✨ Enhance app functionality: load environment variables, add new math operations, and improve memory management; update requirements and .gitignore. Add Purify converter for html to markdown process

.gitignore

@@ -0,0 +1 @@
+.env

Purify.py

@@ -0,0 +1,100 @@
+from bs4 import BeautifulSoup, Tag
+import datetime
+import requests
+import re
+
+Url = 'https://huggingface.co'
+
+NoisePatterns = {
+	'(No)Script':          r'<[ ]*(script|noscript)[^>]*?>.*?<\/[ ]*\1[ ]*>',
+	'Style':               r'<[ ]*(style)[^>]*?>.*?<\/[ ]*\1[ ]*>',
+	'Svg':                 r'<[ ]*(svg)[^>]*?>.*?<\/[ ]*\1[ ]*>',
+
+	'Meta+Link':           r'<[ ]*(meta|link)[^>]*?[\/]?[ ]*>',
+	'Comment':             r'<[ ]*!--.*?--[ ]*>',
+	'Base64Img':           r'<[ ]*img[^>]+src="data:image\/[^;]+;base64,[^"]+"[^>]*[\/]?[ ]*>',
+	'DocType':             r'<!(DOCTYPE|doctype)[ ]*[a-z]*>',
+
+	'DataAttributes':      r'[ ]+data-[\w-]+="[^"]*"',
+	'Classes':             r'[ ]+class="[^"]*"',
+	'EmptyAttributes':     r'[ ]+[a-z-]+=""',
+	'DateTime':            r'[ ]+datetime="[^"]*"',
+
+	'EmptyTags':           r'(?:<[ ]*([a-z]{1,10})[^>]*>[ \t\r\n]*){1,5}(?:<\/[ ]*\1[ ]*>){1,5}',
+	'EmptyLines':          r'^[ \t]*\r?\n',
+}
+
+def RemoveNoise(RawHtml: str) -> str:
+	'''Remove noise from HTML content.
+	Args:
+		RawHtml (str): The raw HTML content.
+	Returns:
+		str: Cleaned HTML content without noise.
+	'''
+	CleanedHtml = RawHtml
+	OriginalCharCount = len(RawHtml)
+	for PatternName, Pattern in NoisePatterns.items():
+		if PatternName in ['EmptyLines', 'EmptyTags']: # These patterns are line-based
+			CleanedHtml = re.sub(Pattern, '', CleanedHtml, flags=re.MULTILINE)
+		else:
+			CleanedHtml = re.sub(Pattern, '', CleanedHtml, flags=re.DOTALL | re.IGNORECASE | re.MULTILINE)
+		print(f'• Removed {PatternName} noise. Removed {OriginalCharCount - len(CleanedHtml)} characters.')
+		OriginalCharCount = len(CleanedHtml)
+	return CleanedHtml
+
+def FetchHtmlContent(Url: str) -> str | int:
+	'''Fetch HTML content from a URL.
+	Args:
+		Url (str): The URL to fetch HTML content from.
+	Returns:
+		str: The raw HTML content.
+	'''
+	Headers = {
+		'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'
+	}
+	Response = requests.get(Url, headers=Headers)
+	if Response.status_code == 200:
+		return Response.text
+	else:
+		return Response.status_code
+
+Start = datetime.datetime.now()
+RawHtml = FetchHtmlContent(Url)
+if isinstance(RawHtml, str):
+	RawCharCount = len(RawHtml)
+
+	print('Prettifying HTML content...')
+
+	Soup = BeautifulSoup(RawHtml, 'html.parser')
+	PrettifiedHtml = str(Soup.prettify())
+
+	Title = Soup.title.string if Soup.title else 'No title found'
+	MetaDesc = Soup.find('meta', attrs={'name': 'description'})
+	Description = MetaDesc.get('content', 'No description found') if isinstance(MetaDesc, Tag) else 'No description found'
+
+	print('Purifying HTML content...')
+
+	CleanedHtml = RemoveNoise(PrettifiedHtml)
+
+	CleanedCharCount = len(CleanedHtml)
+	Ratio = CleanedCharCount / RawCharCount if RawCharCount > 0 else 0
+
+	Summary = [
+		'<!-- --- Purification Summary ---',
+		f'URL: {Url}',
+		f'Title: {Title}',
+		f'Description: {Description}',
+		f'Time of Fetch: {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} (Took {datetime.datetime.now() - Start})',
+		f'Noise Removal Ratio: {Ratio:.2%} (lower is better)',
+		f'Characters: {RawCharCount} -> {CleanedCharCount} ({RawCharCount - CleanedCharCount} characters removed)',
+		'----------------------------- -->'
+	]
+	for Line in Summary:
+		print(Line)
+
+	with open('CleanedHtml.html', 'w', encoding='utf-8') as File:
+		for Line in Summary:
+			File.write(Line + '\n')
+		File.write(CleanedHtml)
+else:
+	print(f'Failed to fetch HTML content. Status code: {RawHtml}')

