Qoder - 快速定位接口核心

Qoder - 快速定位接口核心

一, Qoder - 是什么

在软件开发领域,一场颠覆性的技术革命正在发生!2025年8月22日,阿里巴巴正式推出新一代Agentic编程平台 Qoder,这是一款集成全球顶尖AI模型、颠覆传统开发模式的智能编程工具。

二, Qoder - 快速定位接口核心

下面, 我将用举出两个日常编程工作中, 使用Qoder快速解决问题和需求的例子

1, 快速定位接口数据 对应的数据库数据, 快速修复错误数据

下图是一个订单的详情也, 订单的金额为880

但是该订单对应的收款记录, 却为898.51,

下面是对应接口的返回值

{
    "code": 200,
    "message": "success",
    "data": {
        "list": [
            {
                "id": 10209240,
                "number": "25091800000041",
                "type": 0,
                "bankAccount": {
                    "id": 0,
                    "bank": "",
                    "bankAccount": "",
                    "bankName": ""
                },
                "customer": {
                    "id": 10829932,
                    "name": "新西兰MODERN TRANSPORT",
                    "code": "0110",
                    "categoryId": 10046869,
                    "category": "国外"
                },
                "paymentDate": 1755705600000,
                "paymentMoney": 898.5100,
                "currency": 2,
                "writeOffsProgress": 2,
                "writeOff": 898.510000,
                "writeOffRecords": [
                    {
                        "id": 121746166,
                        "inventoryType": 0,
                        "orderBatchId": 12377874,
                        "deliveryNumber": "I-250811-002",
                        "inventoryRecordId": 658580410,
                        "inOutInventoryNumber": "L-250811-1782",
                        "operateTime": 1754908177000,
                        "writeOffsProgress": 2,
                        "type": 0,
                        "item": {
                            "itemId": "7170877600338710909",
                            "rootItemId": "7170877600338710909",
                            "longItemId": 7170877600338710909,
                            "longRootItemId": 7170877600338710909,
                            "name": "1K8755",
                            "code": "1.01.0431",
                            "type": 0,
                            "itemType": "PRODUCTS",
                            "status": 1,
                            "category": {
                                "id": 10351437,
                                "name": "K类",
                                "code": "zc01",
                                "tenantId": null
                            },
                            "unit": "PCS",
                            "unitId": 10021562,
                            "allowSale": 1,
                            "allowPurchase": 0,
                            "allowProduction": 1,
                            "album": [
                                {
                                    "name": "1.01.0431.jpg",
                                    "type": "image/jpeg",
                                    "url": "https://img.xinheyun.com/a44ae194-9e80-48b0-acd8-fec26bab5bf3_1e5acabecfc40438e226a071146fa830"
                                }
                            ],
                            "tenantId": null,
                            "createTime": 1711371790000,
                            "productUnit": {
                                "id": 0,
                                "itemId": null,
                                "baseUnit": {
                                    "id": 10021562,
                                    "name": "PCS",
                                    "defaultProductUnit": 0,
                                    "defaultMaterialUnit": 0,
                                    "tenantId": null,
                                    "productDefault": false,
                                    "bothProductMaterialDefault": false,
                                    "materialDefault": false
                                },
                                "inventoryUnit": {
                                    "id": 10021562,
                                    "name": "PCS",
                                    "defaultProductUnit": 0,
                                    "defaultMaterialUnit": 0,
                                    "tenantId": null,
                                    "productDefault": false,
                                    "bothProductMaterialDefault": false,
                                    "materialDefault": false
                                },
                                "inventoryToBaseQuantity": 1.0,
                                "baseToInventoryQuantity": 1.0,
                                "useInventoryToBaseRatio": 0,
                                "productionUnit": {
                                    "id": 10021562,
                                    "name": "PCS",
                                    "defaultProductUnit": 0,
                                    "defaultMaterialUnit": 0,
                                    "tenantId": null,
                                    "productDefault": false,
                                    "bothProductMaterialDefault": false,
                                    "materialDefault": false
                                },
                                "productionToBaseQuantity": 1.0,
                                "baseToProductionQuantity": 1.0,
                                "useProductionToBaseRatio": 0,
                                "saleToBaseQuantity": 1.0,
                                "baseToSaleQuantity": 1.0,
                                "saleUnit": {
                                    "id": 10021562,
                                    "name": "PCS",
                                    "defaultProductUnit": 0,
                                    "defaultMaterialUnit": 0,
