diff --git a/ui/.vscode/launch.json b/ui/.vscode/launch.json
index f1d6dd45..46df60fc 100644
--- a/ui/.vscode/launch.json
+++ b/ui/.vscode/launch.json
@@ -1,11 +1,18 @@
 {
   "version": "0.2.0",
   "configurations": [
+    {
+      "name": "Launch Chrome",
+      "request": "launch",
+      "type": "chrome",
+      "url": "http://localhost:3000",
+      "webRoot": "${workspaceFolder}"
+    },
     {
       "name": "Next.js",
       "type": "node-terminal",
       "request": "launch",
-      "command": "npm run dev",
+      "command": "npm run dev --debug-brk",
       "skipFiles": ["<node_internals>/**"]
     }
   ]
diff --git a/ui/app/api/rag-url-with-langchain/puppeteer/route.ts b/ui/app/api/rag-url-with-langchain/puppeteer/route.ts
new file mode 100644
index 00000000..8913b82d
--- /dev/null
+++ b/ui/app/api/rag-url-with-langchain/puppeteer/route.ts
@@ -0,0 +1,46 @@
+import type { NextRequest } from 'next/server';
+import chrome from 'chrome-aws-lambda';
+import type {
+  Browser,
+  Page,
+  PuppeteerEvaluate,
+  PuppeteerGotoOptions,
+} from 'langchain/document_loaders/web/puppeteer';
+import { PuppeteerWebBaseLoader } from 'langchain/document_loaders/web/puppeteer';
+
+export const runtime = 'nodejs';
+
+export async function POST(req: NextRequest) {
+  const htmlOrUrl = await req.json();
+  const docs = await run(htmlOrUrl);
+  return new Response(JSON.stringify(docs), {
+    headers: {
+      'content-type': 'application/json; charset=UTF-8',
+    },
+  });
+}
+
+const run = async ({ html, url }: { html?: string; url?: string }) => {
+  /**  Loader use evaluate function ` await page.evaluate(() => document.body.innerHTML);` as default evaluate */
+  const gotoOptions: PuppeteerGotoOptions | undefined = url
+    ? { waitUntil: 'domcontentloaded', timeout: 10_000 }
+    : undefined;
+  url = url ?? 'about://about';
+  const evaluate: PuppeteerEvaluate | undefined = html
+    ? async (page: Page, _browser: Browser) => {
+        return await page.evaluate(() => html);
+      }
+    : undefined;
+  const loaderWithOptions = new PuppeteerWebBaseLoader(url, {
+    launchOptions: {
+      headless: 'new',
+      timeout: 10_000,
+      executablePath: await chrome.executablePath,
+    },
+    gotoOptions,
+    /**  Pass custom evaluate , in this case you get page and browser instances */
+    evaluate,
+  });
+  const docs = await loaderWithOptions.loadAndSplit();
+  return docs;
+};
diff --git a/ui/app/api/rag-url-with-langchain/route.ts b/ui/app/api/rag-url-with-langchain/route.ts
new file mode 100644
index 00000000..e6968500
--- /dev/null
+++ b/ui/app/api/rag-url-with-langchain/route.ts
@@ -0,0 +1,293 @@
+import type { NextRequest } from 'next/server';
+import { NextResponse } from 'next/server';
+import { ChatGoogleGenerativeAI } from '@langchain/google-genai';
+import type { Message, Message as VercelChatMessage } from 'ai';
+import { LangChainStream, StreamingTextResponse } from 'ai';
+import { initializeAgentExecutorWithOptions } from 'langchain/agents';
+import {
+  createRetrieverTool,
+  OpenAIAgentTokenBufferMemory,
+} from 'langchain/agents/toolkits';
+import { ChatOpenAI } from 'langchain/chat_models/openai';
+import { Document } from 'langchain/document';
+import { CheerioWebBaseLoader } from 'langchain/document_loaders/web/cheerio';
+import { OpenAIEmbeddings } from 'langchain/embeddings/openai';
+import { BufferMemory, ChatMessageHistory } from 'langchain/memory';
+import { ContextualCompressionRetriever } from 'langchain/retrievers/contextual_compression';
+import { DocumentCompressorPipeline } from 'langchain/retrievers/document_compressors';
+import { EmbeddingsFilter } from 'langchain/retrievers/document_compressors/embeddings_filter';
+import { AIMessage, ChatMessage, HumanMessage } from 'langchain/schema';
+import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter';
+import { MemoryVectorStore } from 'langchain/vectorstores/memory';
+
+export const runtime = 'edge';
+
+enum CrawlMethod {
+  FETCH = 'FETCH',
+  EDGE_BROWSER = 'EDGE_BROWSER',
+  PUPPETEER = 'PUPPETEER',
+  // APIFY = 'APIFY',
+}
+
+const TEMPLATE = `If you don't know how to answer a question, use the available tools to look up relevant information. You should particularly do this for questions about URLs.`;
+
+const convertVercelMessageToLangChainMessage = (message: VercelChatMessage) => {
+  if (message.role === 'user') {
+    return new HumanMessage(message.content);
+  } else if (message.role === 'assistant') {
+    return new AIMessage(message.content);
+  } else {
+    return new ChatMessage(message.content, message.role);
+  }
+};
+
+const modelForName = (modelName: string) => {
+  switch (modelName) {
+    case 'gemini-pro':
+      return new ChatGoogleGenerativeAI({
+        modelName,
+        temperature: 0,
+      });
+    case 'gpt-3.5-turbo':
+    case 'gpt-3.5-turbo-16k':
+    case 'gpt-4':
+    case 'gpt-4-1106-preview':
+    default:
+      return new ChatOpenAI({
+        modelName,
+        temperature: 0,
+        streaming: true,
+      });
+  }
+};
+
+const docsForCrawl = async ({
+  origin,
+  urls,
+  crawlMethod,
+}: {
+  origin: string | null;
+  urls: string[];
+  crawlMethod: CrawlMethod | undefined;
+}): Promise<Document[]> => {
+  const headers = new Headers({
+    'User-Agent': 'Stackwise/1.0 (https://stackwise.io)',
+  });
+  if (!crawlMethod) {
+    throw new Error('crawlMethod is required');
+  }
+  switch (crawlMethod) {
+    case CrawlMethod.EDGE_BROWSER:
+      return (
+        await (async () => {
+          const loaders = urls
+            .map(
+              (url) =>
+                new CheerioWebBaseLoader(url, {
+                  selector: 'body',
+                }),
