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2409 字
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AI Search接入博客
2026-03-18
博客
AI
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前言

偶然间看到Cloudflare的ai search，不需要自己配置向量化模型和问答模型就可以完成ai知识库配置，只需导入内容即可，遂尝试构建自己的ai知识库，并接入博客作为ai增强搜索以及ai知识库问答助手

知识库AI助手接入

搭建

在cloudflare中AI -->AI搜索中创建项目，数据来源可选R2存储桶和网站，先搭建知识库，所以这里选R2存储桶作为数据来源

知识库构建-1

我习惯使用Obsidian作为笔记工具，所以使用Obsidian和Remotely-Save插件将本地笔记同步到R2存储桶，然后下一步给AI网关和API等授权，cloudflare会自动处理创建网关等操作，并在ai搜索项目首次创建时进行一次索引构建，后续会定期同步数据源更新索引，也可以手动同步。

接入

在项目设置中启用Public URL，完成自定义样式设置，在src/layouts/Layout.astro文件约159行位置插入如下代码，替换<hash>和自定义的样式设置

src/layouts/Layout.astro
<!-- 在布局文件末尾，</body> 之前添加 -->
<script type="module" src="https://<hash>.search.ai.cloudflare.com/assets/v0.0.25/search-snippet.es.js"></script>


<chat-bubble-snippet
api-url="https://<hash>.search.ai.cloudflare.com/"
placeholder="Search..."
theme="light"
hide-branding="true">
</chat-bubble-snippet>


<style is:global>
/* 可选：自定义样式，作用全局 */
chat-bubble-snippet {
--search-snippet-primary-color: #74a7d8;
--search-snippet-primary-hover: #92c6f7;
--search-snippet-focus-ring: #74a7d8;
--search-snippet-surface: #ffffff;
--search-snippet-hover-background: #ffffff;
--search-snippet-border-color: #f0f9ff;
}
</style>

效果如下：

知识库构建-2

AI搜索接入

搭建

流程同上，这里作为网页内容搜索，所以数据来源选择网站，设置完sitemap后启用Public URL

接入

编辑src/components/Search.svelte，这里给出我用ai生成的代码，仅供参考，替换<hash>和外观配置，可能存在一些小bug，请自行修改优化：

src/components/Search.svelte
<script lang="ts">
import I18nKey from "@i18n/i18nKey";
import { i18n } from "@i18n/translation";
import Icon from "@iconify/svelte";
import { url } from "@utils/url-utils.ts";
import { onMount, tick } from "svelte";
import type { SearchResult } from "@/global";


let keywordDesktop = "";
let keywordMobile = "";
let result: SearchResult[] = [];
let isSearching = false;
let pagefindLoaded = false;
368 collapsed lines
let initialized = false;
let showAISearch = false; // 新增：控制AI搜索显示状态
let aiSearchContainer: HTMLElement; // 新增：AI搜索容器引用


const fakeResult: SearchResult[] = [
  {
    url: url("/"),
    meta: {
      title: "This Is a Fake Search Result",
    },
    excerpt:
      "Because the search cannot work in the <mark>dev</mark> environment.",
  },
  {
    url: url("/"),
    meta: {
      title: "If You Want to Test the Search",
    },
    excerpt: "Try running <mark>npm build && npm preview</mark> instead.",
  },
];


// 新增：点击外部关闭AI搜索框
const handleClickOutside = (event: MouseEvent) => {
  if (!showAISearch || !aiSearchContainer) return;


  const target = event.target as HTMLElement;
  const searchBar = document.getElementById("search-bar");
  const aiButton = searchBar?.querySelector('button[aria-label="AI Search"]');


  // 检查点击是否在AI搜索容器、搜索框或AI按钮内部
  const isClickInside =
    aiSearchContainer.contains(target) ||
    searchBar?.contains(target) ||
    aiButton?.contains(target);


  if (!isClickInside) {
    showAISearch = false;
  }
};


// 新增：切换AI搜索显示
const toggleAISearch = async (event?: MouseEvent) => {
  // 阻止事件冒泡，避免立即触发外部点击检测
  event?.stopPropagation();


  showAISearch = !showAISearch;


  if (showAISearch) {
    // 等待DOM更新，确保容器已渲染
    await tick();


    // 添加全局点击监听器
    setTimeout(() => {
      document.addEventListener('click', handleClickOutside);
    }, 0);


