changfangzl.com
✓ verified
Checked on 2026-10-10 Checked 6 of up to 6 pages standard 2.0
Site type: Not sure
Content access
Can AI read it?
Issues: 8 · could not verify: 0 · passed: 16 · not applicable: 4
Content discovery
Can AI find it?
Issues: 1 · could not verify: 0 · passed: 6 · not applicable: 2
Task use
Can AI act on it?
Issues: 0 · could not verify: 18 · passed: 0 · not applicable: 2
Issues to fix9
Improvement There is very little readable text in the HTML. Content access
- Where
- /demand
- Impact
- AI crawlers and assistants may be unable to read or trust this content.
- Evidence
- only 51 word-equivalents of text in the HTML (need 60)
- How to fix
- Put the page's main text in the HTML the server sends, not only in images or script-built elements.
text_content
Improvement There is very little readable text in the HTML. Content access
- Where
- /agent-login, /demand, /favorites
- Impact
- AI crawlers and assistants may be unable to read or trust this content.
- Evidence
- only 64 word-equivalents of page text in the HTML (need 120)
- How to fix
- Put the page's main text in the HTML the server sends, not only in images or script-built elements.
v_content_length
Improvement No canonical URL declared. Content discovery
- Where
- /agent-login, /demand, /favorites
- Impact
- Pages may be missed, indexed under the wrong address, or never surface in AI answers.
- Evidence
- no canonical URL declared (no <link rel="canonical"> or Link header)
- How to fix
- Add `<link rel="canonical" href="…">` pointing to this page's preferred address.
v_canonical_url
Best practice No contact or about page found. Content access
- Where
- the whole site
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- no contact or about page found from the page's links or the conventional paths
- How to fix
- Add a contact or about page and link it from the navigation or footer.
v_contact_visible
Best practice The page has FAQ-style content but no FAQPage markup. Content access
- Where
- /qushi/taicang/changfang
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- the page has FAQ-style content (2 question headings) but no FAQPage markup
- How to fix
- Mark up the questions and answers with FAQPage JSON-LD that matches the visible text.
v_faq_schema
Best practice The page has a clear H1 and uses H2/H3 headings to organize content logically. Content access
- Where
- /favorites
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- no H1 found (0 H1, 1 H2, 2 H3)
- How to fix
- Use one H1 for the page topic and H2/H3 headings to organise the content.
v_heading_structure
Best practice The page has a clear title and meta description, helping AI quickly identify the topic. Content access
- Where
- /agent-login, /demand, /favorites
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- description too short (29 chars, need 50+)
- How to fix
- Write a clear `<title>` and a meta description of 50+ characters that says what the page is about.
v_meta_title_desc
Best practice No privacy policy or terms of service found. Content access
- Where
- the whole site
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- no privacy policy or terms of service found
- How to fix
- Publish a privacy policy and terms of service and link them in the footer.
v_privacy_terms
Best practice Pages contain FAQs, tables, lists, definitions, etc., making it easy for AI to extract and summarize. Content access
- Where
- all 6 pages checked
- Impact
- A best practice, not a barrier: AI can still read the site, but this helps it understand and cite it more accurately.
- Evidence
- 0 structured block type(s) found (need 2+): none
- How to fix
- Use lists, tables with headers, definition lists or Q&A blocks so key facts are easy to extract.
v_structured_content_blocks
Could not be verified (18)
These are not counted as problems: the scanner could not complete them.
Not discovered 17
Nothing was found at the standard locations or in the page's links. That does not prove it is absent.
- json_responses Returns JSON payloads with stable and predictable schemas across endpoints. the whole site
- mcp_server Provides an MCP (Model Context Protocol) server so agents can access tools, resources, and actions through a standardized interface. the whole site
- openapi_spec Publishes an OpenAPI or Swagger specification so agents can understand available API endpoints programmatically. the whole site
- search_filter_api Supports query parameters for search, filtering, pagination, and retrieval refinement. the whole site
- structured_api Exposes a well-defined REST or GraphQL API for programmatic access to data and actions. the whole site
- agent_auth Supports automation-ready authentication methods such as API keys or OAuth client credentials flows. the whole site
- cross_service_handoff Supports handoff between agents or services so tasks can continue across system boundaries. the whole site
- event_streaming Supports real-time update channels such as SSE or WebSockets for low-latency agent workflows. the whole site
- idempotency Write operations support idempotency keys or equivalent safeguards to prevent duplicate execution. the whole site
- proactive_notifications Can proactively notify agents when relevant content, state, or business events change. the whole site
- rate_limits_documented Clearly documents rate limits and returns proper 429 Too Many Requests responses when limits are exceeded. the whole site
- structured_errors Returns machine-readable error responses with clear codes, messages, and actionable context. the whole site
- subscription_api Provides APIs for subscription, lifecycle management, or registration of agent integrations. the whole site
- webhooks Supports webhooks so agents can receive event-driven updates instead of relying only on polling. the whole site
- webmcp Supports WebMCP or comparable browser-oriented agent interaction patterns for web-based automation. the whole site — No WebMCP tool registration was found in the page or its same-site scripts. Tools registered at runtime or in other scripts can only be seen by running the page.