+            )
+            .map((loader) => loader.load());
+
+          return await Promise.all(loaders);
+        })()
+      ).flat();
+    case CrawlMethod.FETCH:
+      return (
+        await Promise.all(
+          urls.map(async (url: string) => {
+            const fetched = await fetch(url, {
+              headers,
+            });
+            const body = await fetched.text();
+            const _contentType = fetched.headers.get('Content-Type');
+            // TODO: handle content types differently
+            return [new Document({ pageContent: body })];
+          }),
+        )
+      ).flat();
+
+    case CrawlMethod.PUPPETEER:
+      return (
+        await Promise.all(
+          urls.map(async (url: string) => {
+            const fetched = await fetch(
+              `${origin}/api/rag-url-with-langchain/${crawlMethod.toLowerCase()}`,
+              {
+                method: 'POST',
+                body: JSON.stringify({ url, html: undefined }),
+              },
+            );
+            return (await fetched.json()) as Document[];
+          }),
+        )
+      ).flat();
+  }
+};
+
+function normalizeUrl(urlString: string): string {
+  // Regex pattern to match URL-like strings (with optional protocol and path/query)
+  const urlPattern = /(?:https?:\/\/)?[\w-]+(\.[\w-]+)+\.?(\/\S*)?/gi;
+
+  // Check if the string matches the URL pattern
+  if (urlPattern.test(urlString)) {
+    // Check if the protocol is already present
+    if (!/^https?:\/\//i.test(urlString)) {
+      // Prepend "https://" if the protocol is missing
+      urlString = `https://${urlString}`;
+    }
+  }
+  return urlString;
+}
+
+interface CrawlRequest {
+  messages: Message[];
+  returnIntermediateSteps: boolean;
+  crawlMethod: CrawlMethod;
+  urls: string[];
+  modelName: string;
+}
+
+/**
+ * This handler initializes and calls a retrieval chain. It composes the chain using
+ * LangChain Expression Language. See the docs for more information:
+ *
+ * https://js.langchain.com/docs/guides/expression_language/cookbook#conversational-retrieval-chain
+ */
+export async function POST(req: NextRequest) {
+  try {
+    const body = (await req.json()) as Partial<CrawlRequest>;
+    const messages = body.messages ?? [];
+    const urls: string[] = (body.urls ?? []).map(normalizeUrl);
+    const crawlMethod: CrawlMethod | undefined = body.crawlMethod;
+    const modelName = body.modelName ?? 'gpt-3.5-turbo';
+    const returnIntermediateSteps: boolean =
+      body.returnIntermediateSteps ?? true;
+
+    const previousMessages = messages.slice(0, -1);
+    const currentMessageContent = messages[messages.length - 1].content;
+
+    const model = modelForName(modelName);
+
+    const origin = req.headers.get('origin');
+    const docs = await docsForCrawl({
+      origin,
+      urls,
+      crawlMethod,
+    });
+
+    const baseRetriever = await compressedRelevantDocsRetriever(docs);
+
+    const chat_history = (previousMessages ?? []).map(
+      convertVercelMessageToLangChainMessage,
+    );
+    const chatHistory = new ChatMessageHistory(chat_history);
+    const memory =
+      model instanceof ChatOpenAI
+        ? new OpenAIAgentTokenBufferMemory({
+            llm: model,
+            memoryKey: 'chat_history',
+            outputKey: 'output',
+            chatHistory,
+          })
+        : new BufferMemory({
+            chatHistory,
+            memoryKey: 'chat_history',
+            outputKey: 'output',
+          });
+
+    const { stream, handlers } = LangChainStream();
+
+    let resolveWithDocuments: (value: Document[]) => void;
+    const sourcesPromise = new Promise<Document[]>((resolve) => {
+      resolveWithDocuments = resolve;
+    });
+    /**
+     * Wrap the retriever in a tool to present it to the agent in a
+     * usable form.
+     */
+    const tool = createRetrieverTool(baseRetriever, {
+      name: 'search_latest_knowledge',
+      description: 'Searches and returns up-to-date general information.',
+    });
+
+    const executor = await initializeAgentExecutorWithOptions([tool], model, {
+      agentType:
+        model instanceof ChatOpenAI
+          ? 'openai-functions'
+          : 'structured-chat-zero-shot-react-description',
+      memory,
+      returnIntermediateSteps,
+      agentArgs: {
+        prefix: TEMPLATE,
+      },
+    });
+
+    void executor.call(
+      {
+        input: currentMessageContent,
+      },
+      [
+        handlers,
+        {
+          handleRetrieverEnd: (docs) => {
+            resolveWithDocuments(docs);
+          },
+          handleChainEnd: () => {
+            resolveWithDocuments([]);
+          },
+        },
+      ],
+    );
+
+    const documents = await sourcesPromise;
+    const serializedSources = Buffer.from(
+      JSON.stringify(
+        documents.map((doc) => {
+          return {
+            pageContent: doc.pageContent.slice(0, 50) + '...',
+            metadata: doc.metadata,
+          };
+        }),
+      ),
+    ).toString('base64');
+
+    return new StreamingTextResponse(stream, {
+      headers: {
+        'x-message-index': (previousMessages.length + 1).toString(),
+        'x-sources': serializedSources,
+      },
+    });
+  } catch (e) {
+    return NextResponse.json({ error: e.message }, { status: 500 });
+  }
+}
+
+const compressedRelevantDocsRetriever = async (docs: Document[]) => {
+  const embeddings = new OpenAIEmbeddings();
+  const embeddingsFilter = new EmbeddingsFilter({
+    embeddings,
+    similarityThreshold: 0.66,
+    k: 10,
+  });
+
+  const textSplitter = new RecursiveCharacterTextSplitter({
+    chunkSize: 200,
+    chunkOverlap: 20,
+  });
+
