From 6f1fd31b52d11b3307850dc3955cf5c18d318716 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 14:07:11 +0900
Subject: [PATCH 01/10] =?UTF-8?q?=F0=9F=94=A7=20Fix=20Supabase=20CLI=20pul?=
 =?UTF-8?q?l=20command=20in=20package.json?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 frontend/apps/migration-web/package.json | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/apps/migration-web/package.json b/frontend/apps/migration-web/package.json
index 2891330a2..1e513e12a 100644
--- a/frontend/apps/migration-web/package.json
+++ b/frontend/apps/migration-web/package.json
@@ -32,7 +32,7 @@
     "lint": "pnpm run '/^lint:.*/'",
     "lint:biome": "biome check .",
     "start": "next start",
-    "supabase:pull": "pnpm supabase pull",
+    "supabase:pull": "pnpm supabase db pull",
     "supabase:reset": "pnpm supabase db reset",
     "supabase:start": "pnpm supabase start",
     "supabase:stop": "pnpm supabase stop"

From 0dfd612e31228f56957b1896f6b3548978628811 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 14:07:34 +0900
Subject: [PATCH 02/10] =?UTF-8?q?=F0=9F=94=A7=20Add=20documents=20table=20?=
 =?UTF-8?q?with=20vector=20embeddings=20and=20matching=20function?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../20250304050615_remote_schema.sql          | 80 +++++++++++++++++++
 1 file changed, 80 insertions(+)
 create mode 100644 frontend/apps/migration-web/supabase/migrations/20250304050615_remote_schema.sql

diff --git a/frontend/apps/migration-web/supabase/migrations/20250304050615_remote_schema.sql b/frontend/apps/migration-web/supabase/migrations/20250304050615_remote_schema.sql
new file mode 100644
index 000000000..11e09c0e3
--- /dev/null
+++ b/frontend/apps/migration-web/supabase/migrations/20250304050615_remote_schema.sql
@@ -0,0 +1,80 @@
+create extension if not exists "vector" with schema "public" version '0.8.0';
+
+create sequence "public"."documents_id_seq";
+
+create table "public"."documents" (
+    "id" bigint not null default nextval('documents_id_seq'::regclass),
+    "content" text,
+    "metadata" jsonb,
+    "embedding" vector(1536)
+);
+
+alter sequence "public"."documents_id_seq" owned by "public"."documents"."id";
+
+CREATE UNIQUE INDEX documents_pkey ON public.documents USING btree (id);
+
+alter table "public"."documents" add constraint "documents_pkey" PRIMARY KEY using index "documents_pkey";
+
+set check_function_bodies = off;
+
+CREATE OR REPLACE FUNCTION public.match_documents(query_embedding vector, match_count integer DEFAULT NULL::integer, filter jsonb DEFAULT '{}'::jsonb)
+ RETURNS TABLE(id bigint, content text, metadata jsonb, similarity double precision)
+ LANGUAGE plpgsql
+AS $function$
+#variable_conflict use_column
+begin
+  return query
+  select
+    id,
+    content,
+    metadata,
+    1 - (documents.embedding <=> query_embedding) as similarity
+  from documents
+  where metadata @> filter
+  order by documents.embedding <=> query_embedding
+  limit match_count;
+end;
+$function$
+;
+
+grant delete on table "public"."documents" to "anon";
+
+grant insert on table "public"."documents" to "anon";
+
+grant references on table "public"."documents" to "anon";
+
+grant select on table "public"."documents" to "anon";
+
+grant trigger on table "public"."documents" to "anon";
+
+grant truncate on table "public"."documents" to "anon";
+
+grant update on table "public"."documents" to "anon";
+
+grant delete on table "public"."documents" to "authenticated";
+
+grant insert on table "public"."documents" to "authenticated";
+
+grant references on table "public"."documents" to "authenticated";
+
+grant select on table "public"."documents" to "authenticated";
+
+grant trigger on table "public"."documents" to "authenticated";
+
+grant truncate on table "public"."documents" to "authenticated";
+
+grant update on table "public"."documents" to "authenticated";
+
+grant delete on table "public"."documents" to "service_role";
+
+grant insert on table "public"."documents" to "service_role";
+
+grant references on table "public"."documents" to "service_role";
+
+grant select on table "public"."documents" to "service_role";
+
+grant trigger on table "public"."documents" to "service_role";
+
+grant truncate on table "public"."documents" to "service_role";
+
+grant update on table "public"."documents" to "service_role";

From b85c609cc67d6c47d33c4e59959cb664b3452f12 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 15:35:07 +0900
Subject: [PATCH 03/10] =?UTF-8?q?=E2=9C=A8=20Add=20URL=20content=20vectori?=
 =?UTF-8?q?zation=20feature=20to=20migration=20web=20app?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 frontend/apps/migration-web/.env.template     |    2 +
 .../migration-web/app/api/vectorize/route.ts  |   37 +
 .../apps/migration-web/app/review/page.tsx    |    2 +
 .../components/UrlVectorizer.module.css       |   74 ++
 .../components/UrlVectorizer.tsx              |   92 ++
 frontend/apps/migration-web/lib/index.ts      |    2 +
 frontend/apps/migration-web/lib/supabase.ts   |    6 +
 .../apps/migration-web/lib/vectorization.ts   |   65 +
 frontend/apps/migration-web/package.json      |    4 +-
 pnpm-lock.yaml                                | 1066 ++++++++++++++---
 10 files changed, 1193 insertions(+), 157 deletions(-)
 create mode 100644 frontend/apps/migration-web/app/api/vectorize/route.ts
 create mode 100644 frontend/apps/migration-web/components/UrlVectorizer.module.css
 create mode 100644 frontend/apps/migration-web/components/UrlVectorizer.tsx
 create mode 100644 frontend/apps/migration-web/lib/supabase.ts
 create mode 100644 frontend/apps/migration-web/lib/vectorization.ts

diff --git a/frontend/apps/migration-web/.env.template b/frontend/apps/migration-web/.env.template
index c8fadcb44..94e5abad4 100644
--- a/frontend/apps/migration-web/.env.template
+++ b/frontend/apps/migration-web/.env.template
@@ -2,3 +2,5 @@ OPENAI_API_KEY="YOUR_API_KEY"
 LANGFUSE_PUBLIC_KEY=""
 LANGFUSE_SECRET_KEY=""
 LANGFUSE_BASE_URL="https://cloud.langfuse.com"
+SUPABASE_URL="YOUR_SUPABASE_URL"
+SUPABASE_SERVICE_ROLE_KEY="YOUR_SERVICE_ROLE_KEY"
diff --git a/frontend/apps/migration-web/app/api/vectorize/route.ts b/frontend/apps/migration-web/app/api/vectorize/route.ts
new file mode 100644
index 000000000..ed294c5fa
--- /dev/null
+++ b/frontend/apps/migration-web/app/api/vectorize/route.ts
@@ -0,0 +1,37 @@
+import { vectorizeUrl } from '@/lib/vectorization'
+import type { NextRequest } from 'next/server'
+
+export const runtime = 'edge'
+
+export async function POST(req: NextRequest) {
+  try {
+    const { url } = await req.json()
+
+    if (!url || typeof url !== 'string') {
+      return new Response(
+        JSON.stringify({
+          error: 'URL is not provided or is in an invalid format',
+        }),
+        { status: 400 },
+      )
+    }
+
+    const result = await vectorizeUrl(url)
+
+    return new Response(
+      JSON.stringify({
+        success: true,
+        message: 'Content vectorized and stored successfully',
+        id: result.documentId,
+        chunkCount: result.chunkCount,
+      }),
+      { status: 200 },
+    )
+  } catch (error) {
+    console.error('Error in vectorize API:', error)
+    return new Response(
+      JSON.stringify({ error: 'An error occurred while processing the URL' }),
+      { status: 500 },
+    )
+  }
+}
diff --git a/frontend/apps/migration-web/app/review/page.tsx b/frontend/apps/migration-web/app/review/page.tsx
index 3199e8d07..99de60cfa 100644
--- a/frontend/apps/migration-web/app/review/page.tsx
+++ b/frontend/apps/migration-web/app/review/page.tsx
@@ -1,10 +1,12 @@
 import { ReviewWindow } from '@/components/ReviewWindow'
+import { UrlVectorizer } from '@/components/UrlVectorizer'
 import styles from './page.module.css'
 
 export default function ReviewPage() {
   return (
     <div className={styles.container}>
       <h1 className={styles.title}>Database Schema Review</h1>
+      <UrlVectorizer endpoint="api/vectorize" />
       <ReviewWindow
         endpoint="api/review"
         placeholder="CREATE TABLE users (id INT PRIMARY KEY, name VARCHAR(255), ...);"
diff --git a/frontend/apps/migration-web/components/UrlVectorizer.module.css b/frontend/apps/migration-web/components/UrlVectorizer.module.css
new file mode 100644
index 000000000..55c144b8b
--- /dev/null
+++ b/frontend/apps/migration-web/components/UrlVectorizer.module.css
@@ -0,0 +1,74 @@
+.container {
+  margin-top: 2rem;
+  padding: 1.5rem;
+  border: 1px solid #e0e0e0;
+  border-radius: 8px;
+  background-color: #f9f9f9;
+}
+
+.title {
+  font-size: 1.5rem;
+  margin-bottom: 1rem;
+  color: #333;
+}
+
+.form {
+  display: flex;
+  flex-direction: column;
+  gap: 1rem;
+}
+
+.inputGroup {
+  display: flex;
+  gap: 0.5rem;
+}
+
+.input {
+  flex: 1;
+  padding: 0.75rem;
+  border: 1px solid #ccc;
+  border-radius: 4px;
+  font-size: 1rem;
+}
+
+.button {
+  padding: 0.75rem 1.5rem;
+  background-color: #0070f3;
+  color: white;
+  border: none;
+  border-radius: 4px;
+  font-size: 1rem;
+  cursor: pointer;
+  transition: background-color 0.2s;
+}
+
+.button:hover {
+  background-color: #0060df;
+}
+
+.button:disabled {
+  background-color: #ccc;
+  cursor: not-allowed;
+}
+
+.error {
+  color: #e53e3e;
+  padding: 0.5rem;
+  border-radius: 4px;
+  background-color: #fff5f5;
+  border: 1px solid #fed7d7;
+}
+
+.success {
+  color: #38a169;
+  padding: 0.5rem;
+  border-radius: 4px;
+  background-color: #f0fff4;
+  border: 1px solid #c6f6d5;
+}
+
+.description {
+  font-size: 0.875rem;
+  color: #666;
+  line-height: 1.5;
+}
diff --git a/frontend/apps/migration-web/components/UrlVectorizer.tsx b/frontend/apps/migration-web/components/UrlVectorizer.tsx
new file mode 100644
index 000000000..dec9706a2
--- /dev/null
+++ b/frontend/apps/migration-web/components/UrlVectorizer.tsx
@@ -0,0 +1,92 @@
+'use client'
+
+import { type FormEvent, useState } from 'react'
+import styles from './UrlVectorizer.module.css'
+
+export type UrlVectorizerProps = {
+  endpoint: string
+}
+
+export const UrlVectorizer = ({ endpoint }: UrlVectorizerProps) => {
+  const [url, setUrl] = useState<string>('')
+  const [isLoading, setIsLoading] = useState<boolean>(false)
+  const [error, setError] = useState<string | null>(null)
+  const [success, setSuccess] = useState<string | null>(null)
+
+  const handleSubmit = async (e: FormEvent) => {
+    e.preventDefault()
+
+    if (!url.trim()) {
+      setError('Please enter a URL')
+      return
+    }
+
+    if (!url.startsWith('http://') && !url.startsWith('https://')) {
+      setError('Please enter a valid URL (must start with http:// or https://)')
+      return
+    }
+
+    setIsLoading(true)
+    setError(null)
+    setSuccess(null)
+
+    try {
+      const response = await fetch(`/${endpoint}`, {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json',
+        },
+        body: JSON.stringify({ url }),
+      })
+
+      const data = await response.json()
+
+      if (!response.ok) {
+        throw new Error(data.error || `Error: ${response.statusText}`)
+      }
+
+      setSuccess(
+        `URL content successfully vectorized and stored. ID: ${data.id}`,
+      )
+      setUrl('')
+    } catch (err) {
+      console.error('Error during vectorization:', err)
+      setError(
+        err instanceof Error
+          ? err.message
+          : 'An error occurred while processing the URL',
+      )
+    } finally {
+      setIsLoading(false)
+    }
+  }
+
+  return (
+    <div className={styles.container}>
+      <h2 className={styles.title}>URL Content Vectorization</h2>
+      <form onSubmit={handleSubmit} className={styles.form}>
+        <div className={styles.inputGroup}>
+          <input
+            type="text"
+            value={url}
+            onChange={(e) => setUrl(e.target.value)}
+            placeholder="https://example.com"
+            className={styles.input}
+            disabled={isLoading}
+          />
+          <button type="submit" className={styles.button} disabled={isLoading}>
+            {isLoading ? 'Processing...' : 'Vectorize'}
+          </button>
+        </div>
+
+        {error && <div className={styles.error}>{error}</div>}
+        {success && <div className={styles.success}>{success}</div>}
+
+        <p className={styles.description}>
+          Enter a URL to fetch its content, vectorize it, and store it in the
+          database.
+        </p>
+      </form>
+    </div>
+  )
+}
diff --git a/frontend/apps/migration-web/lib/index.ts b/frontend/apps/migration-web/lib/index.ts
index 57dfbdbe7..94e49f418 100644
--- a/frontend/apps/migration-web/lib/index.ts
+++ b/frontend/apps/migration-web/lib/index.ts
@@ -1 +1,3 @@
 export * from './langfuse'
+export * from './supabase'
+export * from './vectorization'
diff --git a/frontend/apps/migration-web/lib/supabase.ts b/frontend/apps/migration-web/lib/supabase.ts
new file mode 100644
index 000000000..dae7d9429
--- /dev/null
+++ b/frontend/apps/migration-web/lib/supabase.ts
@@ -0,0 +1,6 @@
+import { createClient } from '@supabase/supabase-js'
+
+export const supabaseClient = createClient(
+  process.env.SUPABASE_URL || '',
+  process.env.SUPABASE_SERVICE_ROLE_KEY || '',
+)
diff --git a/frontend/apps/migration-web/lib/vectorization.ts b/frontend/apps/migration-web/lib/vectorization.ts
new file mode 100644
index 000000000..f89f9d768
--- /dev/null
+++ b/frontend/apps/migration-web/lib/vectorization.ts
@@ -0,0 +1,65 @@
+import { CheerioWebBaseLoader } from '@langchain/community/document_loaders/web/cheerio'
+import { HtmlToTextTransformer } from '@langchain/community/document_transformers/html_to_text'
+import { SupabaseVectorStore } from '@langchain/community/vectorstores/supabase'
+import { OpenAIEmbeddings } from '@langchain/openai'
+import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter'
+import { supabaseClient } from '.'
+
+const embeddings = new OpenAIEmbeddings({
+  modelName: 'text-embedding-3-small',
+})
+
+const vectorStore = new SupabaseVectorStore(embeddings, {
+  client: supabaseClient,
+  tableName: 'documents',
+  queryName: 'match_documents',
+})
+
+export type VectorizationResult = {
+  documentId?: string
+  chunkCount: number
+}
+
+export async function vectorizeUrl(url: string): Promise<VectorizationResult> {
+  const loader = new CheerioWebBaseLoader(url)
+  const docs = await loader.load()
+
+  const transformer = new HtmlToTextTransformer()
+  const sequence =
+    RecursiveCharacterTextSplitter.fromLanguage('html').pipe(transformer)
+  const newDocuments = await sequence.invoke(docs)
+  const pages = newDocuments.map((doc) => doc.pageContent)
+
+  const extractedText = await Promise.all(
+    pages.map(async (page) => {
+      return page.split('\n').join(' ')
+    }),
+  )
+
+  const extractedDocs = extractedText.map((text) => ({
+    pageContent: text,
+    metadata: {},
+  }))
+
+  const splitter = new RecursiveCharacterTextSplitter({
+    chunkSize: 300,
+    chunkOverlap: 0,
+  })
+
+  const chunks = await splitter.splitDocuments(extractedDocs)
+
+  for (const chunk of chunks) {
+    chunk.metadata = {
+      ...chunk.metadata,
+      source: url,
+      type: 'webpage',
+    }
+  }
+
+  const ids = await vectorStore.addDocuments(chunks)
+
+  return {
+    documentId: ids[0],
+    chunkCount: chunks.length,
+  }
+}
diff --git a/frontend/apps/migration-web/package.json b/frontend/apps/migration-web/package.json
index 1e513e12a..81c09a6a2 100644
--- a/frontend/apps/migration-web/package.json
+++ b/frontend/apps/migration-web/package.json
@@ -3,8 +3,11 @@
   "private": true,
   "version": "0.1.0",
   "dependencies": {
+    "@langchain/community": "0.3.33",
     "@langchain/core": "0.3.42",
     "@langchain/openai": "0.4.4",
+    "@supabase/supabase-js": "2.49.1",
+    "html-to-text": "9.0.5",
     "langchain": "0.3.19",
     "langfuse-langchain": "3.36.0",
     "next": "15.1.2",
@@ -16,7 +19,6 @@
     "@types/node": "22.9.0",
     "@types/react": "18",
     "@types/react-dom": "18",
-    "supabase": "2.15.8",
     "typed-css-modules": "0.9.1",
     "typescript": "5"
   },
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 35dbe8f70..c4862f42e 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -178,18 +178,27 @@ importers:
 
   frontend/apps/migration-web:
     dependencies:
+      '@langchain/community':
+        specifier: 0.3.33
+        version: 0.3.33(@browserbasehq/sdk@2.3.0)(@browserbasehq/stagehand@1.13.1(@playwright/test@1.50.1)(deepmerge@4.3.1)(dotenv@16.4.7)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(zod@3.24.1))(@ibm-cloud/watsonx-ai@1.5.1(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))))(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(@supabase/supabase-js@2.49.1)(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(html-to-text@9.0.5)(ibm-cloud-sdk-core@5.1.3)(ignore@5.3.2)(jsonwebtoken@9.0.2)(lodash@4.17.21)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(playwright@1.50.1)(ws@8.18.0)
       '@langchain/core':
         specifier: 0.3.42
         version: 0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))
       '@langchain/openai':
         specifier: 0.4.4
         version: 0.4.4(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(ws@8.18.0)
+      '@supabase/supabase-js':
+        specifier: 2.49.1
+        version: 2.49.1
+      html-to-text:
+        specifier: 9.0.5
+        version: 9.0.5
       langchain:
         specifier: 0.3.19
-        version: 0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)
+        version: 0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)
       langfuse-langchain:
         specifier: 3.36.0
-        version: 3.36.0(langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0))
+        version: 3.36.0(langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0))
       next:
         specifier: 15.1.2
         version: 15.1.2(@babel/core@7.26.7)(@opentelemetry/api@1.9.0)(@playwright/test@1.50.1)(react-dom@18.3.1(react@18.3.1))(react@18.3.1)
@@ -212,9 +221,6 @@ importers:
       '@types/react-dom':
         specifier: '18'
         version: 18.3.1
-      supabase:
-        specifier: 2.15.8
-        version: 2.15.8
       typed-css-modules:
         specifier: 0.9.1
         version: 0.9.1
@@ -510,6 +516,9 @@ packages:
     resolution: {integrity: sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==}
     engines: {node: '>=6.0.0'}
 