- workflow_orchestration Supports multi-step workflows, task coordination, and stateful execution across actions or services. the whole site
- write_api Supports write operations such as POST, PUT, PATCH, and DELETE, enabling agents to create and update resources. the whole site
Request failed 1
A timeout, connection problem or HTTP error got in the way. Re-checking often resolves these.
- documentation Provides comprehensive documentation in a format that is easy for machines and agents to parse and use. the whole site — no documentation page found from the page's links or the conventional paths (could not fetch: http_403) (/docs)
Checked 6 of up to 6 pages
- Home https://changfangzl.com
- Other https://changfangzl.com/agent-login
- Other https://changfangzl.com/demand
- Other https://changfangzl.com/favorites
- Other https://changfangzl.com/zt/crane
- Other https://changfangzl.com/qushi/taicang/changfang
AI Readiness Report
Executive Summary
本次审计覆盖 changfangzl.com 的 6 个页面(最多 6 个),结果显示网站具备基本的 AI 可读性基础:robots.txt 未屏蔽主流 AI 爬虫、内容在 HTML 源码中可直接读取、HTTPS 与响应速度正常,且已部署 Schema.org / JSON-LD 与 Open Graph 标签。主要短板集中在内容深度与信任信号:页面正文过短、缺少 H1 与 canonical、没有联系/关于页面和隐私政策/服务条款,导致 AI 难以充分理解并放心推荐。AI 能力方面仅达到 1/5,18 项检查因未发现公开 API 而无法验证,说明面向 AI agent 的程序化交互能力尚未建立。
AI Visibility
在可发现性上,网站表现中等偏上:XML sitemap、内部链接、简洁 URL、面包屑结构化数据均已通过,AI 爬虫可正常抓取,具备被 ChatGPT、Perplexity、Gemini、Claude 等系统收录的基础条件。但内容清晰度与信任度拖累了推荐潜力——meta description 仅 29 字符、页面正文仅约 64 个词当量、缺少 H1 与 canonical URL,且没有联系/关于页面与隐私政策/服务条款,AI 在需要引用权威来源时较难优先推荐。此外有 7 项检查不适用于该页面(如 llms.txt、多语言、评论结构化数据等),并非失败。
AI Capability
AI agent 互操作能力目前处于起步阶段:语义化 HTML、meta 标签、Schema.org、无 CAPTCHA、服务端渲染与简洁 URL 等基础可访问性 6 项全部通过,robots.txt 与 sitemap 也可用。但 Level 3 至 Level 5 的 18 项检查全部无法验证——未发现 OpenAPI 描述、REST/GraphQL API、MCP server、WebMCP、写操作接口、agent 认证、webhook 或事件流等,说明网站尚未提供可供 AI agent 调用的程序化接口。同时正文文本量仅约 51 个词当量,低于 60 的阈值,属于需要修复的问题。
AI Visibility 3/5 表示 AI 系统能够找到并初步理解网站,但内容深度与信任信号不足,限制了被推荐的机会;AI Capability 1/5 表示网站目前基本只能被读取,尚不能被 AI agent 程序化调用。需要特别说明的是,Capability 轨道有 18 项检查无法验证(主要因未发现公开 API),因此该低分部分反映的是能力缺口,部分反映的是扫描器无法确认,而非全部为已确认的失败。
Top Issues
Why it matters: 在 https://changfangzl.com/agent-login、https://changfangzl.com/demand、https://changfangzl.com/favorites 上,HTML 中只有约 64 个词当量的正文文本,低于 120 的标准。AI 系统需要足够的可解析文本才能判断页面讲什么、是否值得引用;文本太少时,页面几乎无法被 AI 摘要或推荐。
Business impact: 这些页面在 AI 回答中几乎不会被提及或引用,来自 ChatGPT、Perplexity、Gemini 等渠道的曝光和潜在客户转化会明显偏低。
How to fix: 为这三个页面各补充至少 120 个词当量的实质性正文:说明页面用途、服务对象、关键流程与常见问题。把关键信息直接写成 HTML 文本,不要放在图片或视频里。可先补齐 /demand 的需求说明与操作步骤,再补 /agent-login 的登录说明与 /favorites 的收藏功能说明。
Why it matters: 该页面 HTML 中只有约 51 个词当量的文本,低于 60 的标准。AI 只能处理可解析的文本内容,如果主要内容被锁在图片、视频或不可解析的 PDF 中,AI 就完全读不到页面信息。
Business impact: AI 无法读取该页面,意味着它不会出现在 AI 的检索与推荐结果中,需求相关流量会流失到内容更完整的竞品页面。
How to fix: 把 /demand 页面的核心内容以 HTML 文本形式呈现:需求描述、发布流程、示例、常见问题等,确保纯文本词当量达到 60 以上。图片中的文字信息需同时以文本形式重复一遍,并避免用图片承载唯一信息。