+  const compressorPipeline = new DocumentCompressorPipeline({
+    transformers: [textSplitter, embeddingsFilter],
+  });
+
+  const baseRetriever = (
+    await MemoryVectorStore.fromDocuments(docs, embeddings, {})
+  ).asRetriever();
+
+  const retriever = new ContextualCompressionRetriever({
+    baseCompressor: compressorPipeline,
+    baseRetriever,
+  });
+
+  return retriever;
+};
diff --git a/ui/app/components/stacks/rag-url-with-langchain.tsx b/ui/app/components/stacks/rag-url-with-langchain.tsx
new file mode 100644
index 00000000..ac5c331d
--- /dev/null
+++ b/ui/app/components/stacks/rag-url-with-langchain.tsx
@@ -0,0 +1,394 @@
+'use client';
+
+import { useCallback, useEffect, useMemo, useRef, useState } from 'react';
+import type { Message } from 'ai/react';
+import { useChat } from 'ai/react';
+import DOMPurify from 'dompurify';
+import { IoSend } from 'react-icons/io5';
+import { toast } from 'react-toastify';
+
+import 'react-toastify/dist/ReactToastify.css';
+
+import React from 'react';
+
+export enum CrawlMethod {
+  FETCH = 'FETCH',
+  EDGE_BROWSER = 'EDGE_BROWSER',
+  PUPPETEER = 'PUPPETEER',
+  // APIFY = 'APIFY',
+}
+
+export enum ModelType {
+  GPT3Turbo = 'gpt-3.5-turbo',
+  GPT3Turbo16k = 'gpt-3.5-turbo-16k',
+  GPT4 = 'gpt-4',
+  GPT4Turbo = 'gpt-4-1106-preview',
+  GeminiPro = 'gemini-pro',
+}
+
+type SourcesForMessages = Record<string, string[]>;
+
+interface URLDetecting {
+  inputText: string;
+  setInputText: (inputText: string) => void;
+  sendMessage: () => void;
+}
+
+const dummyEvent: React.FormEvent<HTMLFormElement> = {
+  ...(new Event('submit') as any), // Cast to 'any' to allow assignment to FormEvent
+  currentTarget: {
+    ...document.createElement('form'),
+    checkValidity: () => true, // Assuming the form is valid
+  },
+  // eslint-disable-next-line @typescript-eslint/no-empty-function
+  preventDefault: () => {}, // No-op function
+  // eslint-disable-next-line @typescript-eslint/no-empty-function
+  stopPropagation: () => {}, // No-op function
+  target: document.createElement('form'),
+} as React.FormEvent<HTMLFormElement>;
+
+interface URLDetectingInputProps extends URLDetecting {
+  placeholder?: string;
+}
+
+// Regular expression to match URL-like patterns including path and query
+const urlPattern = /(?:https?:\/\/)?[\w-]+(\.[\w-]+)+\.?(\/\S*)?/gi;
+
+function useURLDetector(urlDetectingContext: URLDetecting): string[] {
+  const { inputText } = urlDetectingContext;
+
+  const detectedURLs = useMemo(() => {
+    return (inputText.match(urlPattern) ?? []) as string[];
+  }, [inputText]);
+
+  return detectedURLs;
+}
+
+const URLDetectingInput = ({
+  placeholder,
+  ...useDetector
+}: URLDetectingInputProps) => {
+  const { inputText, setInputText, sendMessage } = useDetector;
+  const contentEditableRef = useRef<HTMLDivElement | null>(null);
+  const isComposing = useRef(false);
+
+  const handleInput = useCallback(
+    (event) => {
+      if (!isComposing.current) {
+        const text = event.currentTarget?.textContent ?? '';
+        setInputText(text);
+      }
+    },
+    [setInputText],
+  );
+
+  const handleComposition = useCallback(
+    (event) => {
+      if (event.type === 'compositionend') {
+        isComposing.current = false;
+        setInputText(event.currentTarget.textContent ?? '');
+      } else {
+        isComposing.current = true;
+      }
+    },
+    [setInputText],
+  );
+
+  const handleKeyDown = useCallback(
+    (event: React.KeyboardEvent<HTMLDivElement>) => {
+      if (event.key === 'Enter') {
+        event.preventDefault(); // Prevent the default Enter key behavior
+        // Call the sendMessage function here
+        // You need to pass this function down from the parent component
+        sendMessage();
+      }
+    },
+    [sendMessage],
+  );
+
+  useEffect(() => {
+    if (!contentEditableRef.current) return;
+    contentEditableRef.current.style.whiteSpace = 'pre-wrap';
+
+    // Sanitize the inputText before setting it as innerHTML
+    const sanitizedInputText = DOMPurify.sanitize(
+      inputText.replace(
+        urlPattern,
+        (match) => `<strong><u>${match}</u></strong>`,
+      ),
+    );
+
+    contentEditableRef.current.innerHTML = sanitizedInputText;
+  }, [inputText]);
+
+  useEffect(() => {
+    const moveCursorToEnd = () => {
+      const range = document.createRange();
+      const selection = window.getSelection();
+
+      if (!contentEditableRef.current) return;
+      if (!selection) return;
+
+      range.setStart(
+        contentEditableRef.current,
+        contentEditableRef.current.childNodes.length,
+      );
+
+      range.collapse(true);
+      selection.removeAllRanges();
+      selection.addRange(range);
+    };
+    moveCursorToEnd();
+  }, [contentEditableRef.current?.textContent, inputText]);
+
+  return (
+    <div className="relative">
+      {/* for production applications, more care should be taken to support native affordances like undo, a11y, and also care should be taken to prevent XSS*/}
+      <div
+        ref={contentEditableRef}
+        contentEditable
+        onInput={handleInput}
+        onCompositionStart={handleComposition}
+        onCompositionEnd={handleComposition}
+        onKeyDown={handleKeyDown}
+        className={`content-editable rounded border border-gray-400 p-2 ${
+          !inputText ? 'placeholder' : ''
+        }`}
+        suppressContentEditableWarning={true}
+        role="textbox"
+        tabIndex={0}
+      ></div>
+      {/* Render the placeholder text when inputText is empty and the div is not focused */}
+      {!inputText && (
+        <div className="pointer-events-none absolute left-0 top-0 p-2.5 text-gray-400">
+          {placeholder}
