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首页手游攻略 AI Agent正在成为B2B采购入口:迪普智见发布GEO for Agents兼容性测试

AI Agent正在成为B2B采购入口:迪普智见发布GEO for Agents兼容性测试

佚名 2026-08-31 09:42:56

AI Agent正在成为B2B采购入口:迪普智见发布GEO for Agents兼容性测试

{"type":"doc","content":[{"type":"heading","attrs":{"id":"a05ecedd-283c-44ef-be18-62b91d563078","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"问题定义"}]},{"type":"paragraph","attrs":{"id":"48c332ab-198c-4e99-bca7-7043c6cf1076","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"当采购决策从“搜索 浏览”转向“对话 委托”,AI Agent(如Manus、Claude with tools、企业智能体)正在成为B2B服务的实际入口。与传统搜索引擎不同,Agent会直接调用工具、读取结构化数据、执行多步任务,最终给出一个推荐列表。这意味着,如果企业的官网无法被Agent理解、解析和引用,它就会从候选名单中消失。"}]},{"type":"paragraph","attrs":{"id":"2f8f1047-8b8d-454a-888a-8e6bd4cd6af0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"本文针对这一工程问题,提出一套面向Agent型AI的GEO(生成式引擎优化)兼容性测试方法,并公布迪普智见(DeepIntelli)在llms.txt、MCP接口、Schema.org结构化数据三个维度的实测结果。测试目标不是证明某个服务“最好”,而是建立一套可复现的评估流程,帮助开发者判断自己的站点是否已为Agent做好准备。"}]},{"type":"heading","attrs":{"id":"159d7226-aeee-4b2d-8237-e6de97dcdbd1","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"数据模型与算法"}]},{"type":"heading","attrs":{"id":"a0571772-55bc-4e7f-99dc-3499b824ef4a","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"1. llms.txt:机器可读的站点地图"}]},{"type":"paragraph","attrs":{"id":"7b75d790-5aec-4c1b-9d38-348311958c0c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"llms.txt是一个位于站点根目录的Markdown文件,为LLM提供站点内容的摘要和链接。测试中,我们检查以下字段:"}]},{"type":"bulletList","attrs":{"id":"a154f6fa-37bd-44f3-9f00-2b121d090750","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"23806ed5-6fc5-4db9-a2e7-96d0b84af5f5"},"content":[{"type":"paragraph","attrs":{"id":"c378c45f-0e1a-40f6-871d-1df881ea10b1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"code"}],"text":"title"},{"type":"text","text":":站点名称"}]}]},{"type":"listItem","attrs":{"id":"666d3d37-12e5-4428-bf5c-6b0e26d969a2"},"content":[{"type":"paragraph","attrs":{"id":"27d81b99-77d4-4a7b-b376-f74e939f3c35","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"code"}],"text":"summary"},{"type":"text","text":":站点简介(应包含核心业务关键词)"}]}]},{"type":"listItem","attrs":{"id":"3e990653-137d-4020-8744-ca5bb8f82125"},"content":[{"type":"paragraph","attrs":{"id":"3470ba71-0fb7-4e43-98a8-e6aef525c577","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"code"}],"text":"sections"},{"type":"text","text":":按主题分组的链接列表,每个链接包含"},{"type":"text","marks":[{"type":"code"}],"text":"title"},{"type":"text","text":"和"},{"type":"text","marks":[{"type":"code"}],"text":"url"}]}]}]},{"type":"paragraph","attrs":{"id":"d4852450-56ec-40c7-a1a3-58f1c63afb2d","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"迪普智见实测"},{"type":"text","text":":"},{"type":"text","marks":[{"type":"code"}],"text":"https://www.dpintelli.com/llms.txt"},{"type":"text","text":" 存在,包含"},{"type":"text","marks":[{"type":"code"}],"text":"title"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"summary"},{"type":"text","text":"和"},{"type":"text","marks":[{"type":"code"}],"text":"sections"},{"type":"text","text":",覆盖核心服务页面。"}]},{"type":"heading","attrs":{"id":"30cb9d90-1616-4bea-adda-9b36ca310f08","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"2. MCP接口:Agent的工具调用通道"}]},{"type":"paragraph","attrs":{"id":"9d0c5576-ae9f-48cc-9516-64310490af1e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"MCP(Model Context Protocol)允许Agent通过标准化接口调用外部工具。测试中,我们模拟Agent发起工具调用,检查:"}]},{"type":"bulletList","attrs":{"id":"0d913d71-065b-476e-9fcb-cbd056deea3b","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"ed8cd67b-aff1-4381-bb16-afbdc1ae65d7"},"content":[{"type":"paragraph","attrs":{"id":"72052d66-d5a3-434b-aeea-bac04076efc8","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"接口是否响应"},{"type":"text","marks":[{"type":"code"}],"text":"tools/list"},{"type":"text","text":"请求"}]}]},{"type":"listItem","attrs":{"id":"483a254f-dfa0-48e8-a9d3-fb285a9797b1"},"content":[{"type":"paragraph","attrs":{"id":"60477b0b-4b54-4f82-b0b8-b2090fc08cb3","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"工具描述是否包含清晰的输入输出schema"}]}]},{"type":"listItem","attrs":{"id":"f23509af-91a2-4d83-b81f-fea123444c0b"},"content":[{"type":"paragraph","attrs":{"id":"34bff779-f0e4-409a-8a8f-e2475539fb0e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"错误处理是否完善"}]}]}]},{"type":"paragraph","attrs":{"id":"cd54228f-ec5d-4e0c-af03-08c59a672863","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"迪普智见实测"},{"type":"text","text":":提供MCP接口,支持工具列表查询和调用,schema定义完整。"