Why it matters: https://changfangzl.com/agent-login、https://changfangzl.com/demand、https://changfangzl.com/favorites 均未声明 <link rel="canonical"> 或 Link 响应头。canonical URL 告诉搜索引擎和 AI 哪个 URL 是权威版本,缺失时带参数或重复路径的版本可能被当作不同页面,导致权重分散。
Business impact: 同一内容被拆成多个 URL 后,AI 可能引用错误或过时的版本,页面在 AI 答案中的可信度和出现频率都会下降。
How to fix: 在每个页面的 <head> 中添加 <link rel="canonical" href="https://changfangzl.com/agent-login"> 等指向自身规范地址的标签,或通过 HTTP Link 响应头声明。确保 canonical 指向的 URL 可正常访问、使用 HTTPS 且不带多余查询参数。
Why it matters: 在 https://changfangzl.com、/agent-login、/demand、/favorites、/zt/crane 等页面上未发现任何结构化内容块(需要 2 种以上,如 FAQ、表格、列表、定义等)。AI 更倾向于抽取和引用结构清晰的内容,纯段落文本很难被直接复用。
Business impact: 即使页面被 AI 抓取,内容也难以被摘要或作为答案引用,AI 渠道的可见度和引用率会明显受限。
How to fix: 在主要页面中加入至少两种结构化块:用 <ul>/<ol> 列出要点或步骤,用 <table> 呈现对比或参数,用 FAQ 形式组织常见问题,用 <dl> 给出术语定义。优先从首页和 /zt/crane 这类内容型页面开始。
Why it matters: 该页面检测到 0 个 H1、1 个 H2、2 个 H3。H1 是页面主题的最强信号,缺失会让 AI 和搜索引擎难以快速判断页面核心内容。
Business impact: 页面主题识别不清晰,AI 在摘要或推荐时可能忽略该页面,或把它与其他页面混淆。
How to fix: 为 /favorites 添加一个唯一且描述性的 H1(例如“我的收藏”),并让 H2/H3 按逻辑层级组织内容,不要跳级。确保全页只有一个 H1。
Quick Wins
Could not be verified
These checks could not be completed (a timeout, an access limit, a login, or a method the scanner does not have). They are not counted as problems.
30-Day Roadmap
第 1 周:快速见效
— 为 /demand 页面补充 HTML 文本正文:需求描述、发布流程、示例、常见问题,确保纯文本词当量达到 60 以上;图片中的文字信息需同时以文本形式重复一遍,避免用图片承载唯一信息。
— 为 /favorites 添加唯一且描述性的 H1(例如“我的收藏”),并让 H2/H3 按逻辑层级组织内容,不要跳级,确保全页只有一个 H1。
— 为 /demand、/agent-login、/favorites 三个页面各写一段 50–160 字符的 meta description,概括页面用途与核心价值并包含关键业务词,避免堆砌关键词。
— 在每个页面的 <head> 中添加 <link rel="canonical" href="https://changfangzl.com/agent-login"> 等指向自身规范地址的标签,或通过 HTTP Link 响应头声明;确保 canonical 指向的 URL 可正常访问、使用 HTTPS 且不带多余查询参数。
— 为 https://changfangzl.com/qushi/taicang/changfang 添加 FAQPage 类型的 JSON-LD <script type="application/ld+json"> 块,用 mainEntity 数组列出每个 Question(name)与 acceptedAnswer(Answer.text),内容必须与页面上可见的问答文字一致。
Capability L1 → L2;Visibility 在标题结构、canonical、meta description 与 FAQ 结构化数据上补齐基础项
第 2 周:内容基础建设
— 为 /demand、/agent-login、/favorites 三个页面各补充至少 120 个词当量的实质性正文:说明页面用途、服务对象、关键流程与常见问题。
— 把关键信息直接写成 HTML 文本,不要放在图片或视频里。
— 先补齐 /demand 的需求说明与操作步骤,再补 /agent-login 的登录说明与 /favorites 的收藏功能说明。
— 复查第 1 周添加的 canonical、H1 与 meta description,确认与新增正文内容一致、无冲突。
Visibility L2 → L3;Capability L2 稳定,页面主题可被 AI 直接理解
第 3–4 周:结构化与进阶优化
— 在主要页面中加入至少两种结构化块:用 <ul>/<ol> 列出要点或步骤,用 <table> 呈现对比或参数,用 FAQ 形式组织常见问题,用 <dl> 给出术语定义。
— 优先从首页和 /zt/crane 这类内容型页面开始实施结构化块。
— 将第 1 周在 /qushi/taicang/changfang 添加的 FAQPage JSON-LD 与页面可见问答文字再次核对,确保完全一致。
— 复查全部页面的 canonical、H1 层级与 meta description,确保新增结构化内容未破坏已有规范声明。
Visibility L3 → L4;Capability 在结构化内容抽取上继续提升
30 天内,网站可现实地达到 Visibility 4/5、Capability 2/5:快速见效项补齐 canonical、H1、meta description 与 FAQPage 标记,内容基础建设让三个核心页面具备可被 AI 读取的实质正文,结构化块进一步支持 AI 直接抽取要点、步骤与问答。