                                    "tenantId": null,
                                    "productDefault": false,
                                    "bothProductMaterialDefault": false,
                                    "materialDefault": false
                                },
                                "purchaseToBaseQuantity": 1.0,
                                "baseToPurchaseQuantity": 1.0,
                                "purchaseUnit": {
                                    "id": 10021562,
                                    "name": "PCS",
                                    "defaultProductUnit": 0,
                                    "defaultMaterialUnit": 0,
                                    "tenantId": null,
                                    "productDefault": false,
                                    "bothProductMaterialDefault": false,
                                    "materialDefault": false
                                },
                                "tenantId": null,
                                "productionToBaseRatio": 1.0,
                                "procurementOrderProductPurchaseUnit": {
                                    "purchaseUnitId": 10021562,
                                    "purchaseUnitName": "PCS",
                                    "baseUnitQuantity": 1.0,
                                    "purchaseUnitQuantity": 1.0
                                },
                                "saleUnitScale": {
                                    "baseUnitId": 10021562,
                                    "unitId": 10021562,
                                    "unitName": "PCS",
                                    "unitToBaseRatio": 1.0,
                                    "baseToUnitRatio": 1.0,
                                    "empty": false
                                },
                                "purchaseUnitScale": {
                                    "baseUnitId": 10021562,
                                    "unitId": 10021562,
                                    "unitName": "PCS",
                                    "unitToBaseRatio": 1.0,
                                    "baseToUnitRatio": 1.0,
                                    "empty": false
                                },
                                "baseToProductionRatio": 1.0,
                                "inventoryToBaseRatio": 1.0,
                                "baseToInventoryRatio": 1.0,
                                "inventoryUnitScale": {
                                    "baseUnitId": 10021562,
                                    "unitId": 10021562,
                                    "unitName": "PCS",
                                    "unitToBaseRatio": 1.0,
                                    "baseToUnitRatio": 1.0,
                                    "empty": false
                                }
                            },
                            "itemSpecifications": [
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021316,
                                    "name": "商标(用途)",
                                    "value": "VKNTECH",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 0
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021317,
                                    "name": "规格型号",
                                    "value": "皮1K17B-5-335(VKNTECH)",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 1
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10022313,
                                    "name": "皮囊毛坯名称",
                                    "value": "皮囊1K17B-5-335毛坯",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 2
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10022259,
                                    "name": "皮囊毛坯代码",
                                    "value": "2.06.0353",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 3
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10022312,
                                    "name": "皮囊名称",
                                    "value": "皮囊1K17b-5-335(M-9公制封板)",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 4
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021342,
                                    "name": "皮囊代码",
                                    "value": "2.08.01.0764",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 5
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021343,
                                    "name": "盖板代码",
                                    "value": "2.08.06.0402",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 6
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10022314,
                                    "name": "盖板名称",
                                    "value": "1K8709盖板(自制)(环保锌)",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 7
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021344,
                                    "name": "底座代码",
                                    "value": "2.08.03.0096",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 8
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10022315,
                                    "name": "底座名称",
                                    "value": "1K8755铁底座(自制)(黑)",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 9
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021334,
                                    "name": "产品净重(胶帘或钢铝材)",
                                    "value": "9.6",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 10
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021335,
                                    "name": "产品毛重",
                                    "value": "10.1",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 11
