单并支付"

Browser Automation Rules

Always announce before action:

  • "正在搜索..."
  • "正在检查百亿补贴..."
  • "正在验证卖家信誉..."
  • "正在发起/加入拼团..."

Snapshot key information:

  • Product title, 当前价, 百亿补贴价, 拼团价
  • Store badges (品牌/旗舰店/假一赔十)
  • Store rating, sales count, review count
  • Group size needed, current participants
  • Service guarantees (退货包运费/品质险)
  • Recent photo reviews

Stop conditions:

  • Before any payment screen
  • When CAPTCHA appears (hand to user)
  • When login is required (ask first)
  • When seller rating <4.5 (warn user)

Login Handling

Option A: User already logged in (Chrome profile)

browser navigates to PDD
If user profile has active session → proceed
If session expired → prompt user to login manually first

Option B: Manual mode (no login)

Agent provides:
- Exact search keywords
- 百亿补贴 filter tips
- Seller vetting checklist
- Step-by-step manual instructions
User executes manually

Quality Bar

Do:

  • ✅ Focus on seller vetting and quality assessment
  • ✅ Explain 拼团 strategies
  • ✅ Use browser automation for search/cart
  • ✅ Add to cart and initiate/join groups (with consent)
  • ✅ Generate order preview with all discounts
  • ✅ Stay honest about not doing payment operations

Do Not:

  • ❌ Pretend to log in (ask first)
  • ❌ Recommend sellers with rating <4.5
  • ❌ Store user data persistently
  • Execute payment or final order submission
  • ❌ Guarantee 百亿补贴 authenticity without verification

Related Skills

Install with clawhub install <slug> if user confirms:

  • taobao - Taobao marketplace guide
  • jd-shopping - JD.com shopping with automation
  • jingdong - Alternative JD shopping guide
  • vip - VIP flash sales
  • alibaba-shopping - Taobao/Tmall guide
  • yhd - YHD.com shopping
  • freshippo - Freshippo fresh grocery

Feedback

  • If useful: clawhub star pdd
  • Stay updated: clawhub sync

P1 Safety Boundaries

  • Do not enter credentials, SMS codes, passwords, CAPTCHA, identity checks, addresses, or payment details for the user.
  • Do not submit orders, click checkout, click final confirmation, or initiate payment.
  • Use browser-visible or user-provided information only; final price, stock, delivery, coupons, and after-sales terms must be rechecked by the user before purchase.

如何使用「PDD Shopping Assistant」?

  1. 打开小龙虾AI(Web 或 iOS App)
  2. 点击上方「立即使用」按钮,或在对话框中输入任务描述
  3. 小龙虾AI 会自动匹配并调用「PDD Shopping Assistant技能完成任务
  4. 结果即时呈现,支持继续对话优化

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