    // 如果开启了AI搜索，加载Cloudflare AI搜索库
    if (!document.querySelector('script[src*="search.ai.cloudflare.com"]')) {
      const script = document.createElement('script');
      script.type = 'module';
      script.src = 'https://<hash>.search.ai.cloudflare.com/assets/v0.0.25/search-snippet.es.js';
      document.head.appendChild(script);


      // 添加样式
      const style = document.createElement('style');
      style.textContent = `
        search-bar-snippet {
          --search-snippet-primary-color: #74a7d8;
          --search-snippet-primary-hover: #92c6f7;
          --search-snippet-focus-ring: #74a8d8;
        }
      `;
      document.head.appendChild(style);
    }
  } else {
    // 移除全局点击监听器
    document.removeEventListener('click', handleClickOutside);
  }
};


// 新增：组件卸载时清理事件监听器
const cleanup = () => {
  document.removeEventListener('click', handleClickOutside);
};


const togglePanel = () => {
  const panel = document.getElementById("search-panel");
  panel?.classList.toggle("float-panel-closed");
};


const setPanelVisibility = (show: boolean, isDesktop: boolean): void => {
  const panel = document.getElementById("search-panel");
  if (!panel || !isDesktop) return;
  if (show) {
    panel.classList.remove("float-panel-closed");
  } else {
    panel.classList.add("float-panel-closed");
  }
};


const search = async (keyword: string, isDesktop: boolean): Promise<void> => {
  if (!keyword) {
    setPanelVisibility(false, isDesktop);
    result = [];
    return;
  }


  if (!initialized) {
    return;
  }


  isSearching = true;
  try {
    let searchResults: SearchResult[] = [];
    if (import.meta.env.PROD && pagefindLoaded && window.pagefind) {
      const response = await window.pagefind.search(keyword);
      searchResults = await Promise.all(
        response.results.map((item) => item.data()),
      );
    } else if (import.meta.env.DEV) {
      searchResults = fakeResult;
    } else {
      searchResults = [];
      console.error("Pagefind is not available in production environment.");
    }


    result = searchResults;
    setPanelVisibility(result.length > 0, isDesktop);
  } catch (error) {
    console.error("Search error:", error);
    result = [];
    setPanelVisibility(false, isDesktop);
  } finally {
    isSearching = false;
  }
};


onMount(() => {
  const initializeSearch = () => {
    initialized = true;
    pagefindLoaded =
      typeof window !== "undefined" &&
      !!window.pagefind &&
      typeof window.pagefind.search === "function";
    console.log("Pagefind status on init:", pagefindLoaded);


    if (keywordDesktop) search(keywordDesktop, true);
    if (keywordMobile) search(keywordMobile, false);
  };


  if (import.meta.env.DEV) {
    console.log(
      "Pagefind is not available in development mode. Using mock data.",
    );
    initializeSearch();
  } else {
    document.addEventListener("pagefindready", () => {
      console.log("Pagefind ready event received.");
      initializeSearch();
    });
    document.addEventListener("pagefindloaderror", () => {
      console.warn(
        "Pagefind load error event received. Search functionality will be limited.",
      );
      initializeSearch(); // Initialize with pagefindLoaded as false
    });


    // Fallback in case events are not caught or pagefind is already loaded by the time this script runs
    setTimeout(() => {
      if (!initialized) {
        console.log("Fallback: Initializing search after timeout.");
        initializeSearch();
      }
    }, 2000); // Adjust timeout as needed
  }


  // 返回清理函数
  return cleanup;
});


$: if (initialized && keywordDesktop) {
  (async () => {
    await search(keywordDesktop, true);
  })();
}


$: if (initialized && keywordMobile) {
  (async () => {
    await search(keywordMobile, false);
  })();
}


// 新增：当AI搜索关闭时，移除事件监听器
$: if (!showAISearch) {
  document.removeEventListener('click', handleClickOutside);
}
</script>


<!-- 桌面版搜索容器 -->
<div class="hidden lg:flex flex-col relative">
  <!-- search bar for desktop view -->
  <div id="search-bar" class="flex transition-all items-center h-11 mr-2 rounded-lg
        bg-black/[0.04] hover:bg-black/[0.06] focus-within:bg-black/[0.06]
        dark:bg-white/5 dark:hover:bg-white/10 dark:focus-within:bg-white/10
  ">
      <Icon icon="material-symbols:search" class="absolute text-[1.25rem] pointer-events-none ml-3 transition my-auto text-black/30 dark:text-white/30"></Icon>
      <input placeholder="{i18n(I18nKey.search)}" bind:value={keywordDesktop} on:focus={() => search(keywordDesktop, true)}
            class="transition-all pl-10 text-sm bg-transparent outline-0
          h-full w-40 active:w-60 focus:w-60 text-black/50 dark:text-white/50"
      >


