{
  "name": "review-highlight-extraction",
  "displayName": "好评亮点提取",
  "description": "从好评中提取用户最认可的产品亮点，识别竞品核心卖点和可借鉴的优势",
  "category": "review-analysis",
  "version": "1.3.0",
  "type": "analysis",
  "parameters": {
    "reviewCorpus": {
      "type": "object",
      "required": true,
      "description": "review-batch-collection 输出的评论语料"
    },
    "targetAsins": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "required": false,
      "description": "指定分析的ASIN"
    },
    "highlightCategories": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "required": false,
      "default": [
        "品质感知",
        "功能表现",
        "设计美学",
        "使用体验",
        "性价比",
        "包装送礼"
      ],
      "description": "预定义亮点类别"
    }
  },
  "pipeline": [
    {
      "step": 1,
      "name": "过滤好评",
      "type": "filter",
      "logic": "filterPositiveReviews(reviewCorpus.reviews, { stars: [4, 5], targetAsins })",
      "algorithm": {
        "filter": "star>=4 && (targetAsins.length==0 || targetAsins.includes(asin))",
        "implementation": "遍历reviews数组，保留star>=4的评论，可选按targetAsins进一步过滤"
      },
      "output": "positiveReviews"
    },
    {
      "step": 2,
      "name": "AI提取亮点主题",
      "type": "ai",
      "logic": "extractHighlights(positiveReviews, { highlightCategories })",
      "aiConfig": {
        "systemPrompt": "你是跨境电商VOC分析师。只输出一个合法JSON对象。禁止输出Markdown、代码围栏、解释文字。",
        "userPromptTemplate": "以下是好评样本（[星级][ASIN] 标题 | 摘要）。请归纳产品亮点主题，按用户认可度排序：\n${payload}",
        "outputFormat": "{\"highlights\":[{\"topic\":\"穿着舒适\",\"score\":90,\"category\":\"使用体验\",\"examples\":[\"超级舒服\"]}]}",
        "temperature": 0.2,
        "maxTokens": 2000,
        "payloadFormat": "每条评论格式化为 [star★][ASIN] title | content截取前200字，按batch发送给AI"
      },
      "output": "rawHighlights"
    },
    {
      "step": 3,
      "name": "亮点聚类+热度排序",
      "type": "compute",
      "logic": "clusterAndRank(rawHighlights, positiveReviews)",
      "algorithm": {
        "cluster": "语义相近的合并为一个topic，各最多8条",
        "hotScore": "score = frequency*0.5 + sentimentIntensity*0.3 + helpfulCount*0.2",
        "implementation": "将AI返回的亮点按topic合并，统计frequency，用hotScore公式排序"
      },
      "output": "rankedHighlights"
    },
    {
      "step": 4,
      "name": "识别竞品核心卖点",
      "type": "compute",
      "logic": "identifyCompetitorAdvantages(rankedHighlights, targetAsins)",
      "algorithm": {
        "perAsin": "每个ASIN的top3亮点 = 该竞品核心卖点",
        "shared": "多个竞品共有的亮点 = 品类基本需求",
        "unique": "某竞品独有亮点 = 其差异化优势",
        "implementation": "按ASIN分组亮点，找出多个ASIN共有的(品类基本需求)和单ASIN独有的(差异化优势)"
      },
      "output": "competitorAdvantages"
    },
    {
      "step": 5,
      "name": "Listing卖点植入建议",
      "type": "compute",
      "logic": "generateListingSellpointAdvice(rankedHighlights, competitorAdvantages)",
      "algorithm": {
        "titleAdvice": {
          "rule": "将top3亮点词根植入标题前65字符",
          "format": "核心词前置 + 用户意图补充 + 中文意图提示"
        },
        "bulletAdvice": {
          "rule": "前1-2个bullet自然融入高频亮点词",
          "highlight": "突出用户意图，与竞品做差异化"
        },
        "aplusAdvice": "A+页面突出好评主题场景化展示，强化用户信任",
        "sellpointPriority": "品类共有亮点(必备基础) > 本品独有亮点(差异化) > 竞品独有亮点(跟进参考)"
      },
      "output": "listingSellpointAdvice"
    }
  ],
  "response": {
    "type": "object",
    "properties": {
      "highlights": {
        "type": "array",
        "description": "按频率排序的亮点列表",
        "items": {
          "type": "object",
          "properties": {
            "topic": {
              "type": "string"
            },
            "score": {
              "type": "integer",
              "description": "0-100热度"
            },
            "category": {
              "type": "string"
            },
            "frequency": {
              "type": "integer"
            },
            "examples": {
              "type": "array",
              "items": {
                "type": "string"
              }
            }
          }
        }
      },
      "competitorAdvantages": {
        "type": "object",
        "description": "各竞品的独有亮点",
        "additionalProperties": {
          "type": "array"
        }
      },
      "actionableInsights": {
        "type": "array",
        "description": "可执行的产品策略建议",
        "items": {
          "type": "object",
          "properties": {
            "insight": {
              "type": "string"
            },
            "action": {
              "type": "string"
            },
            "priority": {
              "type": "string",
              "enum": [
                "high",
                "medium",
                "low"
              ]
            }
          }
        }
      },
      "listingSellpointAdvice": {
        "type": "object",
        "description": "Listing卖点植入建议",
        "properties": {
          "titleKeywords": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "description": "建议植入标题的亮点词根"
          },
          "bulletHighlights": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "description": "建议在bullet中突出的卖点"
          },
          "aplusThemes": {
            "type": "array",
            "items": {
              "type": "string"
            },
            "description": "A+页面建议展示的场景主题"
          },
          "sellpointPriority": {
            "type": "array",
            "items": {
              "type": "object",
              "properties": {
                "sellpoint": {
                  "type": "string"
                },
                "type": {
                  "type": "string",
                  "enum": [
                    "required",
                    "differentiation",
                    "reference"
                  ]
                },
                "source": {
                  "type": "string"
                }
              }
            }
          }
        }
      }
    }
  },
  "timeout": 300000,
  "retry": {
    "maxAttempts": 2,
    "delay": 1000,
    "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"
    }
  }
}