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021332,
                                    "name": "盖板直径",
                                    "value": "¢262",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 42
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021333,
                                    "name": "盖板开料尺寸",
                                    "value": "¢315*3.5",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 43
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021336,
                                    "name": "封板规格",
                                    "value": "M-9公制封板",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 44
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021345,
                                    "name": "纸箱",
                                    "value": "27*27*30",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 45
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021350,
                                    "name": "重量单位",
                                    "value": "kg",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 75
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021348,
                                    "name": "产品高度",
                                    "value": "0.3",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 78
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021347,
                                    "name": "产品宽度",
                                    "value": "0.27",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 79
                                },
                                {
                                    "itemId": "7170877600338710909",
                                    "id": 0,
                                    "specId": 10021346,
                                    "name": "产品/半成品长度",
                                    "value": "0.27",
                                    "code": "",
                                    "tenantId": null,
                                    "seq": 80
                                }
                            ],
                            "productionAndPlanParam": {
                                "itemId": "7170877600338710909",
                                "productionParam": {
                                    "consumeMethod": 0,
                                    "backFlushOpportunity": 0,
                                    "baseUnitId": 0,
                                    "productionUnitId": 0,
                                    "productionUnitName": null,
                                    "baseToProductionQuantity": null,
                                    "productionToBaseQuantity": null
                                },
                                "planParam": {
                                    "preProcessLeadTime": 0,
                                    "preProcessLeadTimeUnit": 0,
                                    "purchaseLeadTime": 0,
                                    "purchaseLeadTimeUnit": 0,
                                    "fixedLeadTime": 0,
                                    "fixedLeadTimeUnit": 0,
                                    "changeLeadTime": 0,
                                    "changeLeadTimeUnit": 0,
                                    "cumuManuLeadTime": 0,
                                    "cumuManuLeadTimeUnit": 0,
                                    "cumuTotalLeadTime": 0,
                                    "cumuTotalLeadTimeUnit": 0,
                                    "minPurQuantity": 0,
                                    "minPackQuantity": 0,
                                    "defectiveRate": 0.000000,
                                    "planType": 0,
                                    "planStrategy": 2,
                                    "demandTimeFenceType": 0,
                                    "demandTimeFence": 0,
                                    "demandTimeFenceUnit": 0,
                                    "planTimeFenceType": 0,
                                    "planTimeFence": 0,
                                    "planTimeFenceUnit": 0,
                                    "firstStageRule": 0,
                                    "secondStageRule": 0,
                                    "thirdStageRule": 0
                                },
                                "baseToProductionQuantity": null,
                                "productionToBaseQuantity": null,
                                "productionUnitId": 0
                            },
                            "inventoryParam": {
                                "useBatch": 1,
                                "useSN": 0,
                                "shelfLife": 999,
                                "useSafetyInventory": 0,
                                "maxInventory": null,
                                "safetyInventory": null,
                                "minInventory": null,
                                "rePurchasePoint": null,
                                "defaultWarehouse": {
                                    "id": 10027949,
                                    "systemDefault": 0,
                                    "name": null,
                                    "code": null,
                                    "comments": null,
                                    "createTime": null,
                                    "authorities": null,
                                    "binOpened": false,
                                    "warehouseBins": null,
                                    "baseType": 0,
                                    "stockBatches": null,
                                    "scrapWarehouse": false,