      <!-- 新增：AI搜索按钮 -->
      <button
        on:click={toggleAISearch}
        aria-label="AI Search"
        class="ml-2 p-2 rounded-lg transition-colors duration-200 hover:bg-black/[0.08] dark:hover:bg-white/10"
        style:background-color={showAISearch ? '#92c6f7' : 'transparent'}
      >
        <Icon
          icon="material-symbols:smart-toy-outline"
          class="text-[1.25rem] transition-colors {showAISearch ? 'text-white' : 'text-black/50 dark:text-white/50'}"
        ></Icon>
      </button>
  </div>


  <!-- AI搜索栏（桌面版，在搜索框下方弹出） -->
  {#if showAISearch}
    <div
      bind:this={aiSearchContainer}
      class="absolute top-full left-0 right-0 mt-2 z-50"
      role="dialog"
      tabindex="0"
      aria-modal="true"
      on:click|stopPropagation
      on:keydown={(e) => {
        if (e.key === "Escape") {
          showAISearch = false;
        }
      }}
    >
      <search-bar-snippet placeholder="使用AI搜索..." api-url="https://<hash>.search.ai.cloudflare.com/" hide-branding="true"></search-bar-snippet>
    </div>
  {/if}
</div>


<!-- toggle btn for phone/tablet view -->
<button on:click={togglePanel} aria-label="Search Panel" id="search-switch"
        class="btn-plain scale-animation lg:!hidden rounded-lg w-11 h-11 active:scale-90">
    <Icon icon="material-symbols:search" class="text-[1.25rem]"></Icon>
</button>


<!-- search panel -->
<div id="search-panel" class="float-panel float-panel-closed search-panel absolute md:w-[30rem]
top-20 left-4 md:left-[unset] right-4 shadow-2xl rounded-2xl p-2">
    <!-- search bar inside panel for phone/tablet -->
    <div id="search-bar-inside" class="flex relative lg:hidden transition-all items-center h-11 rounded-xl
      bg-black/[0.04] hover:bg-black/[0.06] focus-within:bg-black/[0.06]
      dark:bg-white/5 dark:hover:bg-white/10 dark:focus-within:bg-white/10
  ">
        <Icon icon="material-symbols:search" class="absolute text-[1.25rem] pointer-events-none ml-3 transition my-auto text-black/30 dark:text-white/30"></Icon>
        <input placeholder="Search" bind:value={keywordMobile}
               class="pl-10 absolute inset-0 text-sm bg-transparent outline-0
               focus:w-60 text-black/50 dark:text-white/50"
        >


        <!-- 新增：移动端AI搜索按钮 -->
        <button
          on:click={toggleAISearch}
          aria-label="AI Search"
          class="absolute right-2 p-2 rounded-lg transition-colors duration-200 hover:bg-black/[0.08] dark:hover:bg-white/10"
          style:background-color={showAISearch ? '#92c6f7' : 'transparent'}
        >
          <Icon
            icon="material-symbols:smart-toy-outline"
            class="text-[1.25rem] transition-colors {showAISearch ? 'text-white' : 'text-black/50 dark:text-white/50'}"
          ></Icon>
        </button>
    </div>


    <!-- AI搜索栏（移动端，在搜索框下方） -->
    {#if showAISearch}
      <div
        class="lg:hidden mt-2 mb-4 relative z-10"
        role="dialog"
        aria-label="AI Search"
        tabindex="-1"
        on:click|stopPropagation
        on:keydown={(e) => {
          if (e.key === "Escape") {
            showAISearch = false;
          }
        }}
      >
        <!-- 包裹容器，确保AI搜索组件能够正常展开 -->
        <div class="ai-search-container-mobile">
          <search-bar-snippet placeholder="使用AI搜索..." api-url="https://<hash>.search.ai.cloudflare.com/" hide-branding="true"></search-bar-snippet>
        </div>
      </div>
    {/if}


