{
  "name": "review-batch-collection",
  "displayName": "评论批量采集",
  "description": "对多个ASIN批量采集Amazon评论，支持翻页和星级过滤，输出结构化评论语料库",
  "category": "review-analysis",
  "version": "1.3.0",
  "type": "orchestration",
  "parameters": {
    "asins": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "required": true,
      "description": "ASIN列表"
    },
    "maxPagesPerAsin": {
      "type": "integer",
      "required": false,
      "default": 5,
      "description": "每个ASIN最大翻页数"
    },
    "starFilter": {
      "type": "array",
      "items": {
        "type": "integer",
        "enum": [
          1,
          2,
          3,
          4,
          5
        ]
      },
      "required": false,
      "description": "星级过滤，不传则全部"
    },
    "onlyVerifiedPurchase": {
      "type": "boolean",
      "required": false,
      "default": false,
      "description": "只采集已验证购买"
    },
    "domain": {
      "type": "integer",
      "required": false,
      "default": 1,
      "description": "Amazon站点"
    }
  },
  "pipeline": [
    {
      "step": 1,
      "name": "批量ASIN×多页评论采集",
      "forEach": "asins × [1..maxPagesPerAsin] × (starFilter || [null])",
      "api": {
        "service": "SorftimeApiService.getProductReviews",
        "endpoint": "/api/ProductReviewsQuery",
        "method": "POST",
        "forwardUrl": "https://server.fmode.cn/api/voc-ecom/forward",
        "headers": {
          "Authorization": "Bearer {{vocToken}}"
        },
        "requestBody": {
          "ASIN": "${asin}",
          "Star": "${star || ''}",
          "PageIndex": "${pageIndex}",
          "OnlyPurchase": "${onlyVerifiedPurchase ? 1 : 0}",
          "QueryStartDt": ""
        },
        "queryParams": {
          "domain": "${domain}"
        },
        "rateLimit": "400ms between requests per ASIN"
      },
      "output": "rawReviews",
      "responseFields": {
        "note": "Sorftime返回的评论字段为PascalCase",
        "Star": "integer, 1-5",
        "Title": "string, 评论标题",
        "Content": "string, 评论正文",
        "ConsumerName": "string",
        "ConsumerURL": "string, 用户主页链接",
        "ReviewsDate": "string, 格式'20260204'",
        "ReviewedCountry": "string, 如'United States'",
        "IsVP": "boolean, 已验证购买",
        "Helpful": "integer",
        "ReviewsLink": "string, 评论链接",
        "Asin": "string",
        "AsinProperty": "string, 变体属性",
        "Resource": "array, 图片",
        "Videos": "array"
      },
      "pagination": "多页采集时每页请求间隔400ms避免限流，PageIndex从1开始递增直到无更多数据"
    },
    {
      "step": 2,
      "name": "去重+清洗",
      "type": "compute",
      "logic": "deduplicateAndClean(rawReviews)",
      "algorithm": {
        "deduplicate": "按ReviewsLink去重",
        "clean": "过滤Content长度<10的无效短评论",
        "normalize": "统一字段名为cabmelCase: Star→star, Content→content, ReviewsDate→reviewDate"
      },
      "output": "cleanedReviews"
    },
    {
      "step": 3,
      "name": "统计汇总",
      "type": "compute",
      "logic": "computeStats(cleanedReviews)",
      "algorithm": {
        "perAsin": "{ total, avgRating, positiveRate(4-5★%), negativeRate(1-2★%), neutralRate(3★%) }",
        "overall": "{ totalReviews, asinsCollected, avgStarDistribution }",
        "starDistribution": "统计各星级评论数: groupBy(star) → {1:n,2:n,3:n,4:n,5:n}"
      },
      "output": "stats"
    },
    {
      "step": 4,
      "name": "竞品VOC对比汇总",
      "type": "compute",
      "logic": "computeCompetitorVocComparison(cleanedReviews, asins, { ownAsins })",
      "algorithm": {
        "grouping": "将ASIN分为本店(ownAsins)和竞品两组",
        "perGroup": {
          "count": "产品数",
          "avgRating": "加权平均评分 = sum(rating*ratingsCount)/sum(ratingsCount)",
          "totalReviews": "总评论数",
          "negativeRate": "差评率 = avg(1★%+2★%) per product",
          "topProducts": "按ratingsCount降序取top5产品: { asin, title(40字), rating, ratingsCount, negativeRate }"
        },
        "starPctFields": "星级百分比字段: oneStartRatings/twoStartRatings/threeStartRatings/fourStartRatings/fiveStartRatings",