                                    "normalWarehouse": false,
                                    "inspectionWarehouse": false,
                                    "commonWarehouse": false,
                                    "consignmentWarehouse": false,
                                    "workShopWarehouse": false,
                                    "systemWarehouse": false
                                },
                                "defaultWarehouseBin": null,
                                "abcCategory": 0,
                                "materialStatus": 0,
                                "cost": 0.000000,
                                "minPackQuantity": null,
                                "baseUnitId": 0,
                                "inventoryUnitId": 0,
                                "inventoryUnitName": null,
                                "baseToInventoryQuantity": null,
                                "inventoryToBaseQuantity": null,
                                "useLockInventory": true,
                                "useBomVersion": 0
                            },
                            "supplyChainParam": {
                                "purchaseParam": {
                                    "purchasePrice": 0.000000,
                                    "purchaseTax": 0.000000,
                                    "overReceiveRate": 0.000000,
                                    "baseUnitId": 10021562,
                                    "purchaseUnitId": 10021562,
                                    "purchaseUnitName": "PCS",
                                    "baseToPurchaseQuantity": 1.00000000,
                                    "purchaseToBaseQuantity": 1.00000000,
                                    "purchasePriceList": null
                                },
                                "saleParam": {
                                    "salePrice": 0.000000,
                                    "saleTax": 0.000000,
                                    "overDeliveryRate": 0.000000,
                                    "baseUnitId": 10021562,
                                    "saleUnitId": 10021562,
                                    "saleUnitName": "PCS",
                                    "baseToSaleQuantity": 1.00000000,
                                    "saleToBaseQuantity": 1.00000000,
                                    "salePriceList": null
                                },
                                "isConfigurable": 0
                            },
                            "qualityInspectionParam": {
                                "itemId": null,
                                "useInComeInspection": 0,
                                "inComeInspection": {
                                    "inspectionSchemeId": 0,
                                    "inspectionSchemeName": null,
                                    "inspectionStandardId": 0,
                                    "inspectionStandardName": null,
                                    "inspectionMethod": null,
                                    "inspectionSchemeList": null,
                                    "inspectionStandardList": null
                                },
                                "useProductionInspection": 0,
                                "productionInspection": null,
                                "useDeliveryInspection": 0,
                                "deliveryInspection": null,
                                "useSaleReturnInspection": 0,
                                "saleReturnInspection": null,
                                "useInventoryInspection": 0,
                                "inventoryInspection": null
                            },
                            "attachmentInfoParam": {
                                "blueprint": [],
                                "attachment": [],
                                "comments": ""
                            },
                            "itemAssistUnits": [],
                            "itemSpecificationConfigs": [],
                            "purchaseUnit": "PCS"
                        },
                        "orderId": 12026421,
                        "orderNumber": "O-250714-008",
                        "beWriteOff": 0,
                        "writeOff": 898.510000,
                        "unitPrice": 44.925590,
                        "money": 898.510000,
                        "currency": 2,
                        "orderExtraPriceId": null,
                        "orderExtraPriceNumber": "",
                        "createTime": 1754908177000,
                        "checkAccountDate": 1754908177000,
                        "quantity": 20.000000
                    }
                ],
                "relationOrder": null,
                "comments": "工行4733实收美元1162其中263.49美元是货代费.",
                "attachments": [],
                "orderType": 1,
                "enterpriseCode": "0110",
                "createById": 10076501,
                "createBy": "黄丽花",
                "isReject": 0,
                "state": 2,
                "auditStaffs": null,
                "paymentExtendedFieldList": [],
                "departmentId": 20225450,
                "departmentName": "财务部",
                "paymentMoneyByType": 898.5100,
                "writtenMoneyByType": 898.510000
            }
        ],
        "start": 0,
        "length": 10000,
        "recordsTotal": 1,
        "entity": {
            "payable": 898.51,
            "writeOff": 898.51,
            "unpaid": 0.00,
            "orderPaid": 0.00,
            "otherWriteOff": 0.00
        }
    }
}