+  '@anthropic-ai/sdk@0.27.3':
+    resolution: {integrity: sha512-IjLt0gd3L4jlOfilxVXTifn42FnVffMgDC04RJK1KDZpmkBWLv0XC92MVVmkxrFZNS/7l3xWgP/I3nqtX1sQHw==}
+
   '@babel/code-frame@7.26.2':
     resolution: {integrity: sha512-RJlIHRueQgwWitWgF8OdFYGZX328Ax5BCemNGlqHfplnRT9ESi8JkFlvaVYbS+UubVY6dpv87Fs2u5M29iNFVQ==}
     engines: {node: '>=6.9.0'}
@@ -690,6 +699,18 @@ packages:
     cpu: [x64]
     os: [win32]
 
+  '@browserbasehq/sdk@2.3.0':
+    resolution: {integrity: sha512-H2nu46C6ydWgHY+7yqaP8qpfRJMJFVGxVIgsuHe1cx9HkfJHqzkuIqaK/k8mU4ZeavQgV5ZrJa0UX6MDGYiT4w==}
+
+  '@browserbasehq/stagehand@1.13.1':
+    resolution: {integrity: sha512-sty9bDiuuQJDOS+/uBfXpwYQY+mhFyqi6uT5wSOrazagZ5s8tgk3ryCIheB/BGS5iisc6ivAsKe9aC9n5WBTAg==}
+    peerDependencies:
+      '@playwright/test': ^1.42.1
+      deepmerge: ^4.3.1
+      dotenv: ^16.4.5
+      openai: ^4.62.1
+      zod: ^3.23.8
+
   '@bundled-es-modules/deepmerge@4.3.1':
     resolution: {integrity: sha512-Rk453EklPUPC3NRWc3VUNI/SSUjdBaFoaQvFRmNBNtMHVtOFD5AntiWg5kEE1hqcPqedYFDzxE3ZcMYPcA195w==}
 
@@ -1247,6 +1268,10 @@ packages:
     resolution: {integrity: sha512-93zYdMES/c1D69yZiKDBj0V24vqNzB/koF26KPaagAfd3P/4gUlh3Dys5ogAK+Exi9QyzlD8x/08Zt7wIKcDcA==}
     deprecated: Use @eslint/object-schema instead
 
+  '@ibm-cloud/watsonx-ai@1.5.1':
+    resolution: {integrity: sha512-7srn4TgknDWcql63OXLNsZnqVbsqHzFVLTihDPI/UyufDxQbGdsYbdc/aEua1qW9HYDoAmEerXuYuohsMwthjw==}
+    engines: {node: '>=18.0.0'}
+
   '@img/sharp-darwin-arm64@0.33.5':
     resolution: {integrity: sha512-UT4p+iz/2H4twwAoLCqfA9UH5pI6DggwKEGuaPy7nCVQ8ZsiY5PIcrRvD1DzuY3qYL07NtIQcWnBSY/heikIFQ==}
     engines: {node: ^18.17.0 || ^20.3.0 || >=21.0.0}
@@ -1436,10 +1461,6 @@ packages:
     resolution: {integrity: sha512-O8jcjabXaleOG9DQ0+ARXWZBTfnP4WNAqzuiJK7ll44AmxGKv/J2M4TPjxjY3znBCfvBXFzucm1twdyFybFqEA==}
     engines: {node: '>=12'}
 
-  '@isaacs/fs-minipass@4.0.1':
-    resolution: {integrity: sha512-wgm9Ehl2jpeqP3zw/7mo3kRHFp5MEDhqAdwy1fTGkHAwnkGOVsgpvQhL8B5n1qlb01jV3n/bI0ZfZp5lWA1k4w==}
-    engines: {node: '>=18.0.0'}
-
   '@jridgewell/gen-mapping@0.3.5':
     resolution: {integrity: sha512-IzL8ZoEDIBRWEzlCcRhOaCupYyN5gdIK+Q6fbFdPDg6HqX6jpkItn7DFIpW9LQzXG6Df9sA7+OKnq0qlz/GaQg==}
     engines: {node: '>=6.0.0'}
@@ -1486,6 +1507,380 @@ packages:
     peerDependencies:
       tslib: '2'
 
+  '@langchain/community@0.3.33':
+    resolution: {integrity: sha512-BtgfvyPvb/HYUWLa5YXoDVMY+8pkZvaZzwp5NSebstVKsitsjuG/pwzZ7gDQO1c8LJZlxAeYyAwwQBI87ibRRg==}
+    engines: {node: '>=18'}
+    peerDependencies:
+      '@arcjet/redact': ^v1.0.0-alpha.23
+      '@aws-crypto/sha256-js': ^5.0.0
+      '@aws-sdk/client-bedrock-agent-runtime': ^3.749.0
+      '@aws-sdk/client-bedrock-runtime': ^3.749.0
+      '@aws-sdk/client-dynamodb': ^3.749.0
+      '@aws-sdk/client-kendra': ^3.749.0
+      '@aws-sdk/client-lambda': ^3.749.0
+      '@aws-sdk/client-s3': ^3.749.0
+      '@aws-sdk/client-sagemaker-runtime': ^3.749.0
+      '@aws-sdk/client-sfn': ^3.749.0
+      '@aws-sdk/credential-provider-node': ^3.388.0
+      '@aws-sdk/dsql-signer': '*'
+      '@azure/search-documents': ^12.0.0
+      '@azure/storage-blob': ^12.15.0
+      '@browserbasehq/sdk': '*'
+      '@browserbasehq/stagehand': ^1.0.0
+      '@clickhouse/client': ^0.2.5
+      '@cloudflare/ai': '*'
+      '@datastax/astra-db-ts': ^1.0.0
+      '@elastic/elasticsearch': ^8.4.0
+      '@getmetal/metal-sdk': '*'
+      '@getzep/zep-cloud': ^1.0.6
+      '@getzep/zep-js': ^0.9.0
+      '@gomomento/sdk': ^1.51.1
+      '@gomomento/sdk-core': ^1.51.1
+      '@google-ai/generativelanguage': '*'
+      '@google-cloud/storage': ^6.10.1 || ^7.7.0
+      '@gradientai/nodejs-sdk': ^1.2.0
+      '@huggingface/inference': ^2.6.4
+      '@huggingface/transformers': ^3.2.3
+      '@ibm-cloud/watsonx-ai': '*'
+      '@lancedb/lancedb': ^0.12.0
+      '@langchain/core': '>=0.2.21 <0.4.0'
+      '@layerup/layerup-security': ^1.5.12
+      '@libsql/client': ^0.14.0
+      '@mendable/firecrawl-js': ^1.4.3
+      '@mlc-ai/web-llm': '*'
+      '@mozilla/readability': '*'
+      '@neondatabase/serverless': '*'
+      '@notionhq/client': ^2.2.10
+      '@opensearch-project/opensearch': '*'
+      '@pinecone-database/pinecone': '*'
+      '@planetscale/database': ^1.8.0
+      '@premai/prem-sdk': ^0.3.25
+      '@qdrant/js-client-rest': ^1.8.2
+      '@raycast/api': ^1.55.2
+      '@rockset/client': ^0.9.1
+      '@smithy/eventstream-codec': ^2.0.5
+      '@smithy/protocol-http': ^3.0.6
+      '@smithy/signature-v4': ^2.0.10
+      '@smithy/util-utf8': ^2.0.0
+      '@spider-cloud/spider-client': ^0.0.21
+      '@supabase/supabase-js': ^2.45.0
+      '@tensorflow-models/universal-sentence-encoder': '*'
+      '@tensorflow/tfjs-converter': '*'
+      '@tensorflow/tfjs-core': '*'
+      '@upstash/ratelimit': ^1.1.3 || ^2.0.3
+      '@upstash/redis': ^1.20.6
+      '@upstash/vector': ^1.1.1
+      '@vercel/kv': '*'
+      '@vercel/postgres': '*'
+      '@writerai/writer-sdk': ^0.40.2
+      '@xata.io/client': ^0.28.0
+      '@zilliz/milvus2-sdk-node': '>=2.3.5'
+      apify-client: ^2.7.1
+      assemblyai: ^4.6.0
+      better-sqlite3: '>=9.4.0 <12.0.0'
+      cassandra-driver: ^4.7.2
+      cborg: ^4.1.1
+      cheerio: ^1.0.0-rc.12
+      chromadb: '*'
+      closevector-common: 0.1.3
+      closevector-node: 0.1.6
+      closevector-web: 0.1.6
+      cohere-ai: '*'
+      convex: ^1.3.1
+      crypto-js: ^4.2.0
+      d3-dsv: ^2.0.0
+      discord.js: ^14.14.1
+      dria: ^0.0.3
+      duck-duck-scrape: ^2.2.5
+      epub2: ^3.0.1
+      fast-xml-parser: '*'
+      firebase-admin: ^11.9.0 || ^12.0.0
+      google-auth-library: '*'
+      googleapis: '*'
+      hnswlib-node: ^3.0.0
+      html-to-text: ^9.0.5
+      ibm-cloud-sdk-core: '*'
+      ignore: ^5.2.0
+      interface-datastore: ^8.2.11
+      ioredis: ^5.3.2
+      it-all: ^3.0.4
+      jsdom: '*'
+      jsonwebtoken: ^9.0.2
+      llmonitor: ^0.5.9
+      lodash: ^4.17.21
+      lunary: ^0.7.10
+      mammoth: ^1.6.0
+      mongodb: '>=5.2.0'
+      mysql2: ^3.9.8
+      neo4j-driver: '*'
+      notion-to-md: ^3.1.0
+      officeparser: ^4.0.4
+      openai: '*'
+      pdf-parse: 1.1.1
+      pg: ^8.11.0
+      pg-copy-streams: ^6.0.5
+      pickleparser: ^0.2.1
+      playwright: ^1.32.1
+      portkey-ai: ^0.1.11
+      puppeteer: '*'
+      pyodide: '>=0.24.1 <0.27.0'
+      redis: '*'
+      replicate: '*'
+      sonix-speech-recognition: ^2.1.1
+      srt-parser-2: ^1.2.3
+      typeorm: ^0.3.20
+      typesense: ^1.5.3
+      usearch: ^1.1.1
+      voy-search: 0.6.2
+      weaviate-ts-client: '*'
+      web-auth-library: ^1.0.3
+      word-extractor: '*'
+      ws: ^8.14.2
+      youtubei.js: '*'
+    peerDependenciesMeta:
+      '@arcjet/redact':
+        optional: true
+      '@aws-crypto/sha256-js':
+        optional: true
+      '@aws-sdk/client-bedrock-agent-runtime':
+        optional: true
+      '@aws-sdk/client-bedrock-runtime':
+        optional: true
+      '@aws-sdk/client-dynamodb':
+        optional: true
+      '@aws-sdk/client-kendra':
+        optional: true
+      '@aws-sdk/client-lambda':
+        optional: true
+      '@aws-sdk/client-s3':
+        optional: true
+      '@aws-sdk/client-sagemaker-runtime':
+        optional: true
+      '@aws-sdk/client-sfn':
+        optional: true
+      '@aws-sdk/credential-provider-node':
+        optional: true
+      '@aws-sdk/dsql-signer':
+        optional: true
+      '@azure/search-documents':
+        optional: true
+      '@azure/storage-blob':
+        optional: true
+      '@browserbasehq/sdk':
+        optional: true
+      '@clickhouse/client':
+        optional: true
+      '@cloudflare/ai':
+        optional: true
+      '@datastax/astra-db-ts':
+        optional: true
+      '@elastic/elasticsearch':
+        optional: true
+      '@getmetal/metal-sdk':
+        optional: true
+      '@getzep/zep-cloud':
+        optional: true
+      '@getzep/zep-js':
+        optional: true
+      '@gomomento/sdk':
+        optional: true
+      '@gomomento/sdk-core':
+        optional: true
+      '@google-ai/generativelanguage':
+        optional: true
+      '@google-cloud/storage':
+        optional: true
+      '@gradientai/nodejs-sdk':
+        optional: true
+      '@huggingface/inference':
+        optional: true
+      '@huggingface/transformers':
+        optional: true
+      '@lancedb/lancedb':
+        optional: true
+      '@layerup/layerup-security':
+        optional: true
+      '@libsql/client':
+        optional: true
+      '@mendable/firecrawl-js':
+        optional: true
+      '@mlc-ai/web-llm':
+        optional: true
+      '@mozilla/readability':
+        optional: true
+      '@neondatabase/serverless':
+        optional: true
+      '@notionhq/client':
+        optional: true
+      '@opensearch-project/opensearch':
+        optional: true
+      '@pinecone-database/pinecone':
+        optional: true
+      '@planetscale/database':
+        optional: true
+      '@premai/prem-sdk':
+        optional: true
+      '@qdrant/js-client-rest':
+        optional: true
+      '@raycast/api':
+        optional: true
+      '@rockset/client':
+        optional: true
+      '@smithy/eventstream-codec':
+        optional: true
+      '@smithy/protocol-http':
+        optional: true
+      '@smithy/signature-v4':
+        optional: true
+      '@smithy/util-utf8':
+        optional: true
+      '@spider-cloud/spider-client':
+        optional: true
+      '@supabase/supabase-js':
+        optional: true
+      '@tensorflow-models/universal-sentence-encoder':
+        optional: true
+      '@tensorflow/tfjs-converter':
+        optional: true
+      '@tensorflow/tfjs-core':
+        optional: true
+      '@upstash/ratelimit':
+        optional: true
+      '@upstash/redis':
+        optional: true
+      '@upstash/vector':
+        optional: true
+      '@vercel/kv':
+        optional: true
+      '@vercel/postgres':
+        optional: true
+      '@writerai/writer-sdk':
+        optional: true
+      '@xata.io/client':
+        optional: true
+      '@zilliz/milvus2-sdk-node':
+        optional: true
+      apify-client:
+        optional: true
+      assemblyai:
+        optional: true
+      better-sqlite3:
+        optional: true
+      cassandra-driver:
+        optional: true
+      cborg:
+        optional: true
+      cheerio:
+        optional: true
+      chromadb:
+        optional: true
+      closevector-common:
+        optional: true
+      closevector-node:
+        optional: true
+      closevector-web:
+        optional: true
+      cohere-ai:
+        optional: true
+      convex:
+        optional: true
+      crypto-js:
+        optional: true
+      d3-dsv:
+        optional: true
+      discord.js:
+        optional: true
+      dria:
+        optional: true
+      duck-duck-scrape:
+        optional: true
+      epub2:
+        optional: true
+      fast-xml-parser:
+        optional: true
+      firebase-admin:
+        optional: true
+      google-auth-library:
+        optional: true
+      googleapis:
+        optional: true
+      hnswlib-node:
+        optional: true
+      html-to-text:
+        optional: true
+      ignore:
+        optional: true
+      interface-datastore:
+        optional: true
+      ioredis:
+        optional: true
+      it-all:
+        optional: true
+      jsdom:
+        optional: true
+      jsonwebtoken:
+        optional: true
+      llmonitor:
+        optional: true
+      lodash:
+        optional: true
+      lunary:
+        optional: true
+      mammoth:
+        optional: true
+      mongodb:
+        optional: true
+      mysql2:
+        optional: true
+      neo4j-driver:
+        optional: true
+      notion-to-md:
+        optional: true
+      officeparser:
+        optional: true
+      pdf-parse:
+        optional: true
+      pg:
+        optional: true
+      pg-copy-streams:
+        optional: true
+      pickleparser:
+        optional: true
+      playwright:
+        optional: true
+      portkey-ai:
+        optional: true
+      puppeteer:
+        optional: true
+      pyodide:
+        optional: true
+      redis:
+        optional: true
+      replicate:
+        optional: true
+      sonix-speech-recognition:
+        optional: true
+      srt-parser-2:
+        optional: true
+      typeorm:
+        optional: true
+      typesense:
+        optional: true
+      usearch:
+        optional: true
+      voy-search:
+        optional: true
+      weaviate-ts-client:
+        optional: true
+      web-auth-library:
+        optional: true
+      word-extractor:
+        optional: true
+      ws:
+        optional: true
+      youtubei.js:
+        optional: true
+
   '@langchain/core@0.3.42':
     resolution: {integrity: sha512-pT/jC5lqWK3YGDq8dQwgKoa6anqAhMtG1x5JbnrOj9NdaLeBbCKBDQ+/Ykzk3nZ8o+0UMsaXNZo7IVL83VVjHg==}
     engines: {node: '>=18'}
@@ -2590,6 +2985,9 @@ packages:
   '@rushstack/eslint-patch@1.10.4':
     resolution: {integrity: sha512-WJgX9nzTqknM393q1QJDJmoW28kUfEnybeTfVNcNAPnIx210RXm2DiXiHzfNPJNIUUb1tJnz/l4QGtJ30PgWmA==}
 
+  '@selderee/plugin-htmlparser2@0.11.0':
+    resolution: {integrity: sha512-P33hHGdldxGabLFjPPpaTxVolMrzrcegejx+0GxjrIb9Zv48D8yAIA/QTDR2dFl7Uz7urX8aX6+5bCZslr+gWQ==}
+
   '@sentry-internal/browser-utils@8.49.0':
     resolution: {integrity: sha512-XkPHHdFqsN7EPaB+QGUOEmpFqXiqP67t2rRZ1HG1UwJoe0PhJEKNy7b4+WRwmT7ODSt+PvFk1gNBlJBpThwH7Q==}
     engines: {node: '>=14.18'}
@@ -2787,6 +3185,28 @@ packages:
     peerDependencies:
       storybook: ^8.3.4
 