app.py

@@ -1,4 +1,5 @@
 from pymongo import MongoClient
+from dotenv import load_dotenv
 from typing import Literal
 from bson import ObjectId
 from io import StringIO
@@ -12,6 +13,7 @@ import gradio
 import sys
 import os
 
+load_dotenv()
 MemoryPassword = os.getenv('MEMORY_PASSWORD')
 MongoURI = os.getenv('MONGO_URI')
 DatabaseName = 'MCP-Utilities'
@@ -66,12 +68,12 @@ def Dice(Sides: int = 6) -> int:
 	'''
 	return random.randint(1, Sides)
 
-def Math(Num1: float, Num2: float, Operation: Literal['add', 'subtract', 'multiply', 'divide']) -> float | str:
+def Math(Num1: float, Num2: float, Operation: Literal['add', 'subtract', 'multiply', 'divide', 'modulus', 'exponent']) -> float | str:
 	'''Perform a mathematical operation on two numbers.
 	Args:
 		Num1 (float): The first number.
 		Num2 (float): The second number.
-		Operation (Literal['add', 'subtract', 'multiply', 'divide']): The operation to perform.
+		Operation (Literal['add', 'subtract', 'multiply', 'divide', 'modulus', 'exponent']): The operation to perform.
 	Returns:
 		float | str: The result of the operation or an error message.
 	'''
@@ -79,7 +81,9 @@ def Math(Num1: float, Num2: float, Operation: Literal['add', 'subtract', 'multip
 		'add': lambda x, y: x + y,
 		'subtract': lambda x, y: x - y,
 		'multiply': lambda x, y: x * y,
-		'divide': lambda x, y: x / y if y != 0 else 'Error: Division by zero'
+		'divide': lambda x, y: x / y if y != 0 else 'Error: Division by zero',
+		'modulus': lambda x, y: x % y if y != 0 else 'Error: Division by zero',
+		'exponent': lambda x, y: x ** y,
 	}
 
 	if Operation in Operations:
@@ -116,6 +120,8 @@ def Ping(Host: str, Count: int = 8) -> str:
 	Returns:
 		str: The result of the ping command.
 	'''
+	if not Host:
+		return 'Error: Host cannot be empty'
 	Durations = []
 	for _ in range(Count):
 		try:
@@ -199,18 +205,19 @@ def Base64(Text: str, Choice: Literal['encode', 'decode']) -> str:
 	else:
 		return 'Error: Invalid choice.'
 
-def Hash(Text: str, Algorithm: Literal['md5', 'sha1', 'sha256']) -> str:
+def Hash(Text: str, Algorithm: Literal['md5', 'sha1', 'sha256', 'sha512']) -> str:
 	'''Hash the input text using the specified algorithm.
 	Args:
 		Text (str): The text to hash.
-		Algorithm (Literal['md5', 'sha1', 'sha256']): The hashing algorithm to use.
+		Algorithm (Literal['md5', 'sha1', 'sha256', 'sha512']): The hashing algorithm to use.
 	Returns:
 		str: The resulting hash.
 	'''
 	Hashes = {
 		'md5': hashlib.md5,
 		'sha1': hashlib.sha1,
-		'sha256': hashlib.sha256
+		'sha256': hashlib.sha256,
+		'sha512': hashlib.sha512
 	}
 
 	if Algorithm in Hashes:
@@ -223,7 +230,9 @@ def Hash(Text: str, Algorithm: Literal['md5', 'sha1', 'sha256']) -> str:
 # ╰────────────────────╯
 
 def SaveMemory(Text: str, Password: str) -> str:
-	'''Save a memory with the given text to MongoDB.'''
+	'''
+	Save a memory with the given text to MongoDB.
+	'''
 	try:
 		if Collection is None:
 			return 'Error: MongoDB connection not available'
@@ -242,7 +251,9 @@ def SaveMemory(Text: str, Password: str) -> str:
 		return f'Error: {str(e)}'
 