+        </div>
+      )}
+    </div>
+  );
+};
+
+export function ChatMessageBubble(props: {
+  message: Message;
+  aiEmoji?: string;
+  sources: any[];
+}) {
+  const colorClassName =
+    props.message.role === 'user' ? 'bg-sky-600' : 'bg-slate-50 text-black';
+  const alignmentClassName =
+    props.message.role === 'user' ? 'ml-auto' : 'mr-auto';
+  const prefix = props.message.role === 'user' ? '🧑' : props.aiEmoji;
+  return (
+    <div
+      className={`${alignmentClassName} ${colorClassName} mb-8 flex max-w-[80%] rounded px-4 py-2`}
+    >
+      <div className="mr-2">{prefix}</div>
+      <div className="flex flex-col whitespace-pre-wrap">
+        <span>{props.message.content}</span>
+        {props.sources && props.sources.length ? (
+          <>
+            <code className="mr-auto mt-4 rounded bg-slate-600 px-2 py-1">
+              <h2>🔍 Sources:</h2>
+            </code>
+            <code className="mr-2 mt-1 rounded bg-slate-600 px-2 py-1 text-xs">
+              {props.sources?.map((source, i) => (
+                <div className="mt-2" key={'source:' + i}>
+                  {i + 1}. &quot;{source.pageContent}&quot;
+                  {source.metadata?.loc?.lines !== undefined ? (
+                    <div>
+                      <br />
+                      Lines {source.metadata?.loc?.lines?.from} to{' '}
+                      {source.metadata?.loc?.lines?.to}
+                    </div>
+                  ) : (
+                    ''
+                  )}
+                </div>
+              ))}
+            </code>
+          </>
+        ) : (
+          ''
+        )}
+      </div>
+    </div>
+  );
+}
+
+const RAGURLWithLangchain = () => {
+  const [sourcesForMessages, setSourcesForMessages] =
+    useState<SourcesForMessages>({});
+  const messageContainerRef = useRef<HTMLDivElement | null>(null);
+  const [selectedCrawlMethod, setSelectedCrawlMethod] = useState<CrawlMethod>(
+    CrawlMethod.PUPPETEER,
+  );
+  const [selectedModelType, setSelectedModelType] = useState<ModelType>(
+    ModelType.GPT3Turbo,
+  );
+
+  const {
+    messages,
+    input,
+    error,
+    setInput,
+    handleInputChange,
+    handleSubmit,
+    isLoading,
+  } = useChat({
+    api: '/api/rag-url-with-langchain',
+    onResponse(response) {
+      console.log('onResponse', response);
+      const sourcesHeader = response.headers.get('x-sources');
+      const sources = sourcesHeader ? JSON.parse(atob(sourcesHeader)) : [];
+      const messageIndexHeader = response.headers.get('x-message-index');
+      if (sources.length && messageIndexHeader !== null) {
+        setSourcesForMessages({
+          ...sourcesForMessages,
+          [messageIndexHeader]: sources,
+        });
+      }
+    },
+    onFinish(message: Message) {
+      console.log('onFinish', message);
+    },
+    onError: (e) => {
+      toast(e.message);
+    },
+    sendExtraMessageFields: true,
+  });
+
+  const handleInputChangeWithUrlDetection = useCallback(
+    (event) => {
+      handleInputChange(event);
+      setInput(event.target.value);
+    },
+    [handleInputChange, setInput],
+  );
+
+  const detectedURLs = useURLDetector({
+    inputText:
+      messages.filter((m) => m.role !== 'assistant').join('\n') + input,
+    setInputText: handleInputChangeWithUrlDetection,
+    sendMessage: () => void sendMessage(),
+  });
+
+  const sendMessage = async (event?: React.FormEvent<HTMLFormElement>) => {
+    event?.preventDefault();
+    if (messageContainerRef.current) {
+      messageContainerRef.current.classList.add('grow');
+    }
+    if (!messages.length) {
+      await new Promise((resolve) => setTimeout(resolve, 300));
+    }
+
+    if (isLoading) {
+      return;
+    }
+
+    const body = {
+      urls: detectedURLs,
+      chat: input,
+      crawlMethod: selectedCrawlMethod,
+      modelName: selectedModelType,
+      returnIntermediateSteps: true, // currently does nothing on the backend
+    };
+    handleSubmit(event ?? dummyEvent, {
+      options: { body },
+    });
+  };
+
+  useEffect(() => {
+    toast(error?.message);
+  }, [error]);
+
+  return (
+    <div
+      className={`flex w-full grow flex-col items-center overflow-hidden rounded ${
+        messages.length > 0 ? 'border' : ''
+      }`}
+    >
+      {messages.length === 0 ? <></> : ''}
+      <div
+        className="flex w-full flex-col-reverse overflow-auto transition-[flex-grow] ease-in-out"
+        ref={messageContainerRef}
+      >
+        {messages.length > 0
+          ? [...messages].reverse().map((m, i) => {
+              const sourceKey = (messages.length - 1 - i).toString();
+              return (
+                <ChatMessageBubble
+                  key={m.id}
+                  message={m}
+                  aiEmoji={'🤖'}
+                  sources={sourcesForMessages[sourceKey]}
+                ></ChatMessageBubble>
+              );
+            })
+          : ''}
+      </div>
+      <form onSubmit={sendMessage} className="w-full max-w-xl p-4">
+        <div className={`relative mb-4 w-full`}>
+          <URLDetectingInput
+            placeholder="Include URLs as context along with your prompt"
+            inputText={input}
+            setInputText={setInput}
+            sendMessage={sendMessage}
+          />
+          <button
+            type="submit"
+            disabled={isLoading || !input.trim()}
+            className={`focus:shadow-outline absolute right-0 top-0 h-full cursor-pointer rounded-r-full px-4 font-bold text-black focus:outline-none  ${
+              isLoading ? 'cursor-not-allowed opacity-50' : ''
+            }`}
+          >
+            <IoSend />
+          </button>
+        </div>