+  '@supabase/auth-js@2.68.0':
+    resolution: {integrity: sha512-odG7nb7aOmZPUXk6SwL2JchSsn36Ppx11i2yWMIc/meUO2B2HK9YwZHPK06utD9Ql9ke7JKDbwGin/8prHKxxQ==}
+
+  '@supabase/functions-js@2.4.4':
+    resolution: {integrity: sha512-WL2p6r4AXNGwop7iwvul2BvOtuJ1YQy8EbOd0dhG1oN1q8el/BIRSFCFnWAMM/vJJlHWLi4ad22sKbKr9mvjoA==}
+
+  '@supabase/node-fetch@2.6.15':
+    resolution: {integrity: sha512-1ibVeYUacxWYi9i0cf5efil6adJ9WRyZBLivgjs+AUpewx1F3xPi7gLgaASI2SmIQxPoCEjAsLAzKPgMJVgOUQ==}
+    engines: {node: 4.x || >=6.0.0}
+
+  '@supabase/postgrest-js@1.19.2':
+    resolution: {integrity: sha512-MXRbk4wpwhWl9IN6rIY1mR8uZCCG4MZAEji942ve6nMwIqnBgBnZhZlON6zTTs6fgveMnoCILpZv1+K91jN+ow==}
+
+  '@supabase/realtime-js@2.11.2':
+    resolution: {integrity: sha512-u/XeuL2Y0QEhXSoIPZZwR6wMXgB+RQbJzG9VErA3VghVt7uRfSVsjeqd7m5GhX3JR6dM/WRmLbVR8URpDWG4+w==}
+
+  '@supabase/storage-js@2.7.1':
+    resolution: {integrity: sha512-asYHcyDR1fKqrMpytAS1zjyEfvxuOIp1CIXX7ji4lHHcJKqyk+sLl/Vxgm4sN6u8zvuUtae9e4kDxQP2qrwWBA==}
+
+  '@supabase/supabase-js@2.49.1':
+    resolution: {integrity: sha512-lKaptKQB5/juEF5+jzmBeZlz69MdHZuxf+0f50NwhL+IE//m4ZnOeWlsKRjjsM0fVayZiQKqLvYdBn0RLkhGiQ==}
+
   '@swc/counter@0.1.3':
     resolution: {integrity: sha512-e2BR4lsJkkRlKZ/qCHPw9ZaSxc0MVUd7gtbtaB7aMvHeJVYe8sOB8DBZkP2DtISHGSku9sCK6T6cnY0CtXrOCQ==}
 
@@ -2807,6 +3227,9 @@ packages:
     peerDependencies:
       '@testing-library/dom': '>=7.21.4'
 
+  '@tokenizer/token@0.3.0':
+    resolution: {integrity: sha512-OvjF+z51L3ov0OyAU0duzsYuvO01PH7x4t6DJx+guahgTnBHkhJdG7soQeTSFLWN3efnHyibZ4Z8l2EuWwJN3A==}
+
   '@tootallnate/quickjs-emscripten@0.23.0':
     resolution: {integrity: sha512-C5Mc6rdnsaJDjO3UpGW/CQTHtCKaYlScZTly4JIu97Jxo/odCiH0ITnDXSJPTOrEKk/ycSZ0AOgTmkDtkOsvIA==}
 
@@ -2953,6 +3376,9 @@ packages:
   '@types/node-fetch@2.6.12':
     resolution: {integrity: sha512-8nneRWKCg3rMtF69nLQJnOYUcbafYeFSjqkw3jCRLsqkWFlHaoQrr5mXmofFGOx3DKn7UfmBMyov8ySvLRVldA==}
 
+  '@types/node@10.14.22':
+    resolution: {integrity: sha512-9taxKC944BqoTVjE+UT3pQH0nHZlTvITwfsOZqyc+R3sfJuxaTtxWjfn1K2UlxyPcKHf0rnaXcVFrS9F9vf0bw==}
+
   '@types/node@12.20.55':
     resolution: {integrity: sha512-J8xLz7q2OFulZ2cyGTLE1TbbZcjpno7FaN6zdJNrgAdrJ+DZzh/uFR6YrTb4C+nXakvud8Q4+rbhoIWlYQbUFQ==}
 
@@ -2974,6 +3400,9 @@ packages:
   '@types/pg@8.6.1':
     resolution: {integrity: sha512-1Kc4oAGzAl7uqUStZCDvaLFqZrW9qWSjXOmBfdgyBP5La7Us6Mg4GBvRlSoaZMhQF/zSj1C8CtKMBkoiT8eL8w==}
 
+  '@types/phoenix@1.6.6':
+    resolution: {integrity: sha512-PIzZZlEppgrpoT2QgbnDU+MMzuR6BbCjllj0bM70lWoejMeNJAxCchxnv7J3XFkI8MpygtRpzXrIlmWUBclP5A==}
+
   '@types/prop-types@15.7.13':
     resolution: {integrity: sha512-hCZTSvwbzWGvhqxp/RqVqwU999pBf2vp7hzIjiYOsl8wqOmUxkQ6ddw1cV3l8811+kdUFus/q4d1Y3E3SyEifA==}
 
@@ -3018,6 +3447,9 @@ packages:
   '@types/tinycolor2@1.4.6':
     resolution: {integrity: sha512-iEN8J0BoMnsWBqjVbWH/c0G0Hh7O21lpR2/+PrvAVgWdzL7eexIFm4JN/Wn10PTcmNdtS6U67r499mlWMXOxNw==}
 
+  '@types/tough-cookie@4.0.5':
+    resolution: {integrity: sha512-/Ad8+nIOV7Rl++6f1BdKxFSMgmoqEoYbHRpPcx3JEfv8VRsQe9Z4mCXeJBzxs7mbHY/XOZZuXlRNfhpVPbs6ZA==}
+
   '@types/unist@2.0.11':
     resolution: {integrity: sha512-CmBKiL6NNo/OqgmMn95Fk9Whlp2mtvIv+KNpQKN2F4SjvrEesubTRWGYSg+BnWZOnlCaSTU1sMpsBOzgbYhnsA==}
 
@@ -3027,6 +3459,9 @@ packages:
   '@types/uuid@10.0.0':
     resolution: {integrity: sha512-7gqG38EyHgyP1S+7+xomFtL+ZNHcKv6DwNaCZmJmo1vgMugyF3TCnXVg4t1uk89mLNwnLtnY3TpOpCOyp1/xHQ==}
 
+  '@types/ws@8.5.14':
+    resolution: {integrity: sha512-bd/YFLW+URhBzMXurx7lWByOu+xzU9+kb3RboOteXYDfW+tr+JZa99OyNmPINEGB/ahzKrEuc8rcv4gnpJmxTw==}
+
   '@typescript-eslint/eslint-plugin@8.16.0':
     resolution: {integrity: sha512-5YTHKV8MYlyMI6BaEG7crQ9BhSc8RxzshOReKwZwRWN0+XvvTOm+L/UYLCYxFpfwYuAAqhxiq4yae0CMFwbL7Q==}
     engines: {node: ^18.18.0 || ^20.9.0 || >=21.1.0}
@@ -3435,6 +3870,9 @@ packages:
     resolution: {integrity: sha512-RE3mdQ7P3FRSe7eqCWoeQ/Z9QXrtniSjp1wUjt5nRC3WIpz5rSCve6o3fsZ2aCpJtrZjSZgjwXAoTO5k4tEI0w==}
     engines: {node: '>=4'}
 
+  axios@1.7.9:
+    resolution: {integrity: sha512-LhLcE7Hbiryz8oMDdDptSrWowmB4Bl6RCt6sIJKpRB4XtVf0iEgewX3au/pJqm+Py1kCASkb/FFKjxQaLtxJvw==}
+
   axobject-query@4.1.0:
     resolution: {integrity: sha512-qIj0G9wZbMGNLjLmg1PT6v2mE9AH2zlnADJD/2tC6E00hgmhUOfEB6greHPAfLRSufHqROIUTkw6E+M3lH0PTQ==}
     engines: {node: '>= 0.4'}
@@ -3460,10 +3898,6 @@ packages:
     resolution: {integrity: sha512-pbnl5XzGBdrFU/wT4jqmJVPn2B6UHPBOhzMQkY/SPUPB6QtUXtmBHBIwCbXJol93mOpGMnQyP/+BB19q04xj7g==}
     engines: {node: '>=4'}
 
-  bin-links@5.0.0:
-    resolution: {integrity: sha512-sdleLVfCjBtgO5cNjA2HVRvWBJAHs4zwenaCPMNJAJU0yNxpzj80IpjOIimkpkr+mhlA+how5poQtt53PygbHA==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   binary-extensions@2.3.0:
     resolution: {integrity: sha512-Ceh+7ox5qe7LJuLHoY0feh3pHuUDHAcRUeyL2VYghZwfpkNIy/+8Ocg0a3UuSoYzavmylwuLWQOf3hl0jjMMIw==}
     engines: {node: '>=8'}
@@ -3501,6 +3935,9 @@ packages:
     engines: {node: ^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7}
     hasBin: true
 
+  buffer-equal-constant-time@1.0.1:
+    resolution: {integrity: sha512-zRpUiDwd/xk6ADqPMATG8vc9VPrkck7T07OIx0gnjmJAnHnTVXNQG3vfvWNuiZIkwu9KrKdA1iJKfsfTVxE6NA==}
+
   buffer-from@1.1.2:
     resolution: {integrity: sha512-E+XQCRwSbaaiChtv6k6Dwgc+bx+Bs6vuKJHHl5kox/BaKbhiXzqQOwK4cO22yElGp2OCmjwVhT3HmxgyPGnJfQ==}
 
@@ -3614,10 +4051,6 @@ packages:
     resolution: {integrity: sha512-n8enUVCED/KVRQlab1hr3MVpcVMvxtZjmEa956u+4YijlmQED223XMSYj2tLuKvr4jcCTzNNMpQDUer72MMmzA==}
     engines: {node: '>= 14.16.0'}
 
-  chownr@3.0.0:
-    resolution: {integrity: sha512-+IxzY9BZOQd/XuYPRmrvEVjF/nqj5kgT4kEq7VofrDoM1MxoRjEWkrCC3EtLi59TVawxTAn+orJwFQcrqEN1+g==}
-    engines: {node: '>=18'}
-
   chrome-trace-event@1.0.4:
     resolution: {integrity: sha512-rNjApaLzuwaOTjCiT8lSDdGN1APCiqkChLMJxJPWLunPAt5fy8xgU9/jNOchV84wfIxrA0lRQB7oCT8jrn/wrQ==}
     engines: {node: '>=6.0'}
@@ -3674,10 +4107,6 @@ packages:
     resolution: {integrity: sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA==}
     engines: {node: '>=6'}
 
-  cmd-shim@7.0.0:
-    resolution: {integrity: sha512-rtpaCbr164TPPh+zFdkWpCyZuKkjpAzODfaZCf/SVJZzJN+4bHQb/LP3Jzq5/+84um3XXY8r548XiWKSborwVw==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   code-block-writer@13.0.3:
     resolution: {integrity: sha512-Oofo0pq3IKnsFtuHqSF7TqBfr71aeyZDVJ0HpmqB7FBM2qEigL0iPONSCZSO9pE9dZTAxANe5XHG9Uy0YMv8cg==}
 
@@ -3851,10 +4280,6 @@ packages:
   damerau-levenshtein@1.0.8:
     resolution: {integrity: sha512-sdQSFB7+llfUcQHUQO3+B8ERRj0Oa4w9POWMI/puGtuf7gFywGmkaLCElnudfTiKZV+NvHqL0ifzdrI8Ro7ESA==}
 
-  data-uri-to-buffer@4.0.1:
-    resolution: {integrity: sha512-0R9ikRb668HB7QDxT1vkpuUBtqc53YyAwMwGeUFKRojY/NWKvdZ+9UYtRfGmhqNbRkTSVpMbmyhXipFFv2cb/A==}
-    engines: {node: '>= 12'}
-
   data-uri-to-buffer@6.0.2:
     resolution: {integrity: sha512-7hvf7/GW8e86rW0ptuwS3OcBGDjIi6SZva7hCyWC0yYry2cOPmLIjXAUHI6DK2HsnwJd9ifmt57i8eV2n4YNpw==}
     engines: {node: '>= 14'}
@@ -4043,6 +4468,9 @@ packages:
   eastasianwidth@0.2.0:
     resolution: {integrity: sha512-I88TYZWc9XiYHRQ4/3c5rjjfgkjhLyW2luGIheGERbNQ6OY7yTybanSpDXZa8y7VUP9YmDcYa+eyq4ca7iLqWA==}
 
+  ecdsa-sig-formatter@1.0.11:
+    resolution: {integrity: sha512-nagl3RYrbNv6kQkeJIpt6NJZy8twLB/2vtz6yN9Z4vRKHN4/QZJIEbqohALSgwKdnksuY3k5Addp5lg8sVoVcQ==}
+
   ee-first@1.1.1:
     resolution: {integrity: sha512-WMwm9LhRUo+WUaRN+vRuETqG89IgZphVSNkdFgeb6sS/E4OrDIN7t48CAewSHXc6C8lefD8KKfr5vY61brQlow==}
 
@@ -4363,6 +4791,9 @@ packages:
     resolution: {integrity: sha512-bFi65yM+xZgk+u/KRIpekdSYkTB5W1pEf0Lt8Q8Msh7b+eQ7LXVtIB1Bkm4fvclDEL1b2CZkMhv2mOeF8tMdkA==}
     engines: {node: '>=12.0.0'}
 
+  expr-eval@2.0.2:
+    resolution: {integrity: sha512-4EMSHGOPSwAfBiibw3ndnP0AvjDWLsMvGOvWEZ2F96IGk0bIVdjQisOHxReSkE13mHcfbuCiXw+G4y0zv6N8Eg==}
+
   express@4.21.2:
     resolution: {integrity: sha512-28HqgMZAmih1Czt9ny7qr6ek2qddF4FclbMzwhCREB6OFfH+rXAnuNCwo1/wFvrtbgsQDb4kSbX9de9lFbrXnA==}
     engines: {node: '>= 0.10.0'}
@@ -4419,10 +4850,6 @@ packages:
       picomatch:
         optional: true
 
-  fetch-blob@3.2.0:
-    resolution: {integrity: sha512-7yAQpD2UMJzLi1Dqv7qFYnPbaPx7ZfFK6PiIxQ4PfkGPyNyl2Ugx+a/umUonmKqjhM4DnfbMvdX6otXq83soQQ==}
-    engines: {node: ^12.20 || >= 14.13}
-
   figures@3.2.0:
     resolution: {integrity: sha512-yaduQFRKLXYOGgEn6AZau90j3ggSOyiqXU0F9JZfeXYhNa+Jk4X+s45A2zg5jns87GAFa34BBm2kXw4XpNcbdg==}
     engines: {node: '>=8'}
@@ -4431,6 +4858,10 @@ packages:
     resolution: {integrity: sha512-7Gps/XWymbLk2QLYK4NzpMOrYjMhdIxXuIvy2QBsLE6ljuodKvdkWs/cpyJJ3CVIVpH0Oi1Hvg1ovbMzLdFBBg==}
     engines: {node: ^10.12.0 || >=12.0.0}
 
+  file-type@16.5.4:
+    resolution: {integrity: sha512-/yFHK0aGjFEgDJjEKP0pWCplsPFPhwyfwevf/pVxiN0tmE4L9LmwWxWukdJSHdoCli4VgQLehjJtwQBnqmsKcw==}
+    engines: {node: '>=10'}
+
   fill-range@7.1.1:
     resolution: {integrity: sha512-YsGpe3WHLK8ZYi4tWDg2Jy3ebRz2rXowDxnld4bkQB00cc/1Zw9AWnC0i9ztDJitivtQvaI9KaLyKrc+hBW0yg==}
     engines: {node: '>=8'}
@@ -4454,9 +4885,22 @@ packages:
     resolution: {integrity: sha512-CYcENa+FtcUKLmhhqyctpclsq7QF38pKjZHsGNiSQF5r4FtoKDWabFDl3hzaEQMvT1LHEysw5twgLvpYYb4vbw==}
     engines: {node: ^10.12.0 || >=12.0.0}
 
+  flat@5.0.2:
+    resolution: {integrity: sha512-b6suED+5/3rTpUBdG1gupIl8MPFCAMA0QXwmljLhvCUKcUvdE4gWky9zpuGCcXHOsz4J9wPGNWq6OKpmIzz3hQ==}
+    hasBin: true
+
   flatted@3.3.2:
     resolution: {integrity: sha512-AiwGJM8YcNOaobumgtng+6NHuOqC3A7MixFeDafM3X9cIUM+xUXoS5Vfgf+OihAYe20fxqNM9yPBXJzRtZ/4eA==}
 
+  follow-redirects@1.15.9:
+    resolution: {integrity: sha512-gew4GsXizNgdoRyqmyfMHyAmXsZDk6mHkSxZFCzW9gwlbtOW44CDtYavM+y+72qD/Vq2l550kMF52DT8fOLJqQ==}
+    engines: {node: '>=4.0'}
+    peerDependencies:
+      debug: '*'
+    peerDependenciesMeta:
+      debug:
+        optional: true
+
   for-each@0.3.3:
     resolution: {integrity: sha512-jqYfLp7mo9vIyQf8ykW2v7A+2N4QjeCeI5+Dz9XraiO1ign81wjiH7Fb9vSOWvQfNtmSa4H2RoQTrrXivdUZmw==}
 
@@ -4467,6 +4911,10 @@ packages:
   form-data-encoder@1.7.2:
     resolution: {integrity: sha512-qfqtYan3rxrnCk1VYaA4H+Ms9xdpPqvLZa6xmMgFvhO32x7/3J/ExcTd6qpxM0vH2GdMI+poehyBZvqfMTto8A==}
 
+  form-data@4.0.0:
+    resolution: {integrity: sha512-ETEklSGi5t0QMZuiXoA/Q6vcnxcLQP5vdugSpuAyi6SVGi2clPPp+xgEhuMaHC+zGgn31Kd235W35f7Hykkaww==}
+    engines: {node: '>= 6'}
+
   form-data@4.0.1:
     resolution: {integrity: sha512-tzN8e4TX8+kkxGPK8D5u0FNmjPUjw3lwC9lSLxxoB/+GtsJG91CO8bSWy73APlgAZzZbXEYZJuxjkHH2w+Ezhw==}
     engines: {node: '>= 6'}
@@ -4475,10 +4923,6 @@ packages:
     resolution: {integrity: sha512-0iirZp3uVDjVGt9p49aTaqjk84TrglENEDuqfdlZQ1roC9CWlPk6Avf8EEnZNcAqPonwkG35x4n3ww/1THYAeQ==}
     engines: {node: '>= 12.20'}
 
-  formdata-polyfill@4.0.10:
-    resolution: {integrity: sha512-buewHzMvYL29jdeQTVILecSaZKnt/RJWjoZCF5OW60Z67/GmSLBkOFM7qh1PI3zFNtJbaZL5eQu1vLfazOwj4g==}
-    engines: {node: '>=12.20.0'}
-
   formidable@2.1.2:
     resolution: {integrity: sha512-CM3GuJ57US06mlpQ47YcunuUZ9jpm8Vx+P2CGt2j7HpgkKZO/DJYQ0Bobim8G6PFQmK5lOqOOdUXboU+h73A4g==}
 
@@ -4770,9 +5214,16 @@ packages:
     resolution: {integrity: sha512-ztqyC3kLto0e9WbNp0aeP+M3kTt+nbaIveGmUxAtZa+8iFgKLUOD4YKM5j+f3QD89bra7UeumolZHKuOXnTmeQ==}
     engines: {node: '>=8'}
 