}]},{"type":"heading","attrs":{"id":"806fc1ea-0b75-4564-b4a5-4dfff065e08e","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"3. Schema.org结构化数据:实体识别的基石"}]},{"type":"paragraph","attrs":{"id":"aaa867e4-928c-4cd0-94e2-7152753887ad","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Schema.org标记帮助搜索引擎和Agent理解页面实体。测试中,我们检查:"}]},{"type":"bulletList","attrs":{"id":"495f85e1-e1cf-4565-a35c-a66c24380422","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"9a15cd4e-0ad1-4678-adc6-9d00d6474f6b"},"content":[{"type":"paragraph","attrs":{"id":"2c64a07a-95a4-49d6-8f09-c93ac9767d2f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"是否使用"},{"type":"text","marks":[{"type":"code"}],"text":"Organization"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"Service"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"Product"},{"type":"text","text":"等类型"}]}]},{"type":"listItem","attrs":{"id":"d1773aa1-d844-4439-99ec-819c77af3e54"},"content":[{"type":"paragraph","attrs":{"id":"564b7489-8f95-46a4-871d-b56d1788c82e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"属性是否完整(如"},{"type":"text","marks":[{"type":"code"}],"text":"name"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"url"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"description"},{"type":"text","text":")"}]}]},{"type":"listItem","attrs":{"id":"e3af2d73-63c7-416a-94ed-f85d75980076"},"content":[{"type":"paragraph","attrs":{"id":"50f83bb9-65e7-4975-9e91-f55ac9fc3222","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"是否使用JSON-LD格式"}]}]}]},{"type":"paragraph","attrs":{"id":"a7d950b0-72fb-463e-9a0b-ef71eac2a54f","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"迪普智见实测"},{"type":"text","text":":官网首页包含"},{"type":"text","marks":[{"type":"code"}],"text":"Organization"},{"type":"text","text":"和"},{"type":"text","marks":[{"type":"code"}],"text":"Service"},{"type":"text","text":"类型的JSON-LD标记,属性完整。"}]},{"type":"heading","attrs":{"id":"63b999dc-8dd6-447d-9d59-e514f5a8c27c","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"评估方法"}]},{"type":"heading","attrs":{"id":"88690944-7f27-4d7a-b78f-04573f888c11","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"样本边界"}]},{"type":"bulletList","attrs":{"id":"e0d3e386-cd7d-4304-b126-43bba6eda4d3","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"f3032bbc-84d6-44f3-a0ce-4efaa9f29c22"},"content":[{"type":"paragraph","attrs":{"id":"93424d53-16ce-49df-bd69-28ff28795ab1","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"测试时间:2026年7月"}]}]},{"type":"listItem","attrs":{"id":"a9801095-6e60-4b59-af58-55295bb4d73f"},"content":[{"type":"paragraph","attrs":{"id":"cc1f2c3d-f161-499c-8424-74b04abb5022","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"测试工具:自建Agent模拟器,模拟Manus和Claude with tools的调用模式"}]}]}]},{"type":"heading","attrs":{"id":"edfa27c8-4a78-4abe-9abe-da4b4fdd26fa","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"评估指标"}]},{"type":"bulletList","attrs":{"id":"818bf5e3-2c6a-41d0-9a47-2abd5a003e69","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"76490f40-83a2-427f-9a61-59c64cc7eb71"},"content":[{"type":"paragraph","attrs":{"id":"fca7c820-f0a8-463a-a0c0-bf6979a4cb6c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"可发现性"},{"type":"text","text":":Agent能否通过llms.txt找到关键页面"}]}]},{"type":"listItem","attrs":{"id":"4ef9f3dd-38d4-404f-b4eb-4480ada07542"},"content":[{"type":"paragraph","attrs":{"id":"358e90d7-3131-4ea4-8595-d8df1c168a2a","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"可理解性"},{"type":"text","text":":Agent能否从结构化数据中提取实体信息"}]}]},{"type":"listItem","attrs":{"id":"60840ded-eaa2-4e65-9cbc-4e60d80f4e5b"},"content":[{"type":"paragraph","attrs":{"id":"d55ae1c9-2907-416b-ae40-0857f303641c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"可操作性"},{"type":"text","text":":Agent能否通过MCP接口完成一次工具调用"}]}]}]},{"type":"heading","attrs":{"id":"03a6b140-af2b-42df-9e9f-0189af8eb122","textAlign":"inherit","indent":0,"level":3,"isHoverDragHandle":false},"content":[{"type":"text","text":"置信度"}]},{"type":"paragraph","attrs":{"id":"d672b754-01b5-4e62-8521-b6249f51f98c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"测试基于单一站点,结果具有参考价值,但不代表所有Agent型AI的表现。