+        <div className="mb-4 flex w-full max-w-xl justify-between">
+          <label
+            htmlFor="crawlMethodSelector"
+            className="block text-sm font-medium text-gray-700"
+          >
+            URL Crawl Method
+            <select
+              id="crawlMethodSelector"
+              value={selectedCrawlMethod}
+              onChange={(e) =>
+                setSelectedCrawlMethod(e.target.value as CrawlMethod)
+              }
+              className="mt-1 block w-full rounded-md border-gray-300 shadow-sm focus:border-indigo-300 focus:ring focus:ring-indigo-200 focus:ring-opacity-50"
+            >
+              {Object.values(CrawlMethod).map((method) => (
+                <option key={method} value={method}>
+                  {method}
+                </option>
+              ))}
+            </select>
+          </label>
+          <label
+            htmlFor="modelTypeSelector"
+            className="block text-sm font-medium text-gray-700"
+          >
+            Model Type
+            <select
+              id="modelTypeSelector"
+              value={selectedModelType}
+              onChange={(e) =>
+                setSelectedModelType(e.target.value as ModelType)
+              }
+              className="mt-1 block w-full rounded-md border-gray-300 shadow-sm focus:border-indigo-300 focus:ring focus:ring-indigo-200 focus:ring-opacity-50"
+            >
+              {Object.values(ModelType).map((type) => (
+                <option key={type} value={type}>
+                  {type}
+                </option>
+              ))}
+            </select>
+          </label>
+        </div>
+      </form>
+    </div>
+  );
+};
+
+export default RAGURLWithLangchain;
diff --git a/ui/next.config.js b/ui/next.config.js
index 7e7282cc..dd3429e0 100644
--- a/ui/next.config.js
+++ b/ui/next.config.js
@@ -51,6 +51,16 @@ const nextConfig = {
       },
     ];
   },
+  webpack: (config, { isServer }) => {
+    // Add a rule to ignore .js.map files
+    config.module.rules.push({
+      test: /\.js\.map$/,
+      use: 'ignore-loader',
+    });
+
+    // Return the modified config
+    return config;
+  },
 };
 
 module.exports = nextConfig;
diff --git a/ui/package-lock.json b/ui/package-lock.json
index b83582d3..e15139d2 100644
--- a/ui/package-lock.json
+++ b/ui/package-lock.json
@@ -20,6 +20,9 @@
         "@supabase/supabase-js": "^2.39.0",
         "@vercel/analytics": "^1.1.1",
         "ai": "^2.2.28",
+        "cheerio": "^1.0.0-rc.12",
+        "chrome-aws-lambda": "^10.1.0",
+        "dompurify": "^3.0.6",
         "elevenlabs-node": "^2.0.1",
         "fuse.js": "^7.0.0",
         "html-react-parser": "^5.0.7",
@@ -29,6 +32,7 @@
         "openai": "^4.20.1",
         "path": "^0.12.7",
         "pdf-parse": "^1.1.1",
+        "puppeteer-core": "^10.4.0",
         "react": "^18",
         "react-compare-slider": "^3.0.1",
         "react-dom": "^18",
@@ -36,6 +40,7 @@
         "react-markdown": "^9.0.1",
         "react-sketch-canvas": "^6.2.0",
         "react-syntax-highlighter": "^15.5.0",
+        "react-toastify": "^9.1.3",
         "replicate": "^0.18.1",
         "supabase": "^1.123.4",
         "tailwind-styled-components": "^2.2.0",
@@ -53,6 +58,7 @@
         "@types/react-dom": "^18",
         "@types/react-syntax-highlighter": "^15.5.11",
         "autoprefixer": "^10.0.1",
+        "ignore-loader": "^0.1.2",
         "postcss": "^8",
         "tailwindcss": "^3.3.0",
         "typescript": "^5"
@@ -1621,6 +1627,64 @@
       "resolved": "https://registry.npmjs.org/@octokit/webhooks-types/-/webhooks-types-7.1.0.tgz",
       "integrity": "sha512-y92CpG4kFFtBBjni8LHoV12IegJ+KFxLgKRengrVjKmGE5XMeCuGvlfRe75lTRrgXaG6XIWJlFpIDTlkoJsU8w=="
     },
+    "node_modules/@puppeteer/browsers": {
+      "version": "0.5.0",
+      "resolved": "https://registry.npmjs.org/@puppeteer/browsers/-/browsers-0.5.0.tgz",
+      "integrity": "sha512-Uw6oB7VvmPRLE4iKsjuOh8zgDabhNX67dzo8U/BB0f9527qx+4eeUs+korU98OhG5C4ubg7ufBgVi63XYwS6TQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "debug": "4.3.4",
+        "extract-zip": "2.0.1",
+        "https-proxy-agent": "5.0.1",
+        "progress": "2.0.3",
+        "proxy-from-env": "1.1.0",
+        "tar-fs": "2.1.1",
+        "unbzip2-stream": "1.4.3",
+        "yargs": "17.7.1"
+      },
+      "bin": {
+        "browsers": "lib/cjs/main-cli.js"
+      },
+      "engines": {
+        "node": ">=14.1.0"
+      },
+      "peerDependencies": {
+        "typescript": ">= 4.7.4"
+      },
+      "peerDependenciesMeta": {
+        "typescript": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@puppeteer/browsers/node_modules/agent-base": {
+      "version": "6.0.2",
+      "resolved": "https://registry.npmjs.org/agent-base/-/agent-base-6.0.2.tgz",
+      "integrity": "sha512-RZNwNclF7+MS/8bDg70amg32dyeZGZxiDuQmZxKLAlQjr3jGyLx+4Kkk58UO7D2QdgFIQCovuSuZESne6RG6XQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6.0.0"
+      }
+    },
+    "node_modules/@puppeteer/browsers/node_modules/https-proxy-agent": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/https-proxy-agent/-/https-proxy-agent-5.0.1.tgz",
+      "integrity": "sha512-dFcAjpTQFgoLMzC2VwU+C/CbS7uRL0lWmxDITmqm7C+7F0Odmj6s9l6alZc6AELXhrnggM2CeWSXHGOdX2YtwA==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "agent-base": "6",
+        "debug": "4"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/@stackwise-tooling/eslint-config": {
       "resolved": "tooling/eslint-config",
       "link": true
@@ -1896,6 +1960,15 @@
         "@types/node": "*"
       }
     },
+    "node_modules/@types/yauzl": {
+      "version": "2.10.3",