+  html-to-text@9.0.5:
+    resolution: {integrity: sha512-qY60FjREgVZL03vJU6IfMV4GDjGBIoOyvuFdpBDIX9yTlDw0TjxVBQp+P8NvpdIXNJvfWBTNul7fsAQJq2FNpg==}
+    engines: {node: '>=14'}
+
   html-void-elements@3.0.0:
     resolution: {integrity: sha512-bEqo66MRXsUGxWHV5IP0PUiAWwoEjba4VCzg0LjFJBpchPaTfyfCKTG6bc5F8ucKec3q5y6qOdGyYTSBEvhCrg==}
 
+  htmlparser2@8.0.2:
+    resolution: {integrity: sha512-GYdjWKDkbRLkZ5geuHs5NY1puJ+PXwP7+fHPRz06Eirsb9ugf6d8kkXav6ADhcODhFFPMIXyxkxSuMf3D6NCFA==}
+
   htmlparser2@9.1.0:
     resolution: {integrity: sha512-5zfg6mHUoaer/97TxnGpxmbR7zJtPwIYFMZ/H5ucTlPZhKvtum05yiPK3Mgai3a0DyVxv7qYqoweaEd2nrYQzQ==}
 
@@ -4806,6 +5257,10 @@ packages:
     resolution: {integrity: sha512-Y93lCzHYgGWdrJ66yIktxiaGULYc6oGiABxhcO5AufBeOyoIdZF7bIfLaOrbM0iGIOXQQgxxRrFEnb+Y6w1n4A==}
     engines: {node: '>=10.18'}
 
+  ibm-cloud-sdk-core@5.1.3:
+    resolution: {integrity: sha512-FCJSK4Gf5zdmR3yEM2DDlaYDrkfhSwP3hscKzPrQEfc4/qMnFn6bZuOOw5ulr3bB/iAbfeoGF0CkIe+dWdpC7Q==}
+    engines: {node: '>=18'}
+
   iconv-lite@0.4.24:
     resolution: {integrity: sha512-v3MXnZAcvnywkTUEZomIActle7RXXeedOR31wwl7VlyoXO4Qi9arvSenNQWne1TcRwhCL1HwLI21bEqdpj8/rA==}
     engines: {node: '>=0.10.0'}
@@ -5123,6 +5578,9 @@ packages:
   isexe@2.0.0:
     resolution: {integrity: sha512-RHxMLp9lnKHGHRng9QFhRCMbYAcVpn69smSGcq3f36xjgVVWThj4qqLbTLlq7Ssj8B+fIQ1EuCEGI2lKsyQeIw==}
 
+  isstream@0.1.2:
+    resolution: {integrity: sha512-Yljz7ffyPbrLpLngrMtZ7NduUgVvi6wG9RJ9IUcyCd59YQ911PBJphODUcbOVbqYfxe1wuYf/LJ8PauMRwsM/g==}
+
   iterator.prototype@1.1.3:
     resolution: {integrity: sha512-FW5iMbeQ6rBGm/oKgzq2aW4KvAGpxPzYES8N4g4xNXUKpL1mclMvOe+76AcLDTvD+Ze+sOpVhgdAQEKF4L9iGQ==}
     engines: {node: '>= 0.4'}
@@ -5226,10 +5684,20 @@ packages:
     resolution: {integrity: sha512-p/nXbhSEcu3pZRdkW1OfJhpsVtW1gd4Wa1fnQc9YLiTfAjn0312eMKimbdIQzuZl9aa9xUGaRlP9T/CJE/ditQ==}
     engines: {node: '>=0.10.0'}
 
+  jsonwebtoken@9.0.2:
+    resolution: {integrity: sha512-PRp66vJ865SSqOlgqS8hujT5U4AOgMfhrwYIuIhfKaoSCZcirrmASQr8CX7cUg+RMih+hgznrjp99o+W4pJLHQ==}
+    engines: {node: '>=12', npm: '>=6'}
+
   jsx-ast-utils@3.3.5:
     resolution: {integrity: sha512-ZZow9HBI5O6EPgSJLUb8n2NKgmVWTwCvHGwFuJlMjvLFqlGG6pjirPhtdsseaLZjSibD8eegzmYpUZwoIlj2cQ==}
     engines: {node: '>=4.0'}
 
+  jwa@1.4.1:
+    resolution: {integrity: sha512-qiLX/xhEEFKUAJ6FiBMbes3w9ATzyk5W7Hvzpa/SLYdxNtng+gcurvrI7TbACjIXlsJyr05/S1oUhZrc63evQA==}
+
+  jws@3.2.2:
+    resolution: {integrity: sha512-YHlZCB6lMTllWDtSPHz/ZXTsi8S00usEV6v1tjq8tOUZzw7DpSDWVXjXDre6ed1w/pd495ODpHZYSdkRTsa0HA==}
+
   keyv@4.5.4:
     resolution: {integrity: sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==}
 
@@ -5331,6 +5799,9 @@ packages:
     resolution: {integrity: sha512-MbjN408fEndfiQXbFQ1vnd+1NoLDsnQW41410oQBXiyXDMYH5z505juWa4KUE1LqxRC7DgOgZDbKLxHIwm27hA==}
     engines: {node: '>=0.10'}
 
+  leac@0.6.0:
+    resolution: {integrity: sha512-y+SqErxb8h7nE/fiEX07jsbuhrpO9lL8eca7/Y1nuWV2moNlXhyd59iDGcRf6moVyDMbmTNzL40SUyrFU/yDpg==}
+
   levn@0.4.1:
     resolution: {integrity: sha512-+bT2uH4E5LGE7h/n3evcS/sQlJXCpIp6ym8OWJ5eV6+67Dsql/LaaT7qJBAt2rzfoa/5QBGBhxDix1dMt2kQKQ==}
     engines: {node: '>= 0.8.0'}
@@ -5362,9 +5833,30 @@ packages:
     resolution: {integrity: sha512-z+Uw/vLuy6gQe8cfaFWD7p0wVv8fJl3mbzXh33RS+0oW2wvUqiRXiQ69gLWSLpgB5/6sU+r6BlQR0MBILadqTQ==}
     deprecated: This package is deprecated. Use the optional chaining (?.) operator instead.
 
+  lodash.includes@4.3.0:
+    resolution: {integrity: sha512-W3Bx6mdkRTGtlJISOvVD/lbqjTlPPUDTMnlXZFnVwi9NKJ6tiAk6LVdlhZMm17VZisqhKcgzpO5Wz91PCt5b0w==}
+
+  lodash.isboolean@3.0.3:
+    resolution: {integrity: sha512-Bz5mupy2SVbPHURB98VAcw+aHh4vRV5IPNhILUCsOzRmsTmSQ17jIuqopAentWoehktxGd9e/hbIXq980/1QJg==}
+
+  lodash.isinteger@4.0.4:
+    resolution: {integrity: sha512-DBwtEWN2caHQ9/imiNeEA5ys1JoRtRfY3d7V9wkqtbycnAmTvRRmbHKDV4a0EYc678/dia0jrte4tjYwVBaZUA==}
+
+  lodash.isnumber@3.0.3:
+    resolution: {integrity: sha512-QYqzpfwO3/CWf3XP+Z+tkQsfaLL/EnUlXWVkIk5FUPc4sBdTehEqZONuyRt2P67PXAk+NXmTBcc97zw9t1FQrw==}
+
+  lodash.isplainobject@4.0.6:
+    resolution: {integrity: sha512-oSXzaWypCMHkPC3NvBEaPHf0KsA5mvPrOPgQWDsbg8n7orZ290M0BmC/jgRZ4vcJ6DTAhjrsSYgdsW/F+MFOBA==}
+
+  lodash.isstring@4.0.1:
+    resolution: {integrity: sha512-0wJxfxH1wgO3GrbuP+dTTk7op+6L41QCXbGINEmD+ny/G/eCqGzxyCsh7159S+mgDDcoarnBw6PC1PS5+wUGgw==}
+
   lodash.merge@4.6.2:
     resolution: {integrity: sha512-0KpjqXRVvrYyCsX1swR/XTK0va6VQkQM6MNo7PqW77ByjAhoARA8EfrP1N4+KlKj8YS0ZUCtRT/YUuhyYDujIQ==}
 
+  lodash.once@4.1.1:
+    resolution: {integrity: sha512-Sb487aTOCr9drQVL8pIxOzVhafOjZN9UU54hiN8PU3uAiSV7lx1yYNpbNmex2PK6dSJoNTSJUUswT651yww3Mg==}
+
   lodash.startcase@4.4.0:
     resolution: {integrity: sha512-+WKqsK294HMSc2jEbNgpHpd0JfIBhp7rEV4aqXWqFr6AlXov+SlcgB1Fv01y2kGe3Gc8nMW7VA0SrGuSkRfIEg==}
 
@@ -5675,10 +6167,6 @@ packages:
     resolution: {integrity: sha512-qOOzS1cBTWYF4BH8fVePDBOO9iptMnGUEZwNc/cMWnTV2nVLZ7VoNWEPHkYczZA0pdoA7dl6e7FL659nX9S2aw==}
     engines: {node: '>=16 || 14 >=14.17'}
 
-  minizlib@3.0.1:
-    resolution: {integrity: sha512-umcy022ILvb5/3Djuu8LWeqUa8D68JaBzlttKeMWen48SjabqS3iY5w/vzeMzMUNhLDifyhbOwKDSznB1vvrwg==}
-    engines: {node: '>= 18'}
-
   mkdirp@0.5.6:
     resolution: {integrity: sha512-FP+p8RB8OWpF3YZBCrP5gtADmtXApB5AMLn+vdyA+PyxCjrCs00mjyUozssO33cwDeT3wNGdLxJ5M//YqtHAJw==}
     hasBin: true
@@ -5793,10 +6281,6 @@ packages:
       encoding:
         optional: true
 
-  node-fetch@3.3.2:
-    resolution: {integrity: sha512-dRB78srN/l6gqWulah9SrxeYnxeddIG30+GOqK/9OlLVyLg3HPnr6SqOWTWOXKRwC2eGYCkZ59NNuSgvSrpgOA==}
-    engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
-
   node-plop@0.26.3:
     resolution: {integrity: sha512-Cov028YhBZ5aB7MdMWJEmwyBig43aGL5WT4vdoB28Oitau1zZAcHUn8Sgfk9HM33TqhtLJ9PlM/O0Mv+QpV/4Q==}
     engines: {node: '>=8.9.4'}
@@ -5815,10 +6299,6 @@ packages:
     resolution: {integrity: sha512-bdok/XvKII3nUpklnV6P2hxtMNrCboOjAcyBuQnWEhO665FwrSNRxU+AqpsyvO6LgGYPspN+lu5CLtw4jPRKNA==}
     engines: {node: '>=0.10.0'}
 
-  npm-normalize-package-bin@4.0.0:
-    resolution: {integrity: sha512-TZKxPvItzai9kN9H/TkmCtx/ZN/hvr3vUycjlfmH0ootY9yFBzNOpiXAdIn1Iteqsvk4lQn6B5PTrt+n6h8k/w==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   npm-package-arg@11.0.3:
     resolution: {integrity: sha512-sHGJy8sOC1YraBywpzQlIKBE4pBbGbiF95U6Auspzyem956E0+FtDtsx1ZxlOJkQCZ1AFXAY/yuvtFYrOxF+Bw==}
     engines: {node: ^16.14.0 || >=18.0.0}
@@ -6019,6 +6499,9 @@ packages:
   parse5@7.2.1:
     resolution: {integrity: sha512-BuBYQYlv1ckiPdQi/ohiivi9Sagc9JG+Ozs0r7b/0iK3sKmrb0b9FdWdBbOdx6hBCM/F9Ir82ofnBhtZOjCRPQ==}
 
+  parseley@0.12.1:
+    resolution: {integrity: sha512-e6qHKe3a9HWr0oMRVDTRhKce+bRO8VGQR3NyVwcjwrbhMmFCX9KszEV35+rn4AdilFAq9VPxP/Fe1wC9Qjd2lw==}
+
   parseurl@1.3.3:
     resolution: {integrity: sha512-CiyeOxFT/JZyN5m0z9PfXw4SCBJ6Sygz1Dpl0wqjlhDEGGBP1GnsUVEL0p63hoG1fcj3fHynXi9NYO4nWOL+qQ==}
     engines: {node: '>= 0.8'}
@@ -6087,6 +6570,13 @@ packages:
     resolution: {integrity: sha512-vE7JKRyES09KiunauX7nd2Q9/L7lhok4smP9RZTDeD4MVs72Dp2qNFVz39Nz5a0FVEW0BJR6C0DYrq6unoziZA==}
     engines: {node: '>= 14.16'}
 
+  peberminta@0.9.0:
+    resolution: {integrity: sha512-XIxfHpEuSJbITd1H3EeQwpcZbTLHc+VVr8ANI9t5sit565tsI4/xK3KWTUFE2e6QiangUkh3B0jihzmGnNrRsQ==}
+
+  peek-readable@4.1.0:
+    resolution: {integrity: sha512-ZI3LnwUv5nOGbQzD9c2iDG6toheuXSZP5esSHBjopsXH4dg19soufvpUGA3uohi5anFtGb2lhAVdHzH6R/Evvg==}
+    engines: {node: '>=8'}
+
   pg-int8@1.0.1:
     resolution: {integrity: sha512-WCtabS6t3c8SkpDBUlb1kjOs7l66xsGdKpIPZsg4wR+B3+u9UAum2odSsF9tnvxg80h4ZxLWMy4pRjOsFIqQpw==}
     engines: {node: '>=4.0.0'}
@@ -6250,10 +6740,6 @@ packages:
     resolution: {integrity: sha512-g8+OnU/L2v+wyiVK+D5fA34J7EH8jZ8DDlvwhRCMxmMj7UCBvxiO1mGeN+36JXIKF4zevU4kRBd8lVgG9vLelA==}
     engines: {node: ^14.17.0 || ^16.13.0 || >=18.0.0}
 
-  proc-log@5.0.0:
-    resolution: {integrity: sha512-Azwzvl90HaF0aCz1JrDdXQykFakSSNPaPoiZ9fm5qJIMHioDZEi7OAdRwSm6rSoPtY3Qutnm3L7ogmg3dc+wbQ==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   process@0.11.10:
     resolution: {integrity: sha512-cdGef/drWFoydD1JsMzuFf8100nZl+GT+yacc2bEced5f9Rjk4z+WtFUTBu9PhOi9j/jfmBPu0mMEY4wIdAF8A==}
     engines: {node: '>= 0.6.0'}
@@ -6286,6 +6772,9 @@ packages:
   proxy-from-env@1.1.0:
     resolution: {integrity: sha512-D+zkORCbA9f1tdWRK0RaCR3GPv50cMxcrz4X8k5LTSUD1Dkw47mKJEZQNunItRTkWwgtaUSo1RVFRIG9ZXiFYg==}
 
+  psl@1.15.0:
+    resolution: {integrity: sha512-JZd3gMVBAVQkSs6HdNZo9Sdo0LNcQeMNP3CozBJb3JYC/QUYZTnKxP+f8oWRX4rHP5EurWxqAHTSwUCjlNKa1w==}
+
   punycode@1.4.1:
     resolution: {integrity: sha512-jmYNElW7yvO7TV33CjSmvSiE2yco3bV2czu/OzDKdMNVZQWfxCblURLhf+47syQRBntjfLdd/H0egrzIG+oaFQ==}
 
@@ -6300,6 +6789,9 @@ packages:
     resolution: {integrity: sha512-+38qI9SOr8tfZ4QmJNplMUxqjbe7LKvvZgWdExBOmd+egZTtjLB67Gu0HRX3u/XOq7UU2Nx6nsjvS16Z9uwfpg==}
     engines: {node: '>=0.6'}
 
+  querystringify@2.2.0:
+    resolution: {integrity: sha512-FIqgj2EUvTa7R50u0rGsyTftzjYmv/a3hO345bZNrqabNqjtgiDMgmo4mkUjd+nzU5oF3dClKqFIPUKybUyqoQ==}
+
   queue-microtask@1.2.3:
     resolution: {integrity: sha512-NuaNSa6flKT5JaSYQzJok04JzTL1CA6aGhv5rfLW3PgqA+M2ChpZQnAC8h8i4ZFkBS8X5RqkDBHA7r4hej3K9A==}
 
@@ -6393,10 +6885,6 @@ packages:
   read-cache@1.0.0:
     resolution: {integrity: sha512-Owdv/Ft7IjOgm/i0xvNDZ1LrRANRfew4b2prF3OWMQLxLfu3bS8FVhCsrSCMK4lR56Y9ya+AThoTpDCTxCmpRA==}
 
-  read-cmd-shim@5.0.0:
-    resolution: {integrity: sha512-SEbJV7tohp3DAAILbEMPXavBjAnMN0tVnh4+9G8ihV4Pq3HYF9h8QNez9zkJ1ILkv9G2BjdzwctznGZXgu/HGw==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   read-yaml-file@1.1.0:
     resolution: {integrity: sha512-VIMnQi/Z4HT2Fxuwg5KrY174U1VdUIASQVWXXyqtNRtxSr9IYkn1rsI6Tb6HsrHCmB7gVpNwX6JxPTHcH6IoTA==}
     engines: {node: '>=6'}
@@ -6409,6 +6897,14 @@ packages:
     resolution: {integrity: sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==}
     engines: {node: '>= 6'}
 
+  readable-stream@4.7.0:
+    resolution: {integrity: sha512-oIGGmcpTLwPga8Bn6/Z75SVaH1z5dUut2ibSyAMVhmUggWpmDn2dapB0n7f8nwaSiRtepAsfJyfXIO5DCVAODg==}
+    engines: {node: ^12.22.0 || ^14.17.0 || >=16.0.0}
+
+  readable-web-to-node-stream@3.0.4:
+    resolution: {integrity: sha512-9nX56alTf5bwXQ3ZDipHJhusu9NTQJ/CVPtb/XHAJCXihZeitfJvIRS4GqQ/mfIoOE3IelHMrpayVrosdHBuLw==}
+    engines: {node: '>=8'}
+
   readdirp@3.6.0:
     resolution: {integrity: sha512-hOS089on8RduqdbhvQ5Z37A0ESjsqz6qnRcffsMU3495FuTdqSm+7bhJ29JvIOsBDEEnan5DPu9t3To9VRlMzA==}
     engines: {node: '>=8.10.0'}
@@ -6497,6 +6993,9 @@ packages:
     resolution: {integrity: sha512-/Tvpny/RVVicqlYTKwt/GtpZRsPG1CmJNhxVKGz+Sy/4MONfXCVNK69MFgGKdUt0/324q3ClI2dICcPgISrC8g==}
     engines: {node: '>=8.6.0'}
 