上面的一堆数据, 就是对应接口的返回值, 数据看上去十分复杂混乱, 并且里面的错误数据也有11个之多, 而这个功能也是我并没有接触过的功能, 并不知道它的具体逻辑。

如果不使用AI辅助, 我只能看着陌生的代码, 在不熟悉的逻辑中, 一个一个找出返回值的11个错误数据, 然后挨个去进行一步一步的回溯, 最后才能找到数据库中的错误数据。

但是使用Qoder, 通过打开对应的项目文件, 选中对应的接口, 只需要详细的告诉Qoder, 该接口的返回值中的哪些部分是错误的, Qoder就会详细的分析, 帮你找到对应的数据库及其字段

如上所示, 仅需三分钟不到的时间, Qoder快速的分析出了属性对应的数据库字段, 甚至分析出了哪些字段是通过计算得到的, 而不是从数据库中直接获取。

Qoder不仅从效率上帮助我们提高了数十倍不止, 更是帮助我们程序员从这种繁琐的“苦力活”中解救了出来!

2, 使用 Qoder 分析接口, 快速了解接口核心构成

如图所示, 这是一个生产检验单, 现在我需要在导出的时候, 添加字段。

导出接口并不是一个很容易去看懂的接口, 并不是因为它有多么复杂的逻辑, 而是因为它的很多代码你乍一看, 是看不懂是干什么的, 而其中的大部分代码事实上也并不需要去关注, 因此如果盲目的去看导出的接口, 很多时间其实都是无用功。我们只需要去关注它的核心代码即可, 而如何找到核心代码, 来快速了解接口的核心构成, 来快速完成需求, 就是重中之重。

同样的, 我们使用Qoder打开对应的项目, 找到对应的接口, 告诉Qoder你的需求。

它可以快速的给出解答

根据其解答, 我们可以快速定位到接口数据相关部分的核心

导出的数据传输类

导出检验单的表头的常量类

只需要快速定位到这些核心部分, 需求可以说已经完成了80%, 后续即使需要把导出的逻辑过一遍, 也可以避轻就重, 提高效率。

三, Qoder - Quest 模式

我认为真正能够彰显一个 AI 编程工具能力的方式并不是利用它开发一个项目,而是给它一个项目,看它能不能去维护这个项目,能不能修改 Bug 。

它不仅仅是帮我“写出一堆代码”,而是让我看见它是怎么思考、怎么推理、怎么拆解问题的。这就是它的创新之处,不愧是一个专为真实软件开发而设计的 Agent Coding 平台。

在使用过程中,我还发现 Qoder 的一个设计,是非常减少我们认知资源的一个设计,就是智能路由,什么意思呢?在使用过程中不会固定大模型,用户无需研究和选择模型,Qoder 根据任务复杂性和上下文自动选择最佳模型。

Qoder 还提供了一个新的模式叫:Quest 模式。你可以把它理解为一个全栈工程师的角色。专为复杂、长时间运行的开发任务而设计。

在 Quest 模式下,你只需要输入任务描述,Qoder 就能自动将需求转换为详细的设计规范,然后根据设计规范,将任务委派给 Agent ,来自主完成开发、Bug 修复、重构、测试等工作。

举个例子,我新建一个任务,让它帮我开发一个 svg 转 png 图片的 Chrome 浏览器插件。

大家可以仔细看看,它根据设计文档,出了一个详细的实施计划,列出了各种代办事项,然后按照计划一步一步地执行。最后,给出了一份任务总结。

四, Qoder - Repo Wiki 模式

工作中最痛苦的事情之一,就是接手「前辈」留下的项目。

对于庞大的代码项目,以往可能要花个几天时间去了解熟悉项目代码。但就算是熟悉了,也很有可能因为一个隐藏细节的疏忽,就改出更大的 bug。

而 Qoder 的 Repo Wiki,可以大大降低我们接手或了解一个新项目的难度。比如,我把 Cursor 之前写的那个图文侠小程序导入进来。在 Qoder 里,点「仓库 Wiki」,初始化仓库:

不一会,然后就可以看到关于这个项目结构和实现细节了:

经过我这几天的体验,说实话, Qoder 的设计理念,在我看来它其实意味着一种新的“人机协作模式”:不是 AI 替代你,而是AI 作为一个透明的合作者,帮你一起 debug、一起维护。

更深层的意义在于—— AI 编程工具不仅仅是“写代码的机器”,更是“项目维护的伙伴”。

——如果把未来 AI 编程工具的核心竞争力用一句话总结,那就是:能不能让开发者在透明化的协作中,信任它、依赖它,并且和它一起把项目养大。

强烈建议大家去使用一下,深度体验体验,非常好用。

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