+      "resolved": "https://registry.npmjs.org/@types/yauzl/-/yauzl-2.10.3.tgz",
+      "integrity": "sha512-oJoftv0LSuaDZE3Le4DbKX+KS9G36NzOeSap90UIK0yMA/NhKJhqlSGtNDORNRaIbQfzjXDrQa0ytJ6mNRGz/Q==",
+      "optional": true,
+      "dependencies": {
+        "@types/node": "*"
+      }
+    },
     "node_modules/@typescript-eslint/eslint-plugin": {
       "version": "6.15.0",
       "resolved": "https://registry.npmjs.org/@typescript-eslint/eslint-plugin/-/eslint-plugin-6.15.0.tgz",
@@ -2692,6 +2765,21 @@
       "resolved": "https://registry.npmjs.org/binary-search/-/binary-search-1.3.6.tgz",
       "integrity": "sha512-nbE1WxOTTrUWIfsfZ4aHGYu5DOuNkbxGokjV6Z2kxfJK3uaAb8zNK1muzOeipoLHZjInT4Br88BHpzevc681xA=="
     },
+    "node_modules/bl": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/bl/-/bl-4.1.0.tgz",
+      "integrity": "sha512-1W07cM9gS6DcLperZfFSj+bWLtaPGSOHWhPiGzXmvVJbRLdG82sH/Kn8EtW1VqWVA54AKf2h5k5BbnIbwF3h6w==",
+      "dependencies": {
+        "buffer": "^5.5.0",
+        "inherits": "^2.0.4",
+        "readable-stream": "^3.4.0"
+      }
+    },
+    "node_modules/boolbase": {
+      "version": "1.0.0",
+      "resolved": "https://registry.npmjs.org/boolbase/-/boolbase-1.0.0.tgz",
+      "integrity": "sha512-JZOSA7Mo9sNGB8+UjSgzdLtokWAky1zbztM3WRLCbZ70/3cTANmQmOdR7y2g+J0e2WXywy1yS468tY+IruqEww=="
+    },
     "node_modules/bottleneck": {
       "version": "2.19.5",
       "resolved": "https://registry.npmjs.org/bottleneck/-/bottleneck-2.19.5.tgz",
@@ -2753,6 +2841,37 @@
       "resolved": "https://registry.npmjs.org/btoa-lite/-/btoa-lite-1.0.0.tgz",
       "integrity": "sha512-gvW7InbIyF8AicrqWoptdW08pUxuhq8BEgowNajy9RhiE86fmGAGl+bLKo6oB8QP0CkqHLowfN0oJdKC/J6LbA=="
     },
+    "node_modules/buffer": {
+      "version": "5.7.1",
+      "resolved": "https://registry.npmjs.org/buffer/-/buffer-5.7.1.tgz",
+      "integrity": "sha512-EHcyIPBQ4BSGlvjB16k5KgAJ27CIsHY/2JBmCRReo48y9rQ3MaUzWX3KVlBa4U7MyX02HdVj0K7C3WaB3ju7FQ==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "dependencies": {
+        "base64-js": "^1.3.1",
+        "ieee754": "^1.1.13"
+      }
+    },
+    "node_modules/buffer-crc32": {
+      "version": "0.2.13",
+      "resolved": "https://registry.npmjs.org/buffer-crc32/-/buffer-crc32-0.2.13.tgz",
+      "integrity": "sha512-VO9Ht/+p3SN7SKWqcrgEzjGbRSJYTx+Q1pTQC0wrWqHx0vpJraQ6GtHx8tvcg1rlK1byhU5gccxgOgj7B0TDkQ==",
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/buffer-equal-constant-time": {
       "version": "1.0.1",
       "resolved": "https://registry.npmjs.org/buffer-equal-constant-time/-/buffer-equal-constant-time-1.0.1.tgz",
@@ -2905,6 +3024,60 @@
         "node": "*"
       }
     },
+    "node_modules/cheerio": {
+      "version": "1.0.0-rc.12",
+      "resolved": "https://registry.npmjs.org/cheerio/-/cheerio-1.0.0-rc.12.tgz",
+      "integrity": "sha512-VqR8m68vM46BNnuZ5NtnGBKIE/DfN0cRIzg9n40EIq9NOv90ayxLBXA8fXC5gquFRGJSTRqBq25Jt2ECLR431Q==",
+      "dependencies": {
+        "cheerio-select": "^2.1.0",
+        "dom-serializer": "^2.0.0",
+        "domhandler": "^5.0.3",
+        "domutils": "^3.0.1",
+        "htmlparser2": "^8.0.1",
+        "parse5": "^7.0.0",
+        "parse5-htmlparser2-tree-adapter": "^7.0.0"
+      },
+      "engines": {
+        "node": ">= 6"
+      },
+      "funding": {
+        "url": "https://github.com/cheeriojs/cheerio?sponsor=1"
+      }
+    },
+    "node_modules/cheerio-select": {
+      "version": "2.1.0",
+      "resolved": "https://registry.npmjs.org/cheerio-select/-/cheerio-select-2.1.0.tgz",
+      "integrity": "sha512-9v9kG0LvzrlcungtnJtpGNxY+fzECQKhK4EGJX2vByejiMX84MFNQw4UxPJl3bFbTMw+Dfs37XaIkCwTZfLh4g==",
+      "dependencies": {
+        "boolbase": "^1.0.0",
+        "css-select": "^5.1.0",
+        "css-what": "^6.1.0",
+        "domelementtype": "^2.3.0",
+        "domhandler": "^5.0.3",
+        "domutils": "^3.0.1"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/fb55"
+      }
+    },
+    "node_modules/cheerio/node_modules/htmlparser2": {
+      "version": "8.0.2",
+      "resolved": "https://registry.npmjs.org/htmlparser2/-/htmlparser2-8.0.2.tgz",
+      "integrity": "sha512-GYdjWKDkbRLkZ5geuHs5NY1puJ+PXwP7+fHPRz06Eirsb9ugf6d8kkXav6ADhcODhFFPMIXyxkxSuMf3D6NCFA==",
+      "funding": [
+        "https://github.com/fb55/htmlparser2?sponsor=1",
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/fb55"
+        }
+      ],
+      "dependencies": {
+        "domelementtype": "^2.3.0",
+        "domhandler": "^5.0.3",
+        "domutils": "^3.0.1",
+        "entities": "^4.4.0"
+      }
+    },
     "node_modules/chokidar": {
       "version": "3.5.3",
       "resolved": "https://registry.npmjs.org/chokidar/-/chokidar-3.5.3.tgz",
@@ -2950,6 +3123,33 @@
         "node": ">=10"
       }
     },
+    "node_modules/chrome-aws-lambda": {
+      "version": "10.1.0",
+      "resolved": "https://registry.npmjs.org/chrome-aws-lambda/-/chrome-aws-lambda-10.1.0.tgz",
+      "integrity": "sha512-NZQVf+J4kqG4sVhRm3WNmOfzY0OtTSm+S8rg77pwePa9RCYHzhnzRs8YvNI6L9tALIW6RpmefWiPURt3vURXcw==",
+      "dependencies": {
+        "lambdafs": "^2.0.3"
+      },
+      "engines": {
+        "node": ">= 10.16"
+      },
+      "peerDependencies": {
+        "puppeteer-core": "^10.1.0"
+      }
+    },
+    "node_modules/chromium-bidi": {
+      "version": "0.4.7",
+      "resolved": "https://registry.npmjs.org/chromium-bidi/-/chromium-bidi-0.4.7.tgz",
+      "integrity": "sha512-6+mJuFXwTMU6I3vYLs6IL8A1DyQTPjCfIL971X0aMPVGRbGnNfl6i6Cl0NMbxi2bRYLGESt9T2ZIMRM5PAEcIQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "mitt": "3.0.0"
+      },
+      "peerDependencies": {
+        "devtools-protocol": "*"
+      }
+    },
     "node_modules/clean-stack": {