        "ratingCalc": "rawRating>0用rawRating; 否则starSum>0时(1*one+2*two+3*three+4*four+5*five)/starSum"
      },
      "output": "vocComparison"
    }
  ],
  "response": {
    "type": "object",
    "properties": {
      "reviews": {
        "type": "array",
        "description": "清洗后的评论列表",
        "items": {
          "type": "object",
          "properties": {
            "asin": {
              "type": "string"
            },
            "star": {
              "type": "integer",
              "description": "1-5"
            },
            "title": {
              "type": "string"
            },
            "content": {
              "type": "string"
            },
            "consumerName": {
              "type": "string"
            },
            "reviewDate": {
              "type": "string",
              "description": "原始ReviewsDate格式20260204"
            },
            "isVerifiedPurchase": {
              "type": "boolean",
              "description": "原始IsVP"
            },
            "helpful": {
              "type": "integer"
            },
            "reviewLink": {
              "type": "string",
              "description": "原始ReviewsLink"
            },
            "variant": {
              "type": "string",
              "description": "原始AsinProperty"
            },
            "country": {
              "type": "string",
              "description": "原始ReviewedCountry"
            }
          }
        }
      },
      "stats": {
        "type": "object",
        "description": "采集统计概况",
        "properties": {
          "totalReviews": {
            "type": "integer"
          },
          "asinsCollected": {
            "type": "integer"
          },
          "avgRating": {
            "type": "number"
          },
          "positiveRate": {
            "type": "number"
          },
          "negativeRate": {
            "type": "number"
          },
          "perAsinStats": {
            "type": "object"
          }
        }
      },
      "vocComparison": {
        "type": "object",
        "description": "本店vs竞品VOC对比",
        "properties": {
          "own": {
            "type": "object",
            "properties": {
              "count": {
                "type": "integer"
              },
              "avgRating": {
                "type": "number"
              },
              "totalReviews": {
                "type": "integer"
              },
              "negativeRate": {
                "type": "number"
              },
              "products": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "asin": {
                      "type": "string"
                    },
                    "title": {
                      "type": "string"
                    },
                    "rating": {
                      "type": "number"
                    },
                    "ratingsCount": {
                      "type": "integer"
                    },
                    "negativeRate": {
                      "type": "number"
                    }
                  }
                }
              }
            }
          },
          "competitor": {
            "type": "object",
            "properties": {
              "count": {
                "type": "integer"
              },
              "avgRating": {
                "type": "number"
              },
              "totalReviews": {
                "type": "integer"
              },
              "negativeRate": {
                "type": "number"
              },
              "products": {
                "type": "array",
                "items": {
                  "type": "object",
                  "properties": {
                    "asin": {
                      "type": "string"
                    },
                    "title": {
                      "type": "string"
                    },
                    "rating": {
                      "type": "number"
                    },
                    "ratingsCount": {
