openclaw-voc-skill/review-analysis/review-keyword-cloud/api-config.json

{
  "name": "review-keyword-cloud",
  "displayName": "评论关键词云",
  "description": "从评论语料生成关键词云，结合ASIN反查关键词，每个关键词带情感标签，构建VOC关键词库",
  "category": "review-analysis",
  "version": "1.3.0",
  "type": "orchestration",
  "parameters": {
    "reviewCorpus": {
      "type": "object",
      "required": true,
      "description": "review-batch-collection 输出的评论语料"
    },
    "asins": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "required": false,
      "description": "ASIN列表，用于调用反查关键词补充"
    },
    "domain": {
      "type": "integer",
      "required": false,
      "default": 1,
      "description": "Amazon站点"
    },
    "topN": {
      "type": "integer",
      "required": false,
      "default": 50,
      "description": "返回Top N关键词"
    },
    "language": {
      "type": "string",
      "required": false,
      "default": "en",
      "description": "语言"
    }
  },
  "pipeline": [
    {
      "step": 1,
      "name": "评论文本分词+高频短语提取",
      "type": "compute",
      "logic": "tokenizeAndExtract(reviewCorpus)",
      "algorithm": {
        "tokenize": "分词并去除停用词",
        "ngrams": "提取高频单词和短语（1-gram, 2-gram, 3-gram）",
        "frequency": "统计词频"
      },
      "output": "reviewKeywords"
    },
    {
      "step": 2,
      "name": "ASIN反查搜索关键词",
      "condition": "asins && asins.length > 0",
      "forEach": "asins",
      "api": {
        "service": "SorftimeApiService.getAsinKeywords",
        "endpoint": "/api/ASINRequestKeyword",
        "method": "POST",
        "forwardUrl": "https://server.fmode.cn/api/voc-ecom/forward",
        "headers": {
          "Authorization": "Bearer {{vocToken}}"
        },
        "requestBody": {
          "ASIN": "${asin}"
        },
        "queryParams": {
          "domain": "${domain}"
        }
      },
      "output": "searchKeywords",
      "responseExtract": "Array<{ Keyword, KeywordCNName, SearchVolume, SearchRank }>"
    },
    {
      "step": 3,
      "name": "合并关键词+情感标注",
      "type": "compute",
      "logic": "mergeAndAnnotate(reviewKeywords, searchKeywords, topN)",
      "algorithm": {
        "merge": "合并评论关键词和搜索关键词",
        "source": "标注来源（review/search/both）",
        "sentiment": "基于情感词典和上下文判断 positive/negative/neutral",
        "weight": "按频率/搜索量/关联ASIN数加权排序",
        "categorize": "分类: 产品特性/使用场景/购买决策/问题反馈"
      },
      "output": "keywordCloud"
    }
  ],
  "response": {
    "type": "object",
    "properties": {
      "keywordCloud": {
        "type": "array",
        "description": "关键词云数据",
        "items": {
          "type": "object",
          "properties": {
            "keyword": {
              "type": "string"
            },
            "weight": {
              "type": "integer"
            },
            "frequency": {
              "type": "integer"
            },
            "source": {
              "type": "string",
              "enum": [
                "review",
                "search",
                "both"
              ]
            },
            "sentiment": {
              "type": "string",
              "enum": [
                "positive",
                "negative",
                "neutral"
              ]
            },
            "searchVolume": {
              "type": "integer"
            },
            "relatedAsins": {
              "type": "integer"
            }
          }
        }
      },
      "categories": {
        "type": "object",
        "description": "关键词分类",
        "properties": {
          "产品特性": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "使用场景": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "购买决策": {
            "type": "array",
            "items": {
              "type": "string"
            }
          },
          "问题反馈": {
            "type": "array",
            "items": {
              "type": "string"
            }
          }
        }
      },
      "searchKeywords": {
        "type": "array",
        "items": {
          "type": "object",
          "properties": {
            "keyword": {
              "type": "string"
            },
            "searchVolume": {
              "type": "integer"
            },
            "rank": {
              "type": "integer"
            }
          }
        }
      },
      "totalKeywords": {
        "type": "integer"
      },
      "reviewKeywordsCount": {
        "type": "integer"
      },
      "searchKeywordsCount": {
        "type": "integer"
      },
      "overlapKeywords": {
        "type": "integer"
      }
    }
  },
  "timeout": 300000,
  "retry": {
    "maxAttempts": 2,
    "delay": 2000,
    "backoffMultiplier": 2
  },
  "tokenConfig": {
    "type": "bearer",
    "configFile": "~/.openclaw/voc-credentials.json",
    "tokenField": "vocToken",
    "currentToken": "r:858b3ee92314d5447d1fc3cdc10462d7",
    "resolutionOrder": [
      "configFile",
      "currentToken"
    ],
    "apigId": "Vo3ROWEvDy",
    "paymentUrlResolution": {
      "description": "动态构建充值URL：通过当前token查出用户objectId，拼接到充值页面",
      "steps": [
        "1. 从 voc-credentials.json 或 currentToken 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=Vo3ROWEvDy&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": "Vo3ROWEvDy",
        "fun_id": "HOkkX72PMF"
      },
      "balanceCheckEndpoint": "https://server.fmode.cn/api/apig/getApig"
    },
    "onMissing": {
      "action": "resolveUserThenShowPayment",
      "title": "扫码开通 VOC-AI 数据服务",
      "message": "此 Skill 需要有效的 API Token。请按以下步骤操作：\n1. 如果你已有 Token，请告诉我，我会保存到 ~/.openclaw/voc-credentials.json\n2. 如果没有 Token，我会引导你扫码充值开通"
    },
    "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"
          ]
        },
        {
          "responseField": "message",
          "operator": "contains",
          "value": [
            "余额不足",
            "insufficient",
            "balance"
          ]
        }
      ],
      "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"
    }
  }
}