       "version": "2.2.0",
       "resolved": "https://registry.npmjs.org/clean-stack/-/clean-stack-2.2.0.tgz",
@@ -2963,6 +3163,29 @@
       "resolved": "https://registry.npmjs.org/client-only/-/client-only-0.0.1.tgz",
       "integrity": "sha512-IV3Ou0jSMzZrd3pZ48nLkT9DA7Ag1pnPzaiQhpW7c3RbcqqzvzzVu+L8gfqMp/8IM2MQtSiqaCxrrcfu8I8rMA=="
     },
+    "node_modules/cliui": {
+      "version": "8.0.1",
+      "resolved": "https://registry.npmjs.org/cliui/-/cliui-8.0.1.tgz",
+      "integrity": "sha512-BSeNnyus75C4//NQ9gQt1/csTXyo/8Sb+afLAkzAptFuMsod9HFokGNudZpi/oQV73hnVK+sR+5PVRMd+Dr7YQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "string-width": "^4.2.0",
+        "strip-ansi": "^6.0.1",
+        "wrap-ansi": "^7.0.0"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/clsx": {
+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/clsx/-/clsx-1.2.1.tgz",
+      "integrity": "sha512-EcR6r5a8bj6pu3ycsa/E/cKVGuTgZJZdsyUYHOksG/UHIiKfjxzRxYJpyVBwYaQeOvghal9fcc4PidlgzugAQg==",
+      "engines": {
+        "node": ">=6"
+      }
+    },
     "node_modules/cmd-shim": {
       "version": "6.0.2",
       "resolved": "https://registry.npmjs.org/cmd-shim/-/cmd-shim-6.0.2.tgz",
@@ -3043,6 +3266,56 @@
         "node": ">= 0.6"
       }
     },
+    "node_modules/cosmiconfig": {
+      "version": "8.1.3",
+      "resolved": "https://registry.npmjs.org/cosmiconfig/-/cosmiconfig-8.1.3.tgz",
+      "integrity": "sha512-/UkO2JKI18b5jVMJUp0lvKFMpa/Gye+ZgZjKD+DGEN9y7NRcf/nK1A0sp67ONmKtnDCNMS44E6jrk0Yc3bDuUw==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "import-fresh": "^3.2.1",
+        "js-yaml": "^4.1.0",
+        "parse-json": "^5.0.0",
+        "path-type": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=14"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/d-fischer"
+      }
+    },
+    "node_modules/cross-fetch": {
+      "version": "3.1.5",
+      "resolved": "https://registry.npmjs.org/cross-fetch/-/cross-fetch-3.1.5.tgz",
+      "integrity": "sha512-lvb1SBsI0Z7GDwmuid+mU3kWVBwTVUbe7S0H52yaaAdQOXq2YktTCZdlAcNKFzE6QtRz0snpw9bNiPeOIkkQvw==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "node-fetch": "2.6.7"
+      }
+    },
+    "node_modules/cross-fetch/node_modules/node-fetch": {
+      "version": "2.6.7",
+      "resolved": "https://registry.npmjs.org/node-fetch/-/node-fetch-2.6.7.tgz",
+      "integrity": "sha512-ZjMPFEfVx5j+y2yF35Kzx5sF7kDzxuDj6ziH4FFbOp87zKDZNx8yExJIb05OGF4Nlt9IHFIMBkRl41VdvcNdbQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/cross-spawn": {
       "version": "7.0.3",
       "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.3.tgz",
@@ -3064,6 +3337,21 @@
         "node": "*"
       }
     },
+    "node_modules/css-select": {
+      "version": "5.1.0",
+      "resolved": "https://registry.npmjs.org/css-select/-/css-select-5.1.0.tgz",
+      "integrity": "sha512-nwoRF1rvRRnnCqqY7updORDsuqKzqYJ28+oSMaJMMgOauh3fvwHqMS7EZpIPqK8GL+g9mKxF1vP/ZjSeNjEVHg==",
+      "dependencies": {
+        "boolbase": "^1.0.0",
+        "css-what": "^6.1.0",
+        "domhandler": "^5.0.2",
+        "domutils": "^3.0.1",
+        "nth-check": "^2.0.1"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/fb55"
+      }
+    },
     "node_modules/css-tree": {
       "version": "2.3.1",
       "resolved": "https://registry.npmjs.org/css-tree/-/css-tree-2.3.1.tgz",
@@ -3077,6 +3365,17 @@
         "node": "^10 || ^12.20.0 || ^14.13.0 || >=15.0.0"
       }
     },
+    "node_modules/css-what": {
+      "version": "6.1.0",
+      "resolved": "https://registry.npmjs.org/css-what/-/css-what-6.1.0.tgz",
+      "integrity": "sha512-HTUrgRJ7r4dsZKU6GjmpfRK1O76h97Z8MfS1G0FozR+oF2kG6Vfe8JE6zwrkbxigziPHinCJ+gCPjA9EaBDtRw==",
+      "engines": {
+        "node": ">= 6"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/fb55"
+      }
+    },
     "node_modules/cssesc": {
       "version": "3.0.0",
       "resolved": "https://registry.npmjs.org/cssesc/-/cssesc-3.0.0.tgz",
@@ -3209,6 +3508,11 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
+    "node_modules/devtools-protocol": {
+      "version": "0.0.901419",
+      "resolved": "https://registry.npmjs.org/devtools-protocol/-/devtools-protocol-0.0.901419.tgz",
+      "integrity": "sha512-4INMPwNm9XRpBukhNbF7OB6fNTTCaI8pzy/fXg0xQzAy5h3zL1P8xT3QazgKqBrb/hAYwIBizqDBZ7GtJE74QQ=="
+    },
     "node_modules/didyoumean": {
       "version": "1.2.2",
       "resolved": "https://registry.npmjs.org/didyoumean/-/didyoumean-1.2.2.tgz",
@@ -3288,6 +3592,11 @@
         "url": "https://github.com/fb55/domhandler?sponsor=1"
       }
     },
+    "node_modules/dompurify": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/dompurify/-/dompurify-3.0.6.tgz",
+      "integrity": "sha512-ilkD8YEnnGh1zJ240uJsW7AzE+2qpbOUYjacomn3AvJ6J4JhKGSZ2nh4wUIXPZrEPppaCLx5jFe8T89Rk8tQ7w=="
+    },
     "node_modules/domutils": {
       "version": "3.1.0",
       "resolved": "https://registry.npmjs.org/domutils/-/domutils-3.1.0.tgz",
@@ -3336,6 +3645,14 @@
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+      "optional": true,
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+        "strip-ansi": "^6.0.1"
+      },
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+    "node_modules/string-width/node_modules/emoji-regex": {
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+      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
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@@ -8581,6 +9688,41 @@
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       }
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+    "node_modules/tar-fs": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-2.1.1.tgz",
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+      "optional": true,