 def ListMemories(Password: str) -> str:
-	'''List all saved memories from MongoDB.'''
+	'''
+	List all saved memories from MongoDB.
+	'''
 	try:
 		if Collection is None:
 			return 'Error: MongoDB connection not available'
@@ -266,7 +277,9 @@ def ListMemories(Password: str) -> str:
 		return f'Error: {str(e)}'
 
 def DeleteMemory(MemoryID: str, Password: str) -> str:
-	'''Delete a memory by its MongoDB ObjectId.'''
+	'''
+	Delete a memory by its MongoDB ObjectId.
+	'''
 	try:
 		if Collection is None:
 			return 'Error: MongoDB connection not available'
@@ -287,7 +300,9 @@ def DeleteMemory(MemoryID: str, Password: str) -> str:
 		return f'Error: {str(e)}'
 
 def SearchMemories(Query: str, Password: str) -> str:
-	'''Search memories by text content.'''
+	'''
+	Search memories by text content.
+	'''
 	try:
 		if Collection is None:
 			return 'Error: MongoDB connection not available'
@@ -323,122 +338,123 @@ def SearchMemories(Query: str, Password: str) -> str:
 
 with gradio.Blocks(
 	title='MCP Utilities 🛠️',
-	theme=Theme,
-	fill_height=True,
-	fill_width=True
+	theme=Theme
 ) as App:
 	gradio.Markdown('# MCP Utilities 🛠️')
-	with gradio.Tabs():
-		with gradio.TabItem('General Tools 🛠️'):
-			with gradio.Row():
-				with gradio.Column():
-					with gradio.Group():
-						LocationInput = gradio.Textbox(label='Location 🌍', placeholder='Enter a location for weather', lines=1, max_lines=1)
-						WeatherOutput = gradio.Text(label='Weather ☁️', interactive=False)
-						WeatherBtn = gradio.Button('Get Weather 🔎', variant='primary')
-						WeatherBtn.click(Weather, inputs=LocationInput, outputs=WeatherOutput)
-
-					with gradio.Group():
-						DateOutput = gradio.Text(label='Date 📅', interactive=False)
-						DateBtn = gradio.Button('Get Date 📅', variant='primary')
-						DateBtn.click(Date, outputs=DateOutput)
-
-					with gradio.Group():
-						CodeInput = gradio.Textbox(label='Python Code 🐍', placeholder='Enter Python code to execute', lines=5)
-						CodeOutput = gradio.Text(label='Execution Output 📜', interactive=False)
-						CodeBtn = gradio.Button('Execute Code ▶️', variant='primary')
-						CodeBtn.click(ExecuteCode, inputs=CodeInput, outputs=CodeOutput)
-
-				with gradio.Column():
-					with gradio.Group():
-						DiceSides = gradio.Number(label='Sides of Dice 🔢', value=6, minimum=1, maximum=100)
-						DiceOutput = gradio.Text(label='Dice Roll Result 🎲', interactive=False)
-						DiceBtn = gradio.Button('Roll Dice ♻️', variant='primary')
-						DiceBtn.click(Dice, inputs=DiceSides, outputs=DiceOutput)
-
-					with gradio.Group():
-						Num1Input = gradio.Number(label='Number 1 1️⃣', value=0)
-						Num2Input = gradio.Number(label='Number 2 2️⃣', value=0)
-						OperationInput = gradio.Radio(label='Operation 🔣', choices=['add', 'subtract', 'multiply', 'divide'], value='add', interactive=True)
-						MathOutput = gradio.Text(label='Math Result 🟰', interactive=False)
-						MathBtn = gradio.Button('Calculate 🧮', variant='primary')
-						MathBtn.click(Math, inputs=[Num1Input, Num2Input, OperationInput], outputs=MathOutput)
-
-					with gradio.Group():
-						PingInput = gradio.Textbox(label='Host to Ping 🌐', placeholder='Enter host (e.g., google.com)', lines=1, max_lines=1)
-						PingCount = gradio.Number(label='Ping Count 🔢', value=8, minimum=1, maximum=100)
-						PingOutput = gradio.Text(label='Ping Result 📡', interactive=False)
-						PingBtn = gradio.Button('Ping Host 📡', variant='primary')
-						PingBtn.click(Ping, inputs=[PingInput, PingCount], outputs=PingOutput)
-
-		with gradio.TabItem('Fun & Entertainment 🎭'):
-			with gradio.Row():
-				with gradio.Column():