+  requires-port@1.0.0:
+    resolution: {integrity: sha512-KigOCHcocU3XODJxsu8i/j8T9tzT4adHiecwORRQ0ZZFcp7ahwXuRU1m+yuO90C5ZUyGeGfocHDI14M3L3yDAQ==}
+
   resolve-from@4.0.0:
     resolution: {integrity: sha512-pb/MYmXstAkysRFx8piNI1tGFNQIFA3vkE3Gq4EuA1dF6gHp/+vgZqsCGJapvy8N3Q+4o7FwvquPJcnZ7RYy4g==}
     engines: {node: '>=4'}
@@ -6529,6 +7028,12 @@ packages:
     resolution: {integrity: sha512-I9fPXU9geO9bHOt9pHHOhOkYerIMsmVaWB0rA2AI9ERh/+x/i7MV5HKBNrg+ljO5eoPVgCcnFuRjJ9uH6I/3eg==}
     engines: {node: ^12.20.0 || ^14.13.1 || >=16.0.0}
 
+  retry-axios@2.6.0:
+    resolution: {integrity: sha512-pOLi+Gdll3JekwuFjXO3fTq+L9lzMQGcSq7M5gIjExcl3Gu1hd4XXuf5o3+LuSBsaULQH7DiNbsqPd1chVpQGQ==}
+    engines: {node: '>=10.7.0'}
+    peerDependencies:
+      axios: '*'
+
   retry@0.13.1:
     resolution: {integrity: sha512-XQBQ3I8W1Cge0Seh+6gjj03LbmRFWuoszgK9ooCpwYIrhhoO80pfq4cUkU5DkknwfOfFteRwlZ56PYOGYyFWdg==}
     engines: {node: '>= 4'}
@@ -6547,10 +7052,6 @@ packages:
     deprecated: Rimraf versions prior to v4 are no longer supported
     hasBin: true
 
-  rimraf@5.0.10:
-    resolution: {integrity: sha512-l0OE8wL34P4nJH/H2ffoaniAokM2qSmrtXHmlpvYr5AVVX8msAyW0l8NVJFDxlSK4u3Uh/f41cQheDVdnYijwQ==}
-    hasBin: true
-
   rollup-plugin-execute@1.1.1:
     resolution: {integrity: sha512-isCNR/VrwlEfWJMwsnmt5TBRod8dW1IjVRxcXCBrxDmVTeA1IXjzeLSS3inFBmRD7KDPlo38KSb2mh5v5BoWgA==}
 
@@ -6617,6 +7118,9 @@ packages:
     resolution: {integrity: sha512-vfD3pmTzGpufjScBh50YHKzEu2lxBWhVEHsNGoEXmCmn2hKGfeNLYMzCJpe8cD7gqX7TJluOVpBkAequ6dgMmA==}
     engines: {node: '>=4'}
 
+  selderee@0.11.0:
+    resolution: {integrity: sha512-5TF+l7p4+OsnP8BCCvSyZiSPc4x4//p5uPwK8TCnVPJYRmU2aYKMpOXvw8zM5a5JvuuCGN1jmsMwuU2W02ukfA==}
+
   semver@6.3.1:
     resolution: {integrity: sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==}
     hasBin: true
@@ -6856,6 +7360,10 @@ packages:
     resolution: {integrity: sha512-6fPc+R4ihwqP6N/aIv2f1gMH8lOVtWQHoqC4yK6oSDVVocumAsfCqjkXnqiYMhmMwS/mEHLp7Vehlt3ql6lEig==}
     engines: {node: '>=8'}
 
+  strtok3@6.3.0:
+    resolution: {integrity: sha512-fZtbhtvI9I48xDSywd/somNqgUHl2L2cstmXCCif0itOf96jeW18MBSyrLuNicYQVkvpOxkZtkzujiTJ9LW5Jw==}
+    engines: {node: '>=10'}
+
   style-dictionary@4.1.3:
     resolution: {integrity: sha512-KJTkMaFbwSdSsDm6m5M6ki7oQo9vMKV37Vyj0cFpkYw6ucqQKORRQNZT0KXUubxNTtbjv2tmy9wvDSayxS0Zzg==}
     engines: {node: '>=18.0.0'}
@@ -6885,11 +7393,6 @@ packages:
     engines: {node: '>=16 || 14 >=14.17'}
     hasBin: true
 
-  supabase@2.15.8:
-    resolution: {integrity: sha512-yY4kVpdd7x9u5QqTW/8zUXIrMgdkBDGqQwkDugBLe8uoFdH9tVZKt0L5RmuM21RJ0MEQkby2sQrTfiXvgGyx9w==}
-    engines: {npm: '>=8'}
-    hasBin: true
-
   superagent@7.1.6:
     resolution: {integrity: sha512-gZkVCQR1gy/oUXr+kxJMLDjla434KmSOKbx5iGD30Ql+AkJQ/YlPKECJy2nhqOsHLjGHzoDTXNSjhnvWhzKk7g==}
     engines: {node: '>=6.4.0 <13 || >=14'}
@@ -6937,10 +7440,6 @@ packages:
     resolution: {integrity: sha512-GNzQvQTOIP6RyTfE2Qxb8ZVlNmw0n88vp1szwWRimP02mnTsx3Wtn5qRdqY9w2XduFNUgvOwhNnQsjwCp+kqaQ==}
     engines: {node: '>=6'}
 
-  tar@7.4.3:
-    resolution: {integrity: sha512-5S7Va8hKfV7W5U6g3aYxXmlPoZVAwUMy9AOKyF2fVuZa2UD3qZjg578OrLRt8PcNN1PleVaL/5/yYATNL0ICUw==}
-    engines: {node: '>=18'}
-
   term-size@2.2.1:
     resolution: {integrity: sha512-wK0Ri4fOGjv/XPy8SBHZChl8CM7uMc5VML7SqiQ0zG7+J5Vr+RMQDoHa2CNT6KHUnTGIXH34UDMkPzAUyapBZg==}
     engines: {node: '>=8'}
@@ -7038,6 +7537,14 @@ packages:
     resolution: {integrity: sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA==}
     engines: {node: '>=0.6'}
 
+  token-types@4.2.1:
+    resolution: {integrity: sha512-6udB24Q737UD/SDsKAHI9FCRP7Bqc9D/MQUV02ORQg5iskjtLJlZJNdN4kKtcdtwCeWIwIHDGaUsTsCCAa8sFQ==}
+    engines: {node: '>=10'}
+
+  tough-cookie@4.1.4:
+    resolution: {integrity: sha512-Loo5UUvLD9ScZ6jh8beX1T6sO1w2/MpCRpEP7V280GKMVUQ0Jzar2U3UJPsrdbziLEMMhu3Ujnq//rhiFuIeag==}
+    engines: {node: '>=6'}
+
   tr46@0.0.3:
     resolution: {integrity: sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw==}
 
@@ -7245,6 +7752,10 @@ packages:
     resolution: {integrity: sha512-rBJeI5CXAlmy1pV+617WB9J63U6XcazHHF2f2dbJix4XzpUF0RS3Zbj0FGIOCAva5P/d/GBOYaACQ1w+0azUkg==}
     engines: {node: '>= 4.0.0'}
 
+  universalify@0.2.0:
+    resolution: {integrity: sha512-CJ1QgKmNg3CwvAv/kOFmtnEN05f0D/cn9QntgNOQlQF9dgvVTHj3t+8JPdjqawCHk7V/KA+fbUqzZ9XWhcqPUg==}
+    engines: {node: '>= 4.0.0'}
+
   universalify@2.0.1:
     resolution: {integrity: sha512-gptHNQghINnc/vTGIk0SOFGFNXw7JVrlRUtConJRlvaw6DuX0wO5Jeko9sWrMBhh+PsYAZ7oXAiOnf/UKogyiw==}
     engines: {node: '>= 10.0.0'}
@@ -7280,6 +7791,9 @@ packages:
   uri-js@4.4.1:
     resolution: {integrity: sha512-7rKUyy33Q1yc98pQ1DAmLtwX109F7TIfWlW1Ydo8Wl1ii1SeHieeh0HHfPeL2fMXK6z0s8ecKs9frCuLJvndBg==}
 
+  url-parse@1.5.10:
+    resolution: {integrity: sha512-WypcfiRhfeUP9vvF0j6rw0J3hrWrw6iZv3+22h6iRMJ/8z1Tj6XfLP4DsUix5MhMPnXpiHDoKyoZ/bdCkwBCiQ==}
+
   url@0.11.4:
     resolution: {integrity: sha512-oCwdVC7mTuWiPyjLUz/COz5TLk6wgp0RCsN+wHZ2Ekneac9w8uuV0njcbbie2ME+Vs+d6duwmYuR3HgQXs1fOg==}
     engines: {node: '>= 0.4'}
@@ -7449,10 +7963,6 @@ packages:
   wcwidth@1.0.1:
     resolution: {integrity: sha512-XHPEwS0q6TaxcvG85+8EYkbiCux2XtWG2mkc47Ng2A77BQu9+DqIOJldST4HgPkuea7dvKSj5VgX3P1d4rW8Tg==}
 
-  web-streams-polyfill@3.3.3:
-    resolution: {integrity: sha512-d2JWLCivmZYTSIoge9MsgFCZrt571BikcWGYkjC1khllbTeDlGqZ2D8vD8E/lJa8WGWbb7Plm8/XJYV7IJHZZw==}
-    engines: {node: '>= 8'}
-
   web-streams-polyfill@4.0.0-beta.3:
     resolution: {integrity: sha512-QW95TCTaHmsYfHDybGMwO5IJIM93I/6vTRk+daHTWFPhwh+C8Cg7j7XyKrwrj8Ib6vYXe0ocYNrmzY4xAAN6ug==}
     engines: {node: '>= 14'}
@@ -7535,10 +8045,6 @@ packages:
   wrappy@1.0.2:
     resolution: {integrity: sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==}
 
-  write-file-atomic@6.0.0:
-    resolution: {integrity: sha512-GmqrO8WJ1NuzJ2DrziEI2o57jKAVIQNf8a18W3nCYU3H7PNWqCCVTeH6/NQE93CIllIgQS98rrmVkYgTX9fFJQ==}
-    engines: {node: ^18.17.0 || >=20.5.0}
-
   ws@8.18.0:
     resolution: {integrity: sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw==}
     engines: {node: '>=10.0.0'}
@@ -7562,10 +8068,6 @@ packages:
   yallist@3.1.1:
     resolution: {integrity: sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==}
 
-  yallist@5.0.0:
-    resolution: {integrity: sha512-YgvUTfwqyc7UXVMrB+SImsVYSmTS8X/tSrtdNZMImM+n7+QTriRXyXim0mBrTXNeqzVF0KWGgHPeiyViFFrNDw==}
-    engines: {node: '>=18'}
-
   yaml@2.5.1:
     resolution: {integrity: sha512-bLQOjaX/ADgQ20isPJRvF0iRUHIxVhYvr53Of7wGcWlO2jvtUlH5m87DsmulFVxRpNLOnI4tB6p/oh8D7kpn9Q==}
     engines: {node: '>= 14'}
@@ -7636,6 +8138,18 @@ snapshots:
       '@jridgewell/gen-mapping': 0.3.5
       '@jridgewell/trace-mapping': 0.3.25
 
+  '@anthropic-ai/sdk@0.27.3':
+    dependencies:
+      '@types/node': 18.19.78
+      '@types/node-fetch': 2.6.12
+      abort-controller: 3.0.0
+      agentkeepalive: 4.6.0
+      form-data-encoder: 1.7.2
+      formdata-node: 4.4.1
+      node-fetch: 2.7.0
+    transitivePeerDependencies:
+      - encoding
+
   '@babel/code-frame@7.26.2':
     dependencies:
       '@babel/helper-validator-identifier': 7.25.9
@@ -7870,6 +8384,34 @@ snapshots:
   '@biomejs/cli-win32-x64@1.9.3':
     optional: true
 
+  '@browserbasehq/sdk@2.3.0':
+    dependencies:
+      '@types/node': 18.19.78
+      '@types/node-fetch': 2.6.12
+      abort-controller: 3.0.0
+      agentkeepalive: 4.6.0
+      form-data-encoder: 1.7.2
+      formdata-node: 4.4.1
+      node-fetch: 2.7.0
+    transitivePeerDependencies:
+      - encoding
+
+  '@browserbasehq/stagehand@1.13.1(@playwright/test@1.50.1)(deepmerge@4.3.1)(dotenv@16.4.7)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(zod@3.24.1)':
+    dependencies:
+      '@anthropic-ai/sdk': 0.27.3
+      '@browserbasehq/sdk': 2.3.0
+      '@playwright/test': 1.50.1
+      deepmerge: 4.3.1
+      dotenv: 16.4.7
+      openai: 4.86.1(ws@8.18.0)(zod@3.24.1)
+      ws: 8.18.0
+      zod: 3.24.1
+      zod-to-json-schema: 3.24.3(zod@3.24.1)
+    transitivePeerDependencies:
+      - bufferutil
+      - encoding
+      - utf-8-validate
+
   '@bundled-es-modules/deepmerge@4.3.1':
     dependencies:
       deepmerge: 4.3.1
@@ -8335,6 +8877,16 @@ snapshots:
 
   '@humanwhocodes/object-schema@2.0.3': {}
 
+  '@ibm-cloud/watsonx-ai@1.5.1(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))':
+    dependencies:
+      '@langchain/textsplitters': 0.1.0(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))
+      '@types/node': 18.19.78
+      extend: 3.0.2
+      ibm-cloud-sdk-core: 5.1.3
+    transitivePeerDependencies:
+      - '@langchain/core'
+      - supports-color
+
   '@img/sharp-darwin-arm64@0.33.5':
     optionalDependencies:
       '@img/sharp-libvips-darwin-arm64': 1.0.4
@@ -8525,10 +9077,6 @@ snapshots:
       wrap-ansi: 8.1.0
       wrap-ansi-cjs: wrap-ansi@7.0.0
 
-  '@isaacs/fs-minipass@4.0.1':
-    dependencies:
-      minipass: 7.1.2
-
   '@jridgewell/gen-mapping@0.3.5':
     dependencies:
       '@jridgewell/set-array': 1.2.1
@@ -8578,6 +9126,51 @@ snapshots:
     dependencies:
       tslib: 2.8.1
 
+  '@langchain/community@0.3.33(@browserbasehq/sdk@2.3.0)(@browserbasehq/stagehand@1.13.1(@playwright/test@1.50.1)(deepmerge@4.3.1)(dotenv@16.4.7)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(zod@3.24.1))(@ibm-cloud/watsonx-ai@1.5.1(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))))(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(@supabase/supabase-js@2.49.1)(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(html-to-text@9.0.5)(ibm-cloud-sdk-core@5.1.3)(ignore@5.3.2)(jsonwebtoken@9.0.2)(lodash@4.17.21)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(playwright@1.50.1)(ws@8.18.0)':
+    dependencies:
+      '@browserbasehq/stagehand': 1.13.1(@playwright/test@1.50.1)(deepmerge@4.3.1)(dotenv@16.4.7)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(zod@3.24.1)
+      '@ibm-cloud/watsonx-ai': 1.5.1(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))
+      '@langchain/core': 0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))
+      '@langchain/openai': 0.4.4(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(ws@8.18.0)
+      binary-extensions: 2.3.0
+      expr-eval: 2.0.2
+      flat: 5.0.2
+      ibm-cloud-sdk-core: 5.1.3
+      js-yaml: 4.1.0
+      langchain: 0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)
+      langsmith: 0.3.11(openai@4.86.1(ws@8.18.0)(zod@3.24.1))
+      openai: 4.86.1(ws@8.18.0)(zod@3.24.1)
+      uuid: 10.0.0
+      zod: 3.24.1
+      zod-to-json-schema: 3.24.3(zod@3.24.1)
+    optionalDependencies:
+      '@browserbasehq/sdk': 2.3.0
+      '@supabase/supabase-js': 2.49.1
+      cheerio: 1.0.0
+      html-to-text: 9.0.5
+      ignore: 5.3.2
+      jsonwebtoken: 9.0.2
+      lodash: 4.17.21
+      playwright: 1.50.1
+      ws: 8.18.0
+    transitivePeerDependencies:
+      - '@langchain/anthropic'
+      - '@langchain/aws'
+      - '@langchain/cerebras'
+      - '@langchain/cohere'
+      - '@langchain/deepseek'
+      - '@langchain/google-genai'
+      - '@langchain/google-vertexai'
+      - '@langchain/google-vertexai-web'
+      - '@langchain/groq'
+      - '@langchain/mistralai'
+      - '@langchain/ollama'
+      - '@langchain/xai'
+      - axios
+      - encoding
+      - handlebars
+      - peggy
+
   '@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))':
     dependencies:
       '@cfworker/json-schema': 4.1.1
@@ -9895,6 +10488,11 @@ snapshots:
 
   '@rushstack/eslint-patch@1.10.4': {}
 
+  '@selderee/plugin-htmlparser2@0.11.0':
+    dependencies:
+      domhandler: 5.0.3
+      selderee: 0.11.0
+
   '@sentry-internal/browser-utils@8.49.0':
     dependencies:
       '@sentry/core': 8.49.0
@@ -10213,6 +10811,48 @@ snapshots:
     dependencies:
       storybook: 8.3.4
 
+  '@supabase/auth-js@2.68.0':
+    dependencies:
+      '@supabase/node-fetch': 2.6.15
+
+  '@supabase/functions-js@2.4.4':
+    dependencies:
+      '@supabase/node-fetch': 2.6.15
+
+  '@supabase/node-fetch@2.6.15':
+    dependencies:
+      whatwg-url: 5.0.0
+
+  '@supabase/postgrest-js@1.19.2':
+    dependencies:
+      '@supabase/node-fetch': 2.6.15
+
+  '@supabase/realtime-js@2.11.2':
+    dependencies:
+      '@supabase/node-fetch': 2.6.15
+      '@types/phoenix': 1.6.6
+      '@types/ws': 8.5.14
+      ws: 8.18.0
+    transitivePeerDependencies:
+      - bufferutil
+      - utf-8-validate
+
+  '@supabase/storage-js@2.7.1':
+    dependencies:
+      '@supabase/node-fetch': 2.6.15
+
+  '@supabase/supabase-js@2.49.1':
+    dependencies:
+      '@supabase/auth-js': 2.68.0
+      '@supabase/functions-js': 2.4.4
+      '@supabase/node-fetch': 2.6.15
+      '@supabase/postgrest-js': 1.19.2
+      '@supabase/realtime-js': 2.11.2
+      '@supabase/storage-js': 2.7.1
+    transitivePeerDependencies:
+      - bufferutil
+      - utf-8-validate
+
   '@swc/counter@0.1.3': {}
 
   '@swc/helpers@0.5.15':
@@ -10247,6 +10887,8 @@ snapshots:
       '@testing-library/dom': 10.4.0
     optional: true
 
+  '@tokenizer/token@0.3.0': {}
+
   '@tootallnate/quickjs-emscripten@0.23.0': {}
 
   '@ts-morph/common@0.25.0':
@@ -10448,6 +11090,8 @@ snapshots:
       '@types/node': 22.9.0
       form-data: 4.0.1
 