+      "peer": true,
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+        "mkdirp-classic": "^0.5.2",
+        "pump": "^3.0.0",
+        "tar-stream": "^2.1.4"
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+    "node_modules/tar-fs/node_modules/chownr": {
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+      "resolved": "https://registry.npmjs.org/chownr/-/chownr-1.1.4.tgz",
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+      "optional": true,
+      "peer": true
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+    "node_modules/tar-stream": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-2.2.0.tgz",
+      "integrity": "sha512-ujeqbceABgwMZxEJnk2HDY2DlnUZ+9oEcb1KzTVfYHio0UE6dG71n60d8D2I4qNvleWrrXpmjpt7vZeF1LnMZQ==",
+      "dependencies": {
+        "bl": "^4.0.3",
+        "end-of-stream": "^1.4.1",
+        "fs-constants": "^1.0.0",
+        "inherits": "^2.0.3",
+        "readable-stream": "^3.1.1"
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+      "engines": {
+        "node": ">=6"
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     "node_modules/tar/node_modules/yallist": {
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       "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
@@ -8610,6 +9752,11 @@
         "node": ">=0.8"
       }
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+    "node_modules/through": {
+      "version": "2.3.8",
+      "resolved": "https://registry.npmjs.org/through/-/through-2.3.8.tgz",
+      "integrity": "sha512-w89qg7PI8wAdvX60bMDP+bFoD5Dvhm9oLheFp5O4a2QF0cSBGsBX4qZmadPMvVqlLJBBci+WqGGOAPvcDeNSVg=="
+    },
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       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/to-fast-properties/-/to-fast-properties-2.0.0.tgz",
@@ -8804,6 +9951,17 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/unbzip2-stream": {
+      "version": "1.4.3",
+      "resolved": "https://registry.npmjs.org/unbzip2-stream/-/unbzip2-stream-1.4.3.tgz",
+      "integrity": "sha512-mlExGW4w71ebDJviH16lQLtZS32VKqsSfk80GCfUlwT/4/hNRFsoscrF/c++9xinkMzECL1uL9DDwXqFWkruPg==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "buffer": "^5.2.1",
+        "through": "^2.3.8"
+      }
+    },
     "node_modules/undici-types": {
       "version": "5.26.5",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-5.26.5.tgz",
@@ -9177,6 +10335,60 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/wrap-ansi": {
+      "version": "7.0.0",
+      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-styles": {
+      "version": "4.3.0",
+      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-4.3.0.tgz",
+      "integrity": "sha512-zbB9rCJAT1rbjiVDb2hqKFHNYLxgtk8NURxZ3IZwD3F6NtxbXZQCnnSi1Lkx+IDohdPlFp222wVALIheZJQSEg==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "color-convert": "^2.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/color-convert": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
+      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "color-name": "~1.1.4"
+      },
+      "engines": {
+        "node": ">=7.0.0"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/color-name": {
+      "version": "1.1.4",
+      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
+      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
+      "optional": true,
+      "peer": true
+    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -9222,6 +10434,16 @@
         "node": ">=0.4"
       }
     },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/yallist": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
@@ -9235,6 +10457,44 @@
         "node": ">= 14"
       }
     },
+    "node_modules/yargs": {
+      "version": "17.7.1",
+      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.1.tgz",
+      "integrity": "sha512-cwiTb08Xuv5fqF4AovYacTFNxk62th7LKJ6BL9IGUpTJrWoU7/7WdQGTP2SjKf1dUNBGzDd28p/Yfs/GI6JrLw==",
+      "optional": true,
+      "peer": true,
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "optional": true,
+      "peer": true,
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yauzl": {
+      "version": "2.10.0",
+      "resolved": "https://registry.npmjs.org/yauzl/-/yauzl-2.10.0.tgz",
+      "integrity": "sha512-p4a9I6X6nu6IhoGmBqAcbJy1mlC4j27vEPZX9F4L4/vZT3Lyq1VkFHw/V/PUcB9Buo+DG3iHkT0x3Qya58zc3g==",
+      "dependencies": {
+        "buffer-crc32": "~0.2.3",
+        "fd-slicer": "~1.1.0"
+      }
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
diff --git a/ui/package.json b/ui/package.json
index 5f5f047b..31fab61a 100644
--- a/ui/package.json
+++ b/ui/package.json
@@ -22,6 +22,9 @@
     "@supabase/supabase-js": "^2.39.0",
     "@vercel/analytics": "^1.1.1",
     "ai": "^2.2.28",
+    "cheerio": "^1.0.0-rc.12",
+    "chrome-aws-lambda": "^10.1.0",
+    "dompurify": "^3.0.6",
     "elevenlabs-node": "^2.0.1",
     "fuse.js": "^7.0.0",
     "html-react-parser": "^5.0.7",
@@ -31,6 +34,7 @@
     "openai": "^4.20.1",
     "path": "^0.12.7",
     "pdf-parse": "^1.1.1",
+    "puppeteer-core": "^10.4.0",
     "react": "^18",
     "react-compare-slider": "^3.0.1",
     "react-dom": "^18",
@@ -38,6 +42,7 @@
     "react-markdown": "^9.0.1",
     "react-sketch-canvas": "^6.2.0",
     "react-syntax-highlighter": "^15.5.0",
+    "react-toastify": "^9.1.3",
     "replicate": "^0.18.1",
     "supabase": "^1.123.4",
     "tailwind-styled-components": "^2.2.0",
@@ -55,6 +60,7 @@
     "@types/react-dom": "^18",
     "@types/react-syntax-highlighter": "^15.5.11",
     "autoprefixer": "^10.0.1",
+    "ignore-loader": "^0.1.2",
     "postcss": "^8",
     "tailwindcss": "^3.3.0",
     "typescript": "^5"