-					with gradio.Group():
-						JokeOutput = gradio.Text(label='Random Joke 😂', interactive=False)
-						JokeBtn = gradio.Button('Get Joke 🎪', variant='primary')
-						JokeBtn.click(Joke, outputs=JokeOutput)
-
-				with gradio.Column():
-					with gradio.Group():
-						FactOutput = gradio.Text(label='Random Fact 🧠', interactive=False)
-						FactBtn = gradio.Button('Get Fact 📚', variant='primary')
-						FactBtn.click(Fact, outputs=FactOutput)
-
-		with gradio.TabItem('Text Processing 📝'):
-			with gradio.Row():
-				with gradio.Column():
-					with gradio.Group():
-						ReverseInput = gradio.Textbox(label='Text to Reverse 🔄', placeholder='Enter text to reverse', lines=3)
-						ReverseOutput = gradio.Text(label='Reversed Text ↩️', interactive=False)
-						ReverseBtn = gradio.Button('Reverse Text 🔄', variant='primary')
-						ReverseBtn.click(Reverse, inputs=ReverseInput, outputs=ReverseOutput)
-
-					with gradio.Group():
-						WordCountInput = gradio.Textbox(label='Text for Word Count 📏', placeholder='Enter text to count words', lines=3)
-						WordCountChoice = gradio.Radio(label='Count Type 🔢', choices=['words', 'characters'], value='words', interactive=True)
-						WordCountOutput = gradio.Text(label='Word Count Result 📊', interactive=False)
-						WordCountBtn = gradio.Button('Count Words 📈', variant='primary')
-						WordCountBtn.click(WordCount, inputs=[WordCountInput, WordCountChoice], outputs=WordCountOutput)
-
-				with gradio.Column():
-					with gradio.Group():
-						Base64Input = gradio.Textbox(label='Text for Base64 📦', placeholder='Enter text to encode/decode', lines=3)
-						Base64Choice = gradio.Radio(label='Operation 🔄', choices=['encode', 'decode'], value='encode', interactive=True)
-						Base64Output = gradio.Text(label='Base64 Result 📦', interactive=False)
-						Base64Btn = gradio.Button('Process Base64 📦', variant='primary')
-						Base64Btn.click(Base64, inputs=[Base64Input, Base64Choice], outputs=Base64Output)
-
-					with gradio.Group():
-						HashInput = gradio.Textbox(label='Text to Hash 🔐', placeholder='Enter text to hash', lines=3)
-						HashChoice = gradio.Radio(label='Hashing Algorithm 🔄', choices=['md5', 'sha1', 'sha256'], value='md5', interactive=True)
-						HashOutput = gradio.Text(label='Hash Result 🔐', interactive=False)
-						HashBtn = gradio.Button('Generate Hash 🔐', variant='primary')
-						HashBtn.click(Hash, inputs=[HashInput, HashChoice], outputs=HashOutput)
-
-		with gradio.TabItem('Memory Tools 💾'):
-			with gradio.Row():
-				with gradio.Column():
-					MemoryPasswordInput = gradio.Textbox(label='Password 🔐', placeholder='Enter memory password', type='password', lines=1)
-					with gradio.Group():
-						SaveInput = gradio.Textbox(label='Memory Text 💭', placeholder='Enter text to save', lines=3)
-						SaveBtn = gradio.Button('Save Memory 💾', variant='primary')
-						SaveBtn.click(SaveMemory, inputs=[SaveInput, MemoryPasswordInput], outputs=gradio.Text(label='Result'))
-
-					with gradio.Group():
-						DeleteInput = gradio.Textbox(label='Memory ID 🗑️', placeholder='Enter ObjectId to delete', lines=1)
-						DeleteBtn = gradio.Button('Delete Memory 🗑️', variant='secondary')
-						DeleteBtn.click(DeleteMemory, inputs=[DeleteInput, MemoryPasswordInput], outputs=gradio.Text(label='Result'))
-
-				with gradio.Column():
-					with gradio.Group():
-						ListBtn = gradio.Button('List All Memories 📄', variant='primary')
-						ListBtn.click(ListMemories, inputs=MemoryPasswordInput, outputs=gradio.Text(label='Memories'))
-
-					with gradio.Group():
-						SearchInput = gradio.Textbox(label='Search Query 🔍', placeholder='Enter search text', lines=1)