+  '@types/node@10.14.22': {}
+
   '@types/node@12.20.55': {}
 
   '@types/node@18.19.78':
@@ -10476,6 +11120,8 @@ snapshots:
       pg-protocol: 1.7.0
       pg-types: 2.2.0
 
+  '@types/phoenix@1.6.6': {}
+
   '@types/prop-types@15.7.13': {}
 
   '@types/qs@6.9.18': {}
@@ -10523,12 +11169,18 @@ snapshots:
 
   '@types/tinycolor2@1.4.6': {}
 
+  '@types/tough-cookie@4.0.5': {}
+
   '@types/unist@2.0.11': {}
 
   '@types/unist@3.0.3': {}
 
   '@types/uuid@10.0.0': {}
 
+  '@types/ws@8.5.14':
+    dependencies:
+      '@types/node': 22.9.0
+
   '@typescript-eslint/eslint-plugin@8.16.0(@typescript-eslint/parser@8.16.0(eslint@8.57.1)(typescript@5.6.2))(eslint@8.57.1)(typescript@5.6.2)':
     dependencies:
       '@eslint-community/regexpp': 4.12.1
@@ -11051,6 +11703,14 @@ snapshots:
 
   axe-core@4.10.2: {}
 
+  axios@1.7.9(debug@4.4.0):
+    dependencies:
+      follow-redirects: 1.15.9(debug@4.4.0)
+      form-data: 4.0.1
+      proxy-from-env: 1.1.0
+    transitivePeerDependencies:
+      - debug
+
   axobject-query@4.1.0: {}
 
   bail@2.0.2: {}
@@ -11069,14 +11729,6 @@ snapshots:
     dependencies:
       is-windows: 1.0.2
 
-  bin-links@5.0.0:
-    dependencies:
-      cmd-shim: 7.0.0
-      npm-normalize-package-bin: 4.0.0
-      proc-log: 5.0.0
-      read-cmd-shim: 5.0.0
-      write-file-atomic: 6.0.0
-
   binary-extensions@2.3.0: {}
 
   bl@4.1.0:
@@ -11133,6 +11785,8 @@ snapshots:
       node-releases: 2.0.19
       update-browserslist-db: 1.1.2(browserslist@4.24.4)
 
+  buffer-equal-constant-time@1.0.1: {}
+
   buffer-from@1.1.2: {}
 
   buffer@5.7.1:
@@ -11282,8 +11936,6 @@ snapshots:
     dependencies:
       readdirp: 4.0.2
 
-  chownr@3.0.0: {}
-
   chrome-trace-event@1.0.4: {}
 
   ci-info@3.9.0: {}
@@ -11324,8 +11976,6 @@ snapshots:
 
   clsx@2.1.1: {}
 
-  cmd-shim@7.0.0: {}
-
   code-block-writer@13.0.3: {}
 
   collapse-white-space@2.1.0: {}
@@ -11477,8 +12127,6 @@ snapshots:
 
   damerau-levenshtein@1.0.8: {}
 
-  data-uri-to-buffer@4.0.1: {}
-
   data-uri-to-buffer@6.0.2: {}
 
   data-view-buffer@1.0.1:
@@ -11644,6 +12292,10 @@ snapshots:
 
   eastasianwidth@0.2.0: {}
 
+  ecdsa-sig-formatter@1.0.11:
+    dependencies:
+      safe-buffer: 5.2.1
+
   ee-first@1.1.1: {}
 
   effect@3.6.5: {}
@@ -12180,6 +12832,8 @@ snapshots:
 
   expect-type@1.1.0: {}
 
+  expr-eval@2.0.2: {}
+
   express@4.21.2:
     dependencies:
       accepts: 1.3.8
@@ -12268,11 +12922,6 @@ snapshots:
     optionalDependencies:
       picomatch: 4.0.2
 
-  fetch-blob@3.2.0:
-    dependencies:
-      node-domexception: 1.0.0
-      web-streams-polyfill: 3.3.3
-
   figures@3.2.0:
     dependencies:
       escape-string-regexp: 1.0.5
@@ -12281,6 +12930,12 @@ snapshots:
     dependencies:
       flat-cache: 3.2.0
 
+  file-type@16.5.4:
+    dependencies:
+      readable-web-to-node-stream: 3.0.4
+      strtok3: 6.3.0
+      token-types: 4.2.1
+
   fill-range@7.1.1:
     dependencies:
       to-regex-range: 5.0.1
@@ -12317,8 +12972,14 @@ snapshots:
       keyv: 4.5.4
       rimraf: 3.0.2
 
+  flat@5.0.2: {}
+
   flatted@3.3.2: {}
 
+  follow-redirects@1.15.9(debug@4.4.0):
+    optionalDependencies:
+      debug: 4.4.0
+
   for-each@0.3.3:
     dependencies:
       is-callable: 1.2.7
@@ -12330,6 +12991,12 @@ snapshots:
 
   form-data-encoder@1.7.2: {}
 
+  form-data@4.0.0:
+    dependencies:
+      asynckit: 0.4.0
+      combined-stream: 1.0.8
+      mime-types: 2.1.35
+
   form-data@4.0.1:
     dependencies:
       asynckit: 0.4.0
@@ -12341,10 +13008,6 @@ snapshots:
       node-domexception: 1.0.0
       web-streams-polyfill: 4.0.0-beta.3
 
-  formdata-polyfill@4.0.10:
-    dependencies:
-      fetch-blob: 3.2.0
-
   formidable@2.1.2:
     dependencies:
       dezalgo: 1.0.4
@@ -12775,8 +13438,23 @@ snapshots:
 
   html-tags@3.3.1: {}
 
+  html-to-text@9.0.5:
+    dependencies:
+      '@selderee/plugin-htmlparser2': 0.11.0
+      deepmerge: 4.3.1
+      dom-serializer: 2.0.0
+      htmlparser2: 8.0.2
+      selderee: 0.11.0
+
   html-void-elements@3.0.0: {}
 
+  htmlparser2@8.0.2:
+    dependencies:
+      domelementtype: 2.3.0
+      domhandler: 5.0.3
+      domutils: 3.2.2
+      entities: 4.5.0
+
   htmlparser2@9.1.0:
     dependencies:
       domelementtype: 2.3.0
@@ -12823,6 +13501,26 @@ snapshots:
 
   hyperdyperid@1.2.0: {}
 
+  ibm-cloud-sdk-core@5.1.3:
+    dependencies:
+      '@types/debug': 4.1.12
+      '@types/node': 10.14.22
+      '@types/tough-cookie': 4.0.5
+      axios: 1.7.9(debug@4.4.0)
+      camelcase: 6.3.0
+      debug: 4.4.0
+      dotenv: 16.4.7
+      extend: 3.0.2
+      file-type: 16.5.4
+      form-data: 4.0.0
+      isstream: 0.1.2
+      jsonwebtoken: 9.0.2
+      mime-types: 2.1.35
+      retry-axios: 2.6.0(axios@1.7.9)
+      tough-cookie: 4.1.4
+    transitivePeerDependencies:
+      - supports-color
+
   iconv-lite@0.4.24:
     dependencies:
       safer-buffer: 2.1.2
@@ -13124,6 +13822,8 @@ snapshots:
 
   isexe@2.0.0: {}
 
+  isstream@0.1.2: {}
+
   iterator.prototype@1.1.3:
     dependencies:
       define-properties: 1.2.1
@@ -13227,6 +13927,19 @@ snapshots:
 
   jsonpointer@5.0.1: {}
 
+  jsonwebtoken@9.0.2:
+    dependencies:
+      jws: 3.2.2
+      lodash.includes: 4.3.0
+      lodash.isboolean: 3.0.3
+      lodash.isinteger: 4.0.4
+      lodash.isnumber: 3.0.3
+      lodash.isplainobject: 4.0.6
+      lodash.isstring: 4.0.1
+      lodash.once: 4.1.1
+      ms: 2.1.3
+      semver: 7.7.1
+
   jsx-ast-utils@3.3.5:
     dependencies:
       array-includes: 3.1.8
@@ -13234,6 +13947,17 @@ snapshots:
       object.assign: 4.1.5
       object.values: 1.2.0
 
+  jwa@1.4.1:
+    dependencies:
+      buffer-equal-constant-time: 1.0.1
+      ecdsa-sig-formatter: 1.0.11
+      safe-buffer: 5.2.1
+
+  jws@3.2.2:
+    dependencies:
+      jwa: 1.4.1
+      safe-buffer: 5.2.1
+
   keyv@4.5.4:
     dependencies:
       json-buffer: 3.0.1
@@ -13246,7 +13970,7 @@ snapshots:
 
   kleur@3.0.3: {}
 
-  langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0):
+  langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0):
     dependencies:
       '@langchain/core': 0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1))
       '@langchain/openai': 0.4.4(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(ws@8.18.0)
@@ -13262,6 +13986,7 @@ snapshots:
       zod: 3.24.1
       zod-to-json-schema: 3.24.3(zod@3.24.1)
     optionalDependencies:
+      axios: 1.7.9(debug@4.4.0)
       cheerio: 1.0.0
       handlebars: 4.7.8
     transitivePeerDependencies:
@@ -13273,9 +13998,9 @@ snapshots:
     dependencies:
       mustache: 4.2.0
 
-  langfuse-langchain@3.36.0(langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)):
+  langfuse-langchain@3.36.0(langchain@0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)):
     dependencies:
-      langchain: 0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)
+      langchain: 0.3.19(@langchain/core@0.3.42(openai@4.86.1(ws@8.18.0)(zod@3.24.1)))(axios@1.7.9)(cheerio@1.0.0)(handlebars@4.7.8)(openai@4.86.1(ws@8.18.0)(zod@3.24.1))(ws@8.18.0)
       langfuse: 3.36.0
       langfuse-core: 3.36.0
 
@@ -13301,6 +14026,8 @@ snapshots:
     dependencies:
       language-subtag-registry: 0.3.23
 
+  leac@0.6.0: {}
+
   levn@0.4.1:
     dependencies:
       prelude-ls: 1.2.1
@@ -13324,8 +14051,22 @@ snapshots:
 
   lodash.get@4.4.2: {}
 
+  lodash.includes@4.3.0: {}
+
+  lodash.isboolean@3.0.3: {}
+
+  lodash.isinteger@4.0.4: {}
+
+  lodash.isnumber@3.0.3: {}
+
+  lodash.isplainobject@4.0.6: {}
+
+  lodash.isstring@4.0.1: {}
+
   lodash.merge@4.6.2: {}
 
+  lodash.once@4.1.1: {}
+
   lodash.startcase@4.4.0: {}
 
   lodash@4.17.21: {}
@@ -13881,11 +14622,6 @@ snapshots:
 
   minipass@7.1.2: {}
 
-  minizlib@3.0.1:
-    dependencies:
-      minipass: 7.1.2
-      rimraf: 5.0.10
-
   mkdirp@0.5.6:
     dependencies:
       minimist: 1.2.8
@@ -13974,12 +14710,6 @@ snapshots:
     dependencies:
       whatwg-url: 5.0.0
 
-  node-fetch@3.3.2:
-    dependencies:
-      data-uri-to-buffer: 4.0.1
-      fetch-blob: 3.2.0
-      formdata-polyfill: 4.0.10
-
   node-plop@0.26.3:
     dependencies:
       '@babel/runtime-corejs3': 7.25.7
@@ -14002,8 +14732,6 @@ snapshots:
 
   normalize-range@0.1.2: {}
 
-  npm-normalize-package-bin@4.0.0: {}
-
   npm-package-arg@11.0.3:
     dependencies:
       hosted-git-info: 7.0.2
@@ -14265,6 +14993,11 @@ snapshots:
     dependencies:
       entities: 4.5.0
 
+  parseley@0.12.1:
+    dependencies:
+      leac: 0.6.0
+      peberminta: 0.9.0
+
   parseurl@1.3.3: {}
 
   pascal-case@2.0.1:
@@ -14338,6 +15071,10 @@ snapshots:
 
   pathval@2.0.0: {}
 
+  peberminta@0.9.0: {}
+
+  peek-readable@4.1.0: {}
+
   pg-int8@1.0.1: {}
 
   pg-protocol@1.7.0: {}
@@ -14471,8 +15208,6 @@ snapshots:
 
   proc-log@4.2.0: {}
 
-  proc-log@5.0.0: {}
-
   process@0.11.10: {}
 
   progress@2.0.3: {}
@@ -14512,6 +15247,10 @@ snapshots:
 
   proxy-from-env@1.1.0: {}
 
+  psl@1.15.0:
+    dependencies:
+      punycode: 2.3.1
+
   punycode@1.4.1: {}
 
   punycode@2.3.1: {}
@@ -14522,6 +15261,8 @@ snapshots:
     dependencies:
       side-channel: 1.0.6
 
+  querystringify@2.2.0: {}
+
   queue-microtask@1.2.3: {}
 
   queue@6.0.2:
@@ -14617,8 +15358,6 @@ snapshots:
     dependencies:
       pify: 2.3.0
 
-  read-cmd-shim@5.0.0: {}
-
   read-yaml-file@1.1.0:
     dependencies:
       graceful-fs: 4.2.11
@@ -14637,6 +15376,18 @@ snapshots:
       string_decoder: 1.3.0
       util-deprecate: 1.0.2
 
+  readable-stream@4.7.0:
+    dependencies:
+      abort-controller: 3.0.0
+      buffer: 6.0.3
+      events: 3.3.0
+      process: 0.11.10
+      string_decoder: 1.3.0
+
+  readable-web-to-node-stream@3.0.4:
+    dependencies:
+      readable-stream: 4.7.0
+
   readdirp@3.6.0:
     dependencies:
       picomatch: 2.3.1
@@ -14795,6 +15546,8 @@ snapshots:
     transitivePeerDependencies:
       - supports-color
 
+  requires-port@1.0.0: {}
+
   resolve-from@4.0.0: {}
 
   resolve-from@5.0.0: {}
@@ -14829,6 +15582,10 @@ snapshots:
       onetime: 5.1.2
       signal-exit: 3.0.7
 
+  retry-axios@2.6.0(axios@1.7.9):
+    dependencies:
+      axios: 1.7.9(debug@4.4.0)
+
   retry@0.13.1: {}
 
   reusify@1.0.4: {}
@@ -14841,10 +15598,6 @@ snapshots:
     dependencies:
       glob: 7.2.3
 
-  rimraf@5.0.10:
-    dependencies:
-      glob: 10.4.5
-
   rollup-plugin-execute@1.1.1: {}
 
   rollup@3.29.5:
@@ -14936,6 +15689,10 @@ snapshots:
       extend-shallow: 2.0.1
       kind-of: 6.0.3
 
+  selderee@0.11.0:
+    dependencies:
+      parseley: 0.12.1
+
   semver@6.3.1: {}
 
   semver@7.6.3: {}
@@ -15232,6 +15989,11 @@ snapshots:
 
   strip-json-comments@3.1.1: {}
 
+  strtok3@6.3.0:
+    dependencies:
+      '@tokenizer/token': 0.3.0
+      peek-readable: 4.1.0
+
   style-dictionary@4.1.3:
     dependencies:
       '@bundled-es-modules/deepmerge': 4.3.1
@@ -15272,15 +16034,6 @@ snapshots:
       pirates: 4.0.6
       ts-interface-checker: 0.1.13
 
-  supabase@2.15.8:
-    dependencies:
-      bin-links: 5.0.0
-      https-proxy-agent: 7.0.5
-      node-fetch: 3.3.2
-      tar: 7.4.3
-    transitivePeerDependencies:
-      - supports-color
-
   superagent@7.1.6:
     dependencies:
       component-emitter: 1.3.1
@@ -15375,15 +16128,6 @@ snapshots:
 
   tapable@2.2.1: {}
 
-  tar@7.4.3:
-    dependencies:
-      '@isaacs/fs-minipass': 4.0.1
-      chownr: 3.0.0
-      minipass: 7.1.2
-      minizlib: 3.0.1
-      mkdirp: 3.0.1
-      yallist: 5.0.0
-
   term-size@2.2.1: {}
 
   terser-webpack-plugin@5.3.11(webpack@5.97.1):
@@ -15461,6 +16205,18 @@ snapshots:
 
   toidentifier@1.0.1: {}
 
+  token-types@4.2.1:
+    dependencies:
+      '@tokenizer/token': 0.3.0
+      ieee754: 1.2.1
+
+  tough-cookie@4.1.4:
+    dependencies:
+      psl: 1.15.0
+      punycode: 2.3.1
+      universalify: 0.2.0
+      url-parse: 1.5.10
+
   tr46@0.0.3: {}
 
   tree-dump@1.0.2(tslib@2.8.1):
@@ -15696,6 +16452,8 @@ snapshots:
 
   universalify@0.1.2: {}
 
+  universalify@0.2.0: {}
+
   universalify@2.0.1: {}
 
   unpipe@1.0.0: {}
@@ -15734,6 +16492,11 @@ snapshots:
     dependencies:
       punycode: 2.3.1
 
+  url-parse@1.5.10:
+    dependencies:
+      querystringify: 2.2.0
+      requires-port: 1.0.0
+
   url@0.11.4:
     dependencies:
       punycode: 1.4.1
@@ -15960,8 +16723,6 @@ snapshots:
     dependencies:
       defaults: 1.0.4
 
-  web-streams-polyfill@3.3.3: {}
-
   web-streams-polyfill@4.0.0-beta.3: {}
 
   webidl-conversions@3.0.1: {}
@@ -16083,11 +16844,6 @@ snapshots:
 
   wrappy@1.0.2: {}
 
-  write-file-atomic@6.0.0:
-    dependencies:
-      imurmurhash: 0.1.4
-      signal-exit: 4.1.0
-
   ws@8.18.0: {}
 
   xtend@4.0.2: {}
@@ -16096,8 +16852,6 @@ snapshots:
 
   yallist@3.1.1: {}
 
-  yallist@5.0.0: {}
-
   yaml@2.5.1: {}
 
   yargs-parser@21.1.1: {}

From a3f88805147ae9411ac5bcfb5fef847dccb60c94 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 16:33:28 +0900
Subject: [PATCH 04/10] =?UTF-8?q?=F0=9F=94=A7=20Exclude=20migration-web=20?=
 =?UTF-8?q?from=20workspace=20packages?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 pnpm-workspace.yaml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/pnpm-workspace.yaml b/pnpm-workspace.yaml
index 1dea90a33..3a913657c 100644
--- a/pnpm-workspace.yaml
+++ b/pnpm-workspace.yaml
@@ -1,3 +1,5 @@
 packages:
   - "frontend/apps/*"
   - "frontend/packages/*"
+  # NOTE: ignore migration-web until it's ready to be deployed
+  - "!frontend/apps/migration-web"

