Shop on JD.com with seller-trust checks, review analysis, and cart prep; user handles login and payment.
Coding
PDD Shopping Assistant
Try itPinduoduo 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...
What it does
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.
The skill document
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-analyzerfor same-item comparison across Taobao, JD, PDD, and Vipshopjd-shoppingwhen trust and fulfillment matter more than absolute low pricevipwhen the user is shopping branded discount inventory rather than marketplace deals
Capabilities
v2.0 - Browser Automation Support
| Operation | Auth Required | Description |
|---|---|---|
| Search | Optional | Search products, filter by category/price |
| 百亿补贴 | Optional | Browse platform-subsidized deals |
| 拼团 | Optional | View group buying options, join existing groups |
| Seller Vetting | Optional | Check store ratings, reviews, badges |
| Product Detail | Optional | View specs, prices, service guarantees |
| Add to Cart | ✅ Required | Add items to shopping cart |
| View Cart | ✅ Required | Review cart contents |
| Join Group Buy | ✅ Required | Initiate or join 拼团 |
| Apply Coupons | ✅ Required | Check and apply platform/seller coupons |
| Generate Order Preview | ✅ Required | Calculate final price with subsidies |
| Payment | ❌ Blocked | User 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
| Topic | File |
|---|---|
| Group buying guide | groupbuy.md |
| Seller vetting | sellers.md |
| Quality assessment | quality.md |
| Browser automation | browser-workflow.md |
Workflow
Phase 1: Discovery (Agent-Assisted)
- Search - Agent searches PDD for target products
- 百亿补贴 - Check platform-subsidized deals
- Filter & Sort - Apply filters (price, sales, ratings)
- Seller Vetting - Agent checks store badges, ratings, reviews
- Group Buy Options - View 拼团 prices vs solo prices
Phase 2: Selection (Agent-Assisted)
- Product Detail - Agent opens selected product page
- Price Analysis - Compare 当前价 / 百亿补贴价 / 拼团价
- Service Verification - Check 假一赔十, 退货包运费, 品质险
- Review Check - Read recent reviews, photo reviews
- Group Decision - Solo buy vs join group vs start group
Phase 3: Cart & Pre-Order (Agent-Assisted with Login)
- Add to Cart - Agent adds item to cart (requires login)
- Group Buy Action - Initiate or join 拼团 (requires login)
- Cart Review - Agent shows cart contents
- Coupon Application - Agent checks platform + seller coupons
- Order Summary - Agent generates complete order preview
Phase 4: Checkout (User-Controlled)
- Handoff - Agent presents final order details
- User Review - User confirms all details
- Payment - ⚠️ User completes payment manually
- 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 →
useronly 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:
| Feature | How It Works | Benefit |
|---|---|---|
| 拼团 (Group Buy) | Join others for lower price | 10-40% savings |
| 百亿补贴 (Billion Subsidy) | Platform-subsidized deals | Guaranteed low prices |
| 砍价 (Price Chop) | Share to friends for discounts | Free/discounted items |
| 多多果园 (Orchard Game) | Gamified discounts | Play 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
| Badge | Meaning | Trust 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:
| Indicator | Good 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:
| Stage | Action | Time Limit |
|---|---|---|
| 发起 (Initiate) | Start a group | 24 hours |
| 参团 (Join) | Join existing group | Until full |
| 成团 (Complete) | Minimum members reached | - |
| 发货 (Ship) | Order processes | 1-3 days |
Group Size Typical:
- Small: 2 people (easy to complete)
- Medium: 3-5 people
- Large: 10+ people (biggest discounts)
Strategies:
- Join existing groups (faster)
- Share with family/friends
- Use PDD's "免拼" (skip group) for urgent orders
- 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:
| Metric | Minimum Threshold | Ideal |
|---|---|---|
| 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:
| Issue | Resolution |
|---|---|
| Wrong item | Full refund, keep or return |
| Quality issue | Refund or partial refund |
| Not received | Automatic 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
| Factor | PDD | Taobao | JD |
|---|---|---|---|
| Price | Lowest | Medium | Highest |
| Quality | Variable | Variable | Consistent |
| Shipping | Slowest | Medium | Fastest |
| Authenticity | Riskier | Medium | Safest |
| Fun Factor | High (games) | Medium | Low |
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 if user confirms:
taobao- Taobao marketplace guidejd-shopping- JD.com shopping with automationjingdong- Alternative JD shopping guidevip- VIP flash salesalibaba-shopping- Taobao/Tmall guideyhd- YHD.com shoppingfreshippo- 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.
Related skills
Taobao price and competitor comparison assistant. Input a Taobao title/link or product need; compare JD, PDD, and Vipshop using browser-visible evidence, nor...
Alibaba ecosystem shopping assistant. Input a buying need or product link; choose between Taobao, Tmall, and 1688, compare platform fit, seller trust, visibl...
Browser shopping assistant. Input a product link or keyword; compare browser-visible prices, seller type, reviews, promotions, delivery/return signals, and a...
Meituan public local-life decision assistant. Compare visible merchant, fee, discount, ETA, review-risk, threshold, and refund-friction signals, then recomme...
Redirect: jingdong has been merged into jd-shopping. Use jd-shopping for JD.com search, review checks, price comparison, SKU selection, and safe cart prepara...