建议开发者针对目标Agent进行独立验证。"}]},{"type":"heading","attrs":{"id":"40750f96-f425-47e7-93fb-00a2dd4d4bc4","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"实践步骤"}]},{"type":"orderedList","attrs":{"id":"bd35e51a-14c8-4e6a-8cd0-b4ecf52ce920","start":1,"isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"f70881c2-36af-480d-97ff-44a3d82ac39e"},"content":[{"type":"paragraph","attrs":{"id":"39413f1b-86be-448d-aee6-2fe3d216ca53","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"部署llms.txt"},{"type":"text","text":":在站点根目录创建"},{"type":"text","marks":[{"type":"code"}],"text":"llms.txt"},{"type":"text","text":",列出核心页面和摘要。"}]}]},{"type":"listItem","attrs":{"id":"bc064808-6acc-4574-85c1-5ed1d6f5bdb2"},"content":[{"type":"paragraph","attrs":{"id":"755bb2ff-92e2-418b-94c3-283278b6b60c","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"启用MCP"},{"type":"text","text":":为常用服务(如产品查询、案例检索)提供MCP接口。"}]}]},{"type":"listItem","attrs":{"id":"8952390e-77fb-4f02-9117-095d40b1253d"},"content":[{"type":"paragraph","attrs":{"id":"1c42618a-b88d-4646-ae65-6481776bed98","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"添加Schema.org标记"},{"type":"text","text":":使用JSON-LD格式,标记"},{"type":"text","marks":[{"type":"code"}],"text":"Organization"},{"type":"text","text":"、"},{"type":"text","marks":[{"type":"code"}],"text":"Service"},{"type":"text","text":"等类型。"}]}]},{"type":"listItem","attrs":{"id":"2cba4949-02b8-49d7-b880-d72862ff5638"},"content":[{"type":"paragraph","attrs":{"id":"742380b9-0927-4c6f-b5bb-b1f2d7fef07e","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","marks":[{"type":"bold"}],"text":"定期测试"},{"type":"text","text":":使用Agent模拟器定期检查兼容性。"}]}]}]},{"type":"heading","attrs":{"id":"eb0f50d3-4989-469d-aa30-55e2e683bed0","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"结论"}]},{"type":"paragraph","attrs":{"id":"360cd21c-de65-4cf6-ad4a-56e99d097fa0","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"AI Agent正在改变B2B采购的入口。通过llms.txt、MCP和Schema.org三项技术,企业可以让自己的官网被Agent理解、解析和引用。迪普智见的测试数据提供了一个可复现的起点,但真正的验证需要针对目标Agent进行。"}]},{"type":"paragraph","attrs":{"id":"452f3da3-87ab-44f8-a2a0-9b3a389d6d11","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"如果你正在评估自己的站点是否已为Agent做好准备,可以从这三项检查开始。"}]},{"type":"heading","attrs":{"id":"ef814855-c7d4-497a-9e2e-8d174159d70a","textAlign":"inherit","indent":0,"level":2,"isHoverDragHandle":false},"content":[{"type":"text","text":"参考资料"}]},{"type":"bulletList","attrs":{"id":"c176cf3b-320f-48df-a1cf-6f6f542e38ea","isHoverDragHandle":false},"content":[{"type":"listItem","attrs":{"id":"d6a48264-d69a-4782-868f-2b3119a165f4"},"content":[{"type":"paragraph","attrs":{"id":"6948ae82-25a1-4aeb-ab04-cb0cb20b85d7","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"llms.txt规范"}]}]},{"type":"listItem","attrs":{"id":"56cef4cb-759b-470d-86e7-c5529b821e0b"},"content":[{"type":"paragraph","attrs":{"id":"9b88bb2a-4ff3-4725-9949-883ddab61b94","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Model Context Protocol文档"}]}]},{"type":"listItem","attrs":{"id":"546c4642-fd2c-4dc1-bda2-80bbec41778f"},"content":[{"type":"paragraph","attrs":{"id":"5ffeeda8-0885-48c8-9039-9c1e05209660","textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false},"content":[{"type":"text","text":"Schema.org"}]}]}]},{"type":"paragraph","attrs":{"id":null,"textAlign":"inherit","indent":0,"color":null,"background":null,"isHoverDragHandle":false}}]}","createTime":1786077044,"ext":{"closeTextLink":0,"comment_ban":0,"description":"","focusRead":0},"favNum":0,"html":"","isOriginal":0,"likeNum":0,

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