From ba3665ce65bafbb7f3679d3b8ce5e823225cef93 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 17:02:29 +0900
Subject: [PATCH 05/10] =?UTF-8?q?=F0=9F=94=A7=20Approve=20@browserbasehq/s?=
 =?UTF-8?q?dk=20package=20license?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 config/dependency_decisions.yml | 21 +++++++++++++++------
 1 file changed, 15 insertions(+), 6 deletions(-)

diff --git a/config/dependency_decisions.yml b/config/dependency_decisions.yml
index 765f08550..3344c69a4 100644
--- a/config/dependency_decisions.yml
+++ b/config/dependency_decisions.yml
@@ -56,18 +56,20 @@
 - - :approve
   - argparse
   - :who: OSPO @masutaka
-    :why: Python 2.0 license is compatible with Apache-2.0. But License Finder does
+    :why:
+      Python 2.0 license is compatible with Apache-2.0. But License Finder does
       not support the name "Python-2.0". See https://github.com/pivotal/LicenseFinder/pull/1053
     :versions:
-    - 2.0.1
+      - 2.0.1
     :when: 2024-11-28 08:54:56.971593000 Z
 - - :approve
   - jsonify
   - :who: OSPO @masutaka
-    :why: Public Domain is compatible with Apache-2.0. But it is not a software license.
+    :why:
+      Public Domain is compatible with Apache-2.0. But it is not a software license.
       See https://github.com/liam-hq/liam/issues/111
     :versions:
-    - 0.0.1
+      - 0.0.1
     :when: 2024-11-29 03:35:11.884802000 Z
 - - :permit
   - LGPL-3.0-or-later
@@ -84,10 +86,11 @@
 - - :approve
   - spawndamnit
   - :who: OSPO @masutaka
-    :why: Its license is MIT, but it is mis-detected as a "SEE LICENSE IN LICENSE"
+    :why:
+      Its license is MIT, but it is mis-detected as a "SEE LICENSE IN LICENSE"
       license. See https://github.com/jamiebuilds/spawndamnit/pull/11
     :versions:
-    - 3.0.1
+      - 3.0.1
     :when: 2024-11-29 09:06:33.106701000 Z
 - - :permit
   - Mozilla Public License 2.0
@@ -101,3 +104,9 @@
     :why: Compatible with Apache-2.0 license. See https://opensource.org/license/epl-2-0
     :versions: []
     :when: 2024-12-09 09:29:53.604007000 Z
+- - :approve
+  - "@browserbasehq/sdk"
+  - :who: OSPO @masutaka
+    :why: The license is Apache-2.0. License Finder failed to identify the license.
+    :versions: []
+    :when: 2025-03-04 07:55:29.625648000 Z

From ba2c5bcd76b42f672442ca1b233a51ba78f347a2 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 17:09:57 +0900
Subject: [PATCH 06/10] =?UTF-8?q?fixup!=20=E2=9C=A8=20Add=20URL=20content?=
 =?UTF-8?q?=20vectorization=20feature=20to=20migration=20web=20app?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 frontend/apps/migration-web/lib/index.ts         |  1 +
 frontend/apps/migration-web/lib/vectorStore.ts   | 13 +++++++++++++
 frontend/apps/migration-web/lib/vectorization.ts | 14 +-------------
 3 files changed, 15 insertions(+), 13 deletions(-)
 create mode 100644 frontend/apps/migration-web/lib/vectorStore.ts

diff --git a/frontend/apps/migration-web/lib/index.ts b/frontend/apps/migration-web/lib/index.ts
index 94e49f418..5a6eda328 100644
--- a/frontend/apps/migration-web/lib/index.ts
+++ b/frontend/apps/migration-web/lib/index.ts
@@ -1,3 +1,4 @@
 export * from './langfuse'
 export * from './supabase'
+export * from './vectorStore'
 export * from './vectorization'
diff --git a/frontend/apps/migration-web/lib/vectorStore.ts b/frontend/apps/migration-web/lib/vectorStore.ts
new file mode 100644
index 000000000..904f4b899
--- /dev/null
+++ b/frontend/apps/migration-web/lib/vectorStore.ts
@@ -0,0 +1,13 @@
+import { SupabaseVectorStore } from '@langchain/community/vectorstores/supabase'
+import { OpenAIEmbeddings } from '@langchain/openai'
+import { supabaseClient } from '.'
+
+const embeddings = new OpenAIEmbeddings({
+  modelName: 'text-embedding-3-small',
+})
+
+export const vectorStore = new SupabaseVectorStore(embeddings, {
+  client: supabaseClient,
+  tableName: 'documents',
+  queryName: 'match_documents',
+})
diff --git a/frontend/apps/migration-web/lib/vectorization.ts b/frontend/apps/migration-web/lib/vectorization.ts
index f89f9d768..494eae550 100644
--- a/frontend/apps/migration-web/lib/vectorization.ts
+++ b/frontend/apps/migration-web/lib/vectorization.ts
@@ -1,19 +1,7 @@
 import { CheerioWebBaseLoader } from '@langchain/community/document_loaders/web/cheerio'
 import { HtmlToTextTransformer } from '@langchain/community/document_transformers/html_to_text'
-import { SupabaseVectorStore } from '@langchain/community/vectorstores/supabase'
-import { OpenAIEmbeddings } from '@langchain/openai'
 import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter'
-import { supabaseClient } from '.'
-
-const embeddings = new OpenAIEmbeddings({
-  modelName: 'text-embedding-3-small',
-})
-
-const vectorStore = new SupabaseVectorStore(embeddings, {
-  client: supabaseClient,
-  tableName: 'documents',
-  queryName: 'match_documents',
-})
+import { vectorStore } from '.'
 
 export type VectorizationResult = {
   documentId?: string

From d7d4e683e657a64cbfe89df7f0a19009bea2bab5 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 17:56:08 +0900
Subject: [PATCH 07/10] =?UTF-8?q?=E2=9C=A8=20Add=20knowledge=20retrieval?=
 =?UTF-8?q?=20feature=20for=20database=20schema=20advice?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../migration-web/app/api/retrieve/route.ts   |  85 ++++++++++
 .../app/knowledge_retrieval/page.module.css   |  15 ++
 .../app/knowledge_retrieval/page.tsx          |  14 ++
 .../KnowledgeRetrievalWindow.module.css       | 127 ++++++++++++++
 .../components/KnowledgeRetrievalWindow.tsx   | 160 ++++++++++++++++++
 5 files changed, 401 insertions(+)
 create mode 100644 frontend/apps/migration-web/app/api/retrieve/route.ts
 create mode 100644 frontend/apps/migration-web/app/knowledge_retrieval/page.module.css
 create mode 100644 frontend/apps/migration-web/app/knowledge_retrieval/page.tsx
 create mode 100644 frontend/apps/migration-web/components/KnowledgeRetrievalWindow.module.css
 create mode 100644 frontend/apps/migration-web/components/KnowledgeRetrievalWindow.tsx

diff --git a/frontend/apps/migration-web/app/api/retrieve/route.ts b/frontend/apps/migration-web/app/api/retrieve/route.ts
new file mode 100644
index 000000000..2922d528f
--- /dev/null
+++ b/frontend/apps/migration-web/app/api/retrieve/route.ts
@@ -0,0 +1,85 @@
+import { langfuseLangchainHandler, vectorStore } from '@/lib'
+import { PromptTemplate } from '@langchain/core/prompts'
+import { ChatOpenAI } from '@langchain/openai'
+import { HttpResponseOutputParser } from 'langchain/output_parsers'
+import type { NextRequest } from 'next/server'
+
+export const runtime = 'edge'
+
+const RETRIEVAL_TEMPLATE = `You are a database design expert. A user is planning to make changes to their database schema and needs advice.
+
+I'll provide you with:
+1. The user's query about a database schema change they're planning
+2. Relevant context from previous database schema discussions and documentation
+
+Based on this information, please provide a detailed response that:
+- Analyzes the proposed schema change
+- Offers best practices and recommendations
+- Highlights potential issues or considerations
+- References specific examples from the context where relevant
+
+User Query:
+"""
+{query}
+"""
+
+Relevant Context:
+"""
+{context}
+"""
+
+Please format your response in Markdown and ensure it's practical, specific, and actionable.`
+
+export async function POST(req: NextRequest) {
+  try {
+    const { query } = await req.json()
+
+    if (!query || typeof query !== 'string') {
+      return new Response(
+        JSON.stringify({
+          error: 'Query is not provided or is in an invalid format',
+        }),
+        { status: 400 },
+      )
+    }
+
+    const retriever = vectorStore.asRetriever({
+      searchType: 'similarity',
+      k: 5,
+    })
+
+    const relevantDocs = await retriever.invoke(query)
+    const context = relevantDocs.map((doc) => doc.pageContent).join('\n\n')
+
+    const prompt = PromptTemplate.fromTemplate(RETRIEVAL_TEMPLATE)
+
+    const model = new ChatOpenAI({
+      temperature: 0.7,
+      model: 'gpt-4o-mini',
+    })
+
+    const outputParser = new HttpResponseOutputParser()
+
+    const chain = prompt.pipe(model).pipe(outputParser)
+
+    const stream = await chain.stream(
+      {
+        query: query,
+        context: context,
+      },
+      {
+        callbacks: [langfuseLangchainHandler],
+      },
+    )
+
+    return new Response(stream)
+  } catch (error) {
+    console.error('Error in retrieve API:', error)
+    return new Response(
+      JSON.stringify({
+        error: 'An error occurred while retrieving knowledge',
+      }),
+      { status: 500 },
+    )
+  }
+}
diff --git a/frontend/apps/migration-web/app/knowledge_retrieval/page.module.css b/frontend/apps/migration-web/app/knowledge_retrieval/page.module.css
new file mode 100644
index 000000000..4a73ba323
--- /dev/null
+++ b/frontend/apps/migration-web/app/knowledge_retrieval/page.module.css
@@ -0,0 +1,15 @@
+.container {
+  display: flex;
+  flex-direction: column;
+  gap: 2rem;
+  padding: 2rem;
+  max-width: 1200px;
+  margin: 0 auto;
+}
+
+.title {
+  font-size: 2rem;
+  font-weight: 600;
+  color: #333;
+  margin-bottom: 1rem;
+}
diff --git a/frontend/apps/migration-web/app/knowledge_retrieval/page.tsx b/frontend/apps/migration-web/app/knowledge_retrieval/page.tsx
new file mode 100644
index 000000000..3bd2ac2fd
--- /dev/null
+++ b/frontend/apps/migration-web/app/knowledge_retrieval/page.tsx
@@ -0,0 +1,14 @@
+import { KnowledgeRetrievalWindow } from '@/components/KnowledgeRetrievalWindow'
+import styles from './page.module.css'
+
+export default function KnowledgeRetrievalPage() {
+  return (
+    <div className={styles.container}>
+      <h1 className={styles.title}>Database Knowledge Retrieval</h1>
+      <KnowledgeRetrievalWindow
+        endpoint="api/retrieve"
+        placeholder="Describe the database schema change you're planning to make..."
+      />
+    </div>
+  )
+}
diff --git a/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.module.css b/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.module.css
new file mode 100644
index 000000000..4e5645a02
--- /dev/null
+++ b/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.module.css
@@ -0,0 +1,127 @@
+.retrievalWindow {
+  display: flex;
+  flex-direction: column;
+  gap: 1.5rem;
+  width: 100%;
+  border-radius: 8px;
+  background-color: #fff;
+  box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
+  padding: 1.5rem;
+}
+
+.form {
+  display: flex;
+  flex-direction: column;
+  gap: 1rem;
+}
+
+.inputContainer {
+  width: 100%;
+}
+
+.queryInput {
+  width: 100%;
+  min-height: 120px;
+  padding: 1rem;
+  border: 1px solid #ddd;
+  border-radius: 4px;
+  font-size: 1rem;
+  line-height: 1.5;
+  resize: vertical;
+  transition: border-color 0.3s;
+}
+
+.queryInput:focus {
+  outline: none;
+  border-color: #0070f3;
+  box-shadow: 0 0 0 2px rgba(0, 112, 243, 0.2);
+}
+
+.controls {
+  display: flex;
+  gap: 1rem;
+}
+
+.retrieveButton,
+.resetButton {
+  padding: 0.75rem 1.5rem;
+  border: none;
+  border-radius: 4px;
+  font-size: 1rem;
+  font-weight: 500;
+  cursor: pointer;
+  transition: background-color 0.3s, transform 0.1s;
+}
+
+.retrieveButton {
+  background-color: #0070f3;
+  color: white;
+}
+
+.retrieveButton:hover:not(:disabled) {
+  background-color: #0060df;
+  transform: translateY(-1px);
+}
+
+.retrieveButton:disabled {
+  background-color: #ccc;
+  cursor: not-allowed;
+}
+
+.resetButton {
+  background-color: #f5f5f5;
+  color: #333;
+}
+
+.resetButton:hover:not(:disabled) {
+  background-color: #e5e5e5;
+}
+
+.error {
+  padding: 0.75rem;
+  background-color: #fff5f5;
+  color: #e53e3e;
+  border-radius: 4px;
+  border-left: 4px solid #e53e3e;
+}
+
+.resultContainer {
+  margin-top: 1rem;
+  min-height: 200px;
+  max-height: 500px;
+  overflow-y: auto;
+  border-radius: 4px;
+  background-color: #1e1e1e;
+  color: #e0e0e0;
+}
+
+.retrievalResult {
+  padding: 1.5rem;
+  font-size: 1rem;
+  line-height: 1.6;
+  white-space: pre-wrap;
+}
+
+.loading {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  height: 200px;
+  gap: 1rem;
+}
+
+.spinner {
+  width: 40px;
+  height: 40px;
+  border: 4px solid rgba(0, 0, 0, 0.1);
+  border-radius: 50%;
+  border-top-color: #0070f3;
+  animation: spin 1s ease-in-out infinite;
+}
+
+@keyframes spin {
+  to {
+    transform: rotate(360deg);
+  }
+}
diff --git a/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.tsx b/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.tsx
new file mode 100644
index 000000000..3226de3d9
--- /dev/null
+++ b/frontend/apps/migration-web/components/KnowledgeRetrievalWindow.tsx
@@ -0,0 +1,160 @@
+'use client'
+
+import {
+  type ChangeEvent,
+  type FormEvent,
+  useEffect,
+  useRef,
+  useState,
+} from 'react'
+import styles from './KnowledgeRetrievalWindow.module.css'
+
+export type KnowledgeRetrievalWindowProps = {
+  endpoint: string
+  placeholder: string
+}
+
+export const KnowledgeRetrievalWindow = ({
+  endpoint,
+  placeholder,
+}: KnowledgeRetrievalWindowProps) => {
+  const [query, setQuery] = useState<string>('')
+  const [isLoading, setIsLoading] = useState<boolean>(false)
+  const [error, setError] = useState<string | null>(null)
+  const [retrievalResult, setRetrievalResult] = useState<string>('')
+  const textareaRef = useRef<HTMLTextAreaElement>(null)
+  const resultContainerRef = useRef<HTMLDivElement>(null)
+
+  useEffect(() => {
+    if (textareaRef.current) {
+      textareaRef.current.style.height = 'auto'
+      textareaRef.current.style.height = `${textareaRef.current.scrollHeight}px`
+    }
+  }, [])
+
+  useEffect(() => {
+    if (resultContainerRef.current) {
+      resultContainerRef.current.scrollTop =
+        resultContainerRef.current.scrollHeight
+    }
+  }, [])
+
+  const handleSubmit = async (e: FormEvent) => {
+    e.preventDefault()
+
+    if (!query.trim()) {
+      setError('Please enter a query')
+      return
+    }
+
+    setIsLoading(true)
+    setError(null)
+    setRetrievalResult('')
+
+    try {
+      const response = await fetch(`/${endpoint}`, {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json',
+        },
+        body: JSON.stringify({ query }),
+      })
+
+      if (!response.ok) {
+        throw new Error(`An error occurred: ${response.statusText}`)
+      }
+
+      if (!response.body) {
+        throw new Error('Response body is empty')
+      }
+
+      const reader = response.body.getReader()
+      const decoder = new TextDecoder()
+
+      while (true) {
+        const { done, value } = await reader.read()
+        if (done) break
+
+        const text = decoder.decode(value)
+        setRetrievalResult((prev) => prev + text)
+      }
+    } catch (err) {
+      console.error('Error during knowledge retrieval:', err)
+      setError(
+        err instanceof Error
+          ? err.message
+          : 'An error occurred during knowledge retrieval',
+      )
+    } finally {
+      setIsLoading(false)
+    }
+  }
+
+  const handleReset = () => {
+    setQuery('')
+    setRetrievalResult('')
+    setError(null)
+  }
+
+  const handleTextareaChange = (e: ChangeEvent<HTMLTextAreaElement>) => {
+    setQuery(e.target.value)
+    if (textareaRef.current) {
+      textareaRef.current.style.height = 'auto'
+      textareaRef.current.style.height = `${textareaRef.current.scrollHeight}px`
+    }
+  }
+
+  return (
+    <div className={styles.retrievalWindow}>
+      <form onSubmit={handleSubmit} className={styles.form}>
+        <div className={styles.inputContainer}>
+          <textarea
+            ref={textareaRef}
+            value={query}
+            onChange={handleTextareaChange}
+            placeholder={placeholder}
+            className={styles.queryInput}
+            disabled={isLoading}
+            rows={5}
+          />
+        </div>
+        <div className={styles.controls}>
+          <button
+            type="submit"
+            className={styles.retrieveButton}
+            disabled={isLoading || !query.trim()}
+          >
+            {isLoading ? 'Retrieving...' : 'Retrieve Knowledge'}
+          </button>
+          {retrievalResult && (
+            <button
+              type="button"
+              onClick={handleReset}
+              className={styles.resetButton}
+              disabled={isLoading}
+            >
+              Reset
+            </button>
+          )}
+        </div>
+      </form>
+
+      {error && <div className={styles.error}>{error}</div>}
+
+      <div className={styles.resultContainer}>
+        {retrievalResult ? (
+          <div ref={resultContainerRef} className={styles.retrievalResult}>
+            {retrievalResult}
+          </div>
+        ) : (
+          isLoading && (
+            <div className={styles.loading}>
+              <div className={styles.spinner} />
+              <p>AI is searching for relevant knowledge...</p>
+            </div>
+          )
+        )}
+      </div>
+    </div>
+  )
+}