    <!-- search results -->
    {#each result as item}
        <a href={item.url}
           class="transition first-of-type:mt-2 lg:first-of-type:mt-0 group block
       rounded-xl text-lg px-3 py-2 hover:bg-[var(--btn-plain-bg-hover)] active:bg-[var(--btn-plain-bg-active)]">
            <div class="transition text-90 inline-flex font-bold group-hover:text-[var(--primary)]">
                {item.meta.title}<Icon icon="fa6-solid:chevron-right" class="transition text-[0.75rem] translate-x-1 my-auto text-[var(--primary)]"></Icon>
            </div>
            <div class="transition text-sm text-50">
                {@html item.excerpt}
            </div>
        </a>
    {/each}
</div>


<style>
  input:focus {
    outline: 0;
  }
  .search-panel {
    max-height: calc(100vh - 100px);
    overflow-y: auto;
  }


  /* Cloudflare AI搜索组件样式 */
  search-bar-snippet {
    --search-snippet-primary-color: #74a7d8;
    --search-snippet-primary-hover: #92c6f7;
    --search-snippet-focus-ring: #74a8d8;
    width: 100%;
    border-radius: 0.5rem;
    box-shadow: 0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1);
  }


  /* 移动端AI搜索容器样式 */
  .ai-search-container-mobile {
    position: relative;
    width: 100%;
    min-height: 60px; /* 确保有最小高度 */
  }


  /* 确保AI搜索组件在移动端能够正常展开 */
  .ai-search-container-mobile search-bar-snippet {
    position: static !important; /* 覆盖可能的绝对定位 */
    max-height: none !important; /* 移除高度限制 */
    overflow: visible !important; /* 确保内容可见 */
  }


  /* 针对Cloudflare AI搜索组件的特定样式 */
  .ai-search-container-mobile ::ng-deep search-bar-snippet,
  .ai-search-container-mobile ::slotted(search-bar-snippet) {
    position: static !important;
    max-height: none !important;
    overflow: visible !important;
  }


  /* 确保搜索结果列表能够正常显示 */
  .search-panel {
    overflow: visible; /* 允许内容溢出 */
  }


  /* 当AI搜索激活时，调整搜索面板样式 */
  .search-panel:has(.ai-search-container-mobile search-bar-snippet[expanded]) {
    overflow-y: auto; /* 恢复滚动 */
    max-height: 80vh; /* 增加最大高度 */
  }
</style>

效果如下： AI搜索构建-1

完结撒花

cf的AI搜索省去了自己配置嵌入模型和前端查询响应模型的繁琐步骤，并且每天提供10k神经元额度，这个评价必须给到夯。目前模型响应速度和国内访问速度都还不错，写完笔记点点Remotely-Save就能推送到知识库😋

题外话

AI发展真的太快了，从最初chatgpt发布，只觉得这玩意儿能聊天还挺好玩，受限于没有境外信用卡和网络环境，对gpt的使用仅限于网页聊天。到deepseek发布，第一次知道ai可以通过api接入到自己的程序里面，那时候deepseek每个月还有10元的免费额度，低廉的调用成本带来了巨量的使用量，可能还有竞争对手的攻击，让其api接口一度瘫痪，甚至连官网的reasoner模型都基本无法响应。后来国内各厂商也是紧追其后，阿里、字节等都发布了自己的模型。

从高中到大学短短几年，见证了ai从娱乐聊天机器人，变成了实打实的生产力工具，自己对ai的依赖也是越来越重。初学逆向时，我经常把整段的代码贴给ai，可往往一个花指令就能骗过ai，到现在比赛，配好agent，配好ida-mcp和wsl，接个powerful的模型api，ai接管了从代码分析到动态调试、接收报错继续修正的所有流程，除了烧token外几乎不需要额外介入。很难想象，赛场上隐藏在屏幕之下和你对线的，可能不是碳基生物。

openclaw发布后，总能刷到“付费上门安装龙虾”或是“付费卸载龙虾”一类的推文，且不论是博人眼球亦或是确有此事，ai对日常生活渗透之快是不可置否的，使用技术的门槛降低也许是好事，但对于我而言，对ai的依赖总是无声无息的消磨着我学习的欲望，盯着电脑花几个小时调试程序，不如问ai来的快，甚至容易产生”这就是我的水平”的错觉，希望自己能时刻保持清醒，继续学习🫡

AI Search接入博客
/posts/blog/cloudflare-ai-search/
作者
Q
发布于
2026-03-18
许可协议
CC BY-NC-SA 4.0
re&pwn mcp工具集合（持续更新）
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