                      "type": "integer"
                    },
                    "negativeRate": {
                      "type": "number"
                    }
                  }
                }
              }
            }
          }
        }
      }
    }
  },
  "timeout": 300000,
  "retry": {
    "maxAttempts": 3,
    "delay": 2000,
    "backoffMultiplier": 2
  },
  "tokenConfig": {
    "type": "bearer",
    "configFile": "~/.openclaw/voc-credentials.json",
    "tokenField": "vocToken",
    "resolutionOrder": [
      "configFile"
    ],
    "apigId": "7HwdQZk55B",
    "paymentUrlResolution": {
      "description": "动态构建充值URL：在已存在 session token 时查出用户 objectId，拼接到专属充值页面",
      "steps": [
        "1. 从 voc-credentials.json 获取当前 session token",
        "2. 调用 GET https://server.fmode.cn/parse/users/me （Header: X-Parse-Application-Id: ncloudmaster, X-Parse-Session-Token: {token}）获取用户 objectId",
        "3. 拼接充值URL: https://app.fmode.cn/dev/apig-pay/?user={objectId}&apigid=7HwdQZk55B&fun_id=HOkkX72PMF",
        "4. 将该URL展示给用户，引导扫码支付"
      ],
      "userResolveEndpoint": "https://server.fmode.cn/parse/users/me",
      "userResolveHeaders": {
        "X-Parse-Application-Id": "ncloudmaster",
        "X-Parse-Session-Token": "{vocToken}"
      },
      "paymentBaseUrl": "https://app.fmode.cn/dev/apig-pay/",
      "paymentParams": {
        "user": "{resolvedUserId}",
        "apigid": "7HwdQZk55B",
        "fun_id": "HOkkX72PMF"
      },
      "balanceCheckEndpoint": "https://server.fmode.cn/api/apig/getApig"
    },
    "onMissing": {
      "action": "showPaymentQR",
      "qrCodeUrl": "https://app.fmode.cn/dev/apig-pay/?apigid=7HwdQZk55B&fun_id=HOkkX72PMF",
      "title": "扫码开通 VOC-AI 数据服务",
      "message": "此 Skill 需要有效的 API Token。请先打开充值页面完成登录和充值；当用户提供 session token 后，请由 OpenClaw 运行 node scripts/tools/set-voc-token.js <session-token> 写入 ~/.openclaw/voc-credentials.json 的 vocToken 字段，再重试当前 Skill。",
      "tokenSetupCommandTemplate": "node scripts/tools/set-voc-token.js {sessionToken}",
      "tokenSetupInstructions": "当用户完成登录和充值后，如果用户把 session token 发给你，请直接运行 node scripts/tools/set-voc-token.js <session-token> 写入 ~/.openclaw/voc-credentials.json，然后重试当前 Skill。"
    },
    "onBalanceInsufficient": {
      "action": "resolveUserThenShowPayment",
      "title": "VOC-AI Token 余额不足，请扫码充值",
      "message": "当前 Token 余额不足，我将为你生成专属充值链接，扫码支付后即可继续使用。"
    }
  },
  "errorHandling": {
    "balanceInsufficient": {
      "conditions": [
        {
          "responseField": "code",
          "operator": "in",
          "value": [
            -2,
            -3,
            -10,
            402,
            429
          ]
        },
        {
          "responseField": "msg",
          "operator": "contains",
          "value": [
            "余额不足",
            "insufficient",
            "balance",
            "quota",
            "没有开通",
            "权限或余额"
          ]
        },
        {
          "responseField": "mess",
          "operator": "contains",
          "value": [
            "余额不足",
            "insufficient",
            "balance",
            "quota",
            "没有开通",
            "权限或余额"
          ]
        },
        {
          "responseField": "message",
          "operator": "contains",
          "value": [
            "余额不足",
            "insufficient",
            "balance",
            "没有开通",
            "权限或余额"
          ]
        }
      ],
      "matchMode": "any",
      "trigger": "tokenConfig.onBalanceInsufficient"
    },
    "unauthorized": {
      "conditions": [
        {
          "responseField": "code",
          "operator": "in",
          "value": [
            401,
            403
          ]
        },
        {
          "responseField": "msg",
          "operator": "contains",
          "value": [
            "unauthorized",
            "token",
            "invalid",
            "auth"
          ]
        }
      ],
      "matchMode": "any",
      "trigger": "tokenConfig.onMissing"
    }
  }
}