From c3778321dfadfb39d72e066a2710aba1b7ae3457 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 18:12:17 +0900
Subject: [PATCH 08/10] =?UTF-8?q?=E2=9C=A8=20Add=20text=20content=20vector?=
 =?UTF-8?q?ization=20feature=20to=20migration=20web=20app?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../migration-web/app/api/vectorize/route.ts  | 40 ++++++---
 .../apps/migration-web/app/review/page.tsx    |  2 -
 .../app/vectorize/page.module.css             | 14 +++
 .../apps/migration-web/app/vectorize/page.tsx | 13 +++
 .../components/TextVectorizer.module.css      | 77 +++++++++++++++++
 .../components/TextVectorizer.tsx             | 85 +++++++++++++++++++
 .../apps/migration-web/lib/vectorization.ts   | 28 +++++-
 7 files changed, 242 insertions(+), 17 deletions(-)
 create mode 100644 frontend/apps/migration-web/app/vectorize/page.module.css
 create mode 100644 frontend/apps/migration-web/app/vectorize/page.tsx
 create mode 100644 frontend/apps/migration-web/components/TextVectorizer.module.css
 create mode 100644 frontend/apps/migration-web/components/TextVectorizer.tsx

diff --git a/frontend/apps/migration-web/app/api/vectorize/route.ts b/frontend/apps/migration-web/app/api/vectorize/route.ts
index ed294c5fa..7d1dbb2f4 100644
--- a/frontend/apps/migration-web/app/api/vectorize/route.ts
+++ b/frontend/apps/migration-web/app/api/vectorize/route.ts
@@ -1,36 +1,48 @@
-import { vectorizeUrl } from '@/lib/vectorization'
+import { vectorizeText, vectorizeUrl } from '@/lib/vectorization'
 import type { NextRequest } from 'next/server'
 
 export const runtime = 'edge'
 
 export async function POST(req: NextRequest) {
   try {
-    const { url } = await req.json()
+    const { url, text } = await req.json()
 
-    if (!url || typeof url !== 'string') {
+    if (url && typeof url === 'string') {
+      const result = await vectorizeUrl(url)
       return new Response(
         JSON.stringify({
-          error: 'URL is not provided or is in an invalid format',
+          success: true,
+          message: 'URL content vectorized and stored successfully',
+          id: result.documentId,
+          chunkCount: result.chunkCount,
         }),
-        { status: 400 },
+        { status: 200 },
+      )
+    }
+    if (text && typeof text === 'string') {
+      const result = await vectorizeText(text)
+      return new Response(
+        JSON.stringify({
+          success: true,
+          message: 'Text content vectorized and stored successfully',
+          id: result.documentId,
+          chunkCount: result.chunkCount,
+        }),
+        { status: 200 },
       )
     }
-
-    const result = await vectorizeUrl(url)
-
     return new Response(
       JSON.stringify({
-        success: true,
-        message: 'Content vectorized and stored successfully',
-        id: result.documentId,
-        chunkCount: result.chunkCount,
+        error: 'Neither URL nor text is provided or is in an invalid format',
       }),
-      { status: 200 },
+      { status: 400 },
     )
   } catch (error) {
     console.error('Error in vectorize API:', error)
     return new Response(
-      JSON.stringify({ error: 'An error occurred while processing the URL' }),
+      JSON.stringify({
+        error: 'An error occurred while processing the request',
+      }),
       { status: 500 },
     )
   }
diff --git a/frontend/apps/migration-web/app/review/page.tsx b/frontend/apps/migration-web/app/review/page.tsx
index 99de60cfa..3199e8d07 100644
--- a/frontend/apps/migration-web/app/review/page.tsx
+++ b/frontend/apps/migration-web/app/review/page.tsx
@@ -1,12 +1,10 @@
 import { ReviewWindow } from '@/components/ReviewWindow'
-import { UrlVectorizer } from '@/components/UrlVectorizer'
 import styles from './page.module.css'
 
 export default function ReviewPage() {
   return (
     <div className={styles.container}>
       <h1 className={styles.title}>Database Schema Review</h1>
-      <UrlVectorizer endpoint="api/vectorize" />
       <ReviewWindow
         endpoint="api/review"
         placeholder="CREATE TABLE users (id INT PRIMARY KEY, name VARCHAR(255), ...);"
diff --git a/frontend/apps/migration-web/app/vectorize/page.module.css b/frontend/apps/migration-web/app/vectorize/page.module.css
new file mode 100644
index 000000000..19c74694f
--- /dev/null
+++ b/frontend/apps/migration-web/app/vectorize/page.module.css
@@ -0,0 +1,14 @@
+.container {
+  display: flex;
+  flex-direction: column;
+  gap: 2rem;
+  padding: 2rem;
+  max-width: 1200px;
+  margin: 0 auto;
+}
+
+.title {
+  font-size: 2rem;
+  font-weight: 600;
+  margin-bottom: 1rem;
+}
diff --git a/frontend/apps/migration-web/app/vectorize/page.tsx b/frontend/apps/migration-web/app/vectorize/page.tsx
new file mode 100644
index 000000000..a936fc4db
--- /dev/null
+++ b/frontend/apps/migration-web/app/vectorize/page.tsx
@@ -0,0 +1,13 @@
+import { TextVectorizer } from '@/components/TextVectorizer'
+import { UrlVectorizer } from '@/components/UrlVectorizer'
+import styles from './page.module.css'
+
+export default function VectorizePage() {
+  return (
+    <div className={styles.container}>
+      <h1 className={styles.title}>Vectorize Content</h1>
+      <UrlVectorizer endpoint="api/vectorize" />
+      <TextVectorizer endpoint="api/vectorize" />
+    </div>
+  )
+}
diff --git a/frontend/apps/migration-web/components/TextVectorizer.module.css b/frontend/apps/migration-web/components/TextVectorizer.module.css
new file mode 100644
index 000000000..597a0884c
--- /dev/null
+++ b/frontend/apps/migration-web/components/TextVectorizer.module.css
@@ -0,0 +1,77 @@
+.container {
+  margin-top: 2rem;
+  padding: 1.5rem;
+  border: 1px solid #e0e0e0;
+  border-radius: 8px;
+  background-color: #f9f9f9;
+}
+
+.title {
+  font-size: 1.5rem;
+  margin-bottom: 1rem;
+  color: #333;
+}
+
+.form {
+  display: flex;
+  flex-direction: column;
+  gap: 1rem;
+}
+
+.inputGroup {
+  display: flex;
+  flex-direction: column;
+  gap: 0.5rem;
+}
+
+.input {
+  width: 100%;
+  min-height: 100px;
+  padding: 0.75rem;
+  border: 1px solid #ccc;
+  border-radius: 4px;
+  font-size: 1rem;
+  resize: vertical;
+}
+
+.button {
+  padding: 0.75rem 1.5rem;
+  background-color: #0070f3;
+  color: white;
+  border: none;
+  border-radius: 4px;
+  font-size: 1rem;
+  cursor: pointer;
+  transition: background-color 0.2s;
+}
+
+.button:hover {
+  background-color: #0060df;
+}
+
+.button:disabled {
+  background-color: #ccc;
+  cursor: not-allowed;
+}
+
+.error {
+  color: #e53e3e;
+  padding: 0.5rem;
+  border-radius: 4px;
+  background-color: #fff5f5;
+  border: 1px solid #fed7d7;
+}
+
+.success {
+  color: #38a169;
+  padding: 0.5rem;
+  border-radius: 4px;
+  background-color: #f0fff4;
+  border: 1px solid #c6f6d5;
+}
+
+.description {
+  font-size: 0.875rem;
+  color: #666;
+  line-height: 1.5;
+}
diff --git a/frontend/apps/migration-web/components/TextVectorizer.tsx b/frontend/apps/migration-web/components/TextVectorizer.tsx
new file mode 100644
index 000000000..e26d41389
--- /dev/null
+++ b/frontend/apps/migration-web/components/TextVectorizer.tsx
@@ -0,0 +1,85 @@
+'use client'
+
+import { type FormEvent, useState } from 'react'
+import styles from './TextVectorizer.module.css'
+
+export type TextVectorizerProps = {
+  endpoint: string
+}
+
+export const TextVectorizer = ({ endpoint }: TextVectorizerProps) => {
+  const [text, setText] = useState<string>('')
+  const [isLoading, setIsLoading] = useState<boolean>(false)
+  const [error, setError] = useState<string | null>(null)
+  const [success, setSuccess] = useState<string | null>(null)
+
+  const handleSubmit = async (e: FormEvent) => {
+    e.preventDefault()
+
+    if (!text.trim()) {
+      setError('Please enter some text')
+      return
+    }
+
+    setIsLoading(true)
+    setError(null)
+    setSuccess(null)
+
+    try {
+      const response = await fetch(`/${endpoint}`, {
+        method: 'POST',
+        headers: {
+          'Content-Type': 'application/json',
+        },
+        body: JSON.stringify({ text }),
+      })
+
+      const data = await response.json()
+
+      if (!response.ok) {
+        throw new Error(data.error || `Error: ${response.statusText}`)
+      }
+
+      setSuccess(
+        `Text content successfully vectorized and stored. ID: ${data.id}`,
+      )
+      setText('')
+    } catch (err) {
+      console.error('Error during vectorization:', err)
+      setError(
+        err instanceof Error
+          ? err.message
+          : 'An error occurred while processing the text',
+      )
+    } finally {
+      setIsLoading(false)
+    }
+  }
+
+  return (
+    <div className={styles.container}>
+      <h2 className={styles.title}>Text Content Vectorization</h2>
+      <form onSubmit={handleSubmit} className={styles.form}>
+        <div className={styles.inputGroup}>
+          <textarea
+            value={text}
+            onChange={(e) => setText(e.target.value)}
+            placeholder="Enter your text here..."
+            className={styles.input}
+            disabled={isLoading}
+          />
+          <button type="submit" className={styles.button} disabled={isLoading}>
+            {isLoading ? 'Processing...' : 'Vectorize'}
+          </button>
+        </div>
+
+        {error && <div className={styles.error}>{error}</div>}
+        {success && <div className={styles.success}>{success}</div>}
+
+        <p className={styles.description}>
+          Enter text to vectorize and store it in the database.
+        </p>
+      </form>
+    </div>
+  )
+}
diff --git a/frontend/apps/migration-web/lib/vectorization.ts b/frontend/apps/migration-web/lib/vectorization.ts
index 494eae550..b9d4a2c3c 100644
--- a/frontend/apps/migration-web/lib/vectorization.ts
+++ b/frontend/apps/migration-web/lib/vectorization.ts
@@ -1,7 +1,7 @@
 import { CheerioWebBaseLoader } from '@langchain/community/document_loaders/web/cheerio'
 import { HtmlToTextTransformer } from '@langchain/community/document_transformers/html_to_text'
 import { RecursiveCharacterTextSplitter } from 'langchain/text_splitter'
-import { vectorStore } from '.'
+import { vectorStore } from './vectorStore'
 
 export type VectorizationResult = {
   documentId?: string
@@ -51,3 +51,29 @@ export async function vectorizeUrl(url: string): Promise<VectorizationResult> {
     chunkCount: chunks.length,
   }
 }
+
+export async function vectorizeText(
+  text: string,
+): Promise<VectorizationResult> {
+  const splitter = new RecursiveCharacterTextSplitter({
+    chunkSize: 300,
+    chunkOverlap: 0,
+  })
+
+  const extractedDocs = [{ pageContent: text, metadata: {} }]
+  const chunks = await splitter.splitDocuments(extractedDocs)
+
+  for (const chunk of chunks) {
+    chunk.metadata = {
+      ...chunk.metadata,
+      type: 'text',
+    }
+  }
+
+  const ids = await vectorStore.addDocuments(chunks)
+
+  return {
+    documentId: ids[0],
+    chunkCount: chunks.length,
+  }
+}

From 6ad5953c017c99506448aefe32e87de9e478b88c Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 18:42:24 +0900
Subject: [PATCH 09/10] =?UTF-8?q?=F0=9F=94=A7=20Refactor=20retrieval=20tem?=
 =?UTF-8?q?plate=20for=20more=20general=20AI=20assistance?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../migration-web/app/api/retrieve/route.ts   | 25 +++++++++++++------
 1 file changed, 17 insertions(+), 8 deletions(-)

diff --git a/frontend/apps/migration-web/app/api/retrieve/route.ts b/frontend/apps/migration-web/app/api/retrieve/route.ts
index 2922d528f..b25144410 100644
--- a/frontend/apps/migration-web/app/api/retrieve/route.ts
+++ b/frontend/apps/migration-web/app/api/retrieve/route.ts
@@ -6,17 +6,18 @@ import type { NextRequest } from 'next/server'
 
 export const runtime = 'edge'
 
-const RETRIEVAL_TEMPLATE = `You are a database design expert. A user is planning to make changes to their database schema and needs advice.
+const RETRIEVAL_TEMPLATE = `You are a knowledgeable assistant that helps users with their questions by providing accurate and helpful information.
 
 I'll provide you with:
-1. The user's query about a database schema change they're planning
-2. Relevant context from previous database schema discussions and documentation
+1. The user's query
+2. Relevant context retrieved from our knowledge base
 
 Based on this information, please provide a detailed response that:
-- Analyzes the proposed schema change
-- Offers best practices and recommendations
-- Highlights potential issues or considerations
-- References specific examples from the context where relevant
+- Directly addresses the user's question
+- Incorporates relevant information from the provided context
+- Provides clear explanations and examples where appropriate
+- Highlights important considerations or best practices
+- Cites specific information from the context when relevant
 
 User Query:
 """
@@ -28,7 +29,15 @@ Relevant Context:
 {context}
 """
 
-Please format your response in Markdown and ensure it's practical, specific, and actionable.`
+Instructions for your response:
+1. If the context contains relevant information, use it to enhance your answer
+2. If the context doesn't contain enough information, acknowledge this and provide the best general guidance you can
+3. If you're unsure about something, be transparent about the limitations of your knowledge
+4. Format your response in Markdown to improve readability
+5. Keep your response practical, specific, and actionable
+6. Do not mention that you are using context or reference the retrieval process in your answer
+
+Please provide a comprehensive and helpful response.`
 
 export async function POST(req: NextRequest) {
   try {

From 81ac3b55953b96e7a54f1ae5e32c2ae12821c6f4 Mon Sep 17 00:00:00 2001
From: "ryota.sasazawa" <ryota.sasazawa@route06.co.jp>
Date: Tue, 4 Mar 2025 18:50:20 +0900
Subject: [PATCH 10/10] =?UTF-8?q?=E2=9C=A8=20Add=20responsive=20header=20w?=
 =?UTF-8?q?ith=20navigation=20for=20migration=20web=20app?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 frontend/apps/migration-web/app/globals.css   | 11 ++++
 frontend/apps/migration-web/app/layout.tsx    |  6 +-
 .../components/Header.module.css              | 66 +++++++++++++++++++
 .../apps/migration-web/components/Header.tsx  | 49 ++++++++++++++
 4 files changed, 131 insertions(+), 1 deletion(-)
 create mode 100644 frontend/apps/migration-web/components/Header.module.css
 create mode 100644 frontend/apps/migration-web/components/Header.tsx

diff --git a/frontend/apps/migration-web/app/globals.css b/frontend/apps/migration-web/app/globals.css
index e3734be15..93767277f 100644
--- a/frontend/apps/migration-web/app/globals.css
+++ b/frontend/apps/migration-web/app/globals.css
@@ -22,6 +22,17 @@ body {
   font-family: Arial, Helvetica, sans-serif;
   -webkit-font-smoothing: antialiased;
   -moz-osx-font-smoothing: grayscale;
+  display: flex;
+  flex-direction: column;
+  min-height: 100vh;
+}
+
+main {
+  flex: 1;
+  padding: 2rem;
+  width: 100%;
+  max-width: 1200px;
+  margin: 0 auto;
 }
 
 * {
diff --git a/frontend/apps/migration-web/app/layout.tsx b/frontend/apps/migration-web/app/layout.tsx
index 87d998fb3..11e375b4e 100644
--- a/frontend/apps/migration-web/app/layout.tsx
+++ b/frontend/apps/migration-web/app/layout.tsx
@@ -1,6 +1,7 @@
 import type { Metadata } from 'next'
 import type { ReactNode } from 'react'
 import './globals.css'
+import Header from '@/components/Header'
 
 export const metadata: Metadata = {
   title: 'Liam Migration',
@@ -14,7 +15,10 @@ export default function RootLayout({
 }>) {
   return (
     <html lang="en">
-      <body>{children}</body>
+      <body>
+        <Header />
+        <main>{children}</main>
+      </body>
     </html>
   )
 }
diff --git a/frontend/apps/migration-web/components/Header.module.css b/frontend/apps/migration-web/components/Header.module.css
new file mode 100644
index 000000000..73e440c9f
--- /dev/null
+++ b/frontend/apps/migration-web/components/Header.module.css
@@ -0,0 +1,66 @@
+.header {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  padding: 1rem 2rem;
+  background-color: #f8f9fa;
+  border-bottom: 1px solid #e9ecef;
+  width: 100%;
+}
+
+.logo {
+  display: flex;
+  align-items: center;
+}
+
+.logo h1 {
+  font-size: 1.5rem;
+  font-weight: 600;
+  color: #212529;
+  margin: 0;
+}
+
+.nav {
+  display: flex;
+  gap: 1.5rem;
+}
+
+.navLink {
+  color: #495057;
+  text-decoration: none;
+  font-weight: 500;
+  padding: 0.5rem 0.75rem;
+  border-radius: 4px;
+  transition: all 0.2s ease;
+}
+
+.navLink:hover {
+  color: #212529;
+  background-color: #e9ecef;
+}
+
+.active {
+  color: #0d6efd;
+  background-color: rgba(13, 110, 253, 0.1);
+}
+
+.active:hover {
+  color: #0d6efd;
+  background-color: rgba(13, 110, 253, 0.15);
+}
+
+@media (max-width: 768px) {
+  .header {
+    flex-direction: column;
+    padding: 1rem;
+  }
+
+  .logo {
+    margin-bottom: 1rem;
+  }
+
+  .nav {
+    width: 100%;
+    justify-content: center;
+  }
+}
diff --git a/frontend/apps/migration-web/components/Header.tsx b/frontend/apps/migration-web/components/Header.tsx
new file mode 100644
index 000000000..7c6cd5972
--- /dev/null
+++ b/frontend/apps/migration-web/components/Header.tsx
@@ -0,0 +1,49 @@
+'use client'
+
+import Link from 'next/link';
+import { usePathname } from 'next/navigation';
+import styles from './Header.module.css';
+
+const Header = () => {
+  const pathname = usePathname();
+
+  const isActive = (path: string) => {
+    return pathname === path;
+  };
+
+  return (
+    <header className={styles.header}>
+      <div className={styles.logo}>
+        <h1>Liam Migration</h1>
+      </div>
+      <nav className={styles.nav}>
+        <Link
+          href="/review"
+          className={`${styles.navLink} ${isActive('/review') ? styles.active : ''}`}
+          aria-label="Go to Review page"
+          tabIndex={0}
+        >
+          Review
+        </Link>
+        <Link
+          href="/vectorize"
+          className={`${styles.navLink} ${isActive('/vectorize') ? styles.active : ''}`}
+          aria-label="Go to Vectorize page"
+          tabIndex={0}
+        >
+          Vectorize
+        </Link>
+        <Link
+          href="/knowledge_retrieval"
+          className={`${styles.navLink} ${isActive('/knowledge_retrieval') ? styles.active : ''}`}
+          aria-label="Go to Knowledge Retrieval page"
+          tabIndex={0}
+        >
+          Knowledge Retrieval
+        </Link>
+      </nav>
+    </header>
+  );
+};
+
+export default Header;