-						SearchBtn = gradio.Button('Search Memories 🔎', variant='primary')
-						SearchBtn.click(SearchMemories, inputs=[SearchInput, MemoryPasswordInput], outputs=gradio.Text(label='Results'))
+	with gradio.TabItem('General Tools 🛠️'):
+		with gradio.TabItem('Weather 🌤️'):
+			with gradio.Group():
+				LocationInput = gradio.Textbox(label='Location 🌍', placeholder='Enter a location for weather', lines=1, max_lines=1)
+				WeatherOutput = gradio.Text(label='Weather ☁️', interactive=False)
+				WeatherBtn = gradio.Button('Get Weather 🔎', variant='primary')
+				WeatherBtn.click(Weather, inputs=LocationInput, outputs=WeatherOutput)
+
+		with gradio.TabItem('Date & Time 📅'):
+			with gradio.Group():
+				DateOutput = gradio.Text(label='Date 📅', interactive=False)
+				DateBtn = gradio.Button('Get Date 📅', variant='primary')
+				DateBtn.click(Date, outputs=DateOutput)
+
+		with gradio.TabItem('Code Execution 🐍'):
+			with gradio.Group():
+				CodeInput = gradio.Textbox(label='Python Code 🐍', placeholder='Enter Python code to execute', lines=5)
+				CodeOutput = gradio.Text(label='Execution Output 📜', interactive=False)
+				CodeBtn = gradio.Button('Execute Code ▶️', variant='primary')
+				CodeBtn.click(ExecuteCode, inputs=CodeInput, outputs=CodeOutput)
+
+		with gradio.TabItem('Dice Roller 🎲'):
+			with gradio.Group():
+				DiceSides = gradio.Number(label='Sides of Dice 🔢', value=6, minimum=1, maximum=100)
+				DiceOutput = gradio.Text(label='Dice Roll Result 🎲', interactive=False)
+				DiceBtn = gradio.Button('Roll Dice ♻️', variant='primary')
+				DiceBtn.click(Dice, inputs=DiceSides, outputs=DiceOutput)
+
+		with gradio.TabItem('Math Operations ➕➖✖️➗'):
+			with gradio.Group():
+				Num1Input = gradio.Number(label='Number 1 1️⃣', value=0)
+				Num2Input = gradio.Number(label='Number 2 2️⃣', value=0)
+				OperationInput = gradio.Radio(label='Operation 🔣', choices=['add', 'subtract', 'multiply', 'divide', 'modulus', 'exponent'], value='add', interactive=True)
+				MathOutput = gradio.Text(label='Math Result 🟰', interactive=False)
+				MathBtn = gradio.Button('Calculate 🧮', variant='primary')
+				MathBtn.click(Math, inputs=[Num1Input, Num2Input, OperationInput], outputs=MathOutput)
+
+		with gradio.TabItem('Ping Host 📡'):
+			with gradio.Group():
+				PingInput = gradio.Textbox(label='Host to Ping 🌐', placeholder='Enter host (e.g., google.com)', lines=1, max_lines=1)
+				PingCount = gradio.Number(label='Ping Count 🔢', value=8, minimum=1, maximum=100)
+				PingOutput = gradio.Text(label='Ping Result 📡', interactive=False)
+				PingBtn = gradio.Button('Ping Host 📡', variant='primary')
+				PingBtn.click(Ping, inputs=[PingInput, PingCount], outputs=PingOutput)
+
+	with gradio.TabItem('Fun & Entertainment 🎭'):
+		with gradio.TabItem('Random Joke 😂'):
+			with gradio.Group():
+				JokeOutput = gradio.Text(label='Random Joke 😂', interactive=False)
+				JokeBtn = gradio.Button('Get Joke 🎪', variant='primary')
+				JokeBtn.click(Joke, outputs=JokeOutput)
+
+		with gradio.TabItem('Random Fact 🧠'):
+			with gradio.Group():
+				FactOutput = gradio.Text(label='Random Fact 🧠', interactive=False)
+				FactBtn = gradio.Button('Get Fact 📚', variant='primary')
+				FactBtn.click(Fact, outputs=FactOutput)
+
+	with gradio.TabItem('Text Processing 📝'):
+		with gradio.TabItem('Text Reversal 🔄'):
+			with gradio.Group():
+				ReverseInput = gradio.Textbox(label='Text to Reverse 🔄', placeholder='Enter text to reverse', lines=3)
+				ReverseOutput = gradio.Text(label='Reversed Text ↩️', interactive=False)
+				ReverseBtn = gradio.Button('Reverse Text 🔄', variant='primary')
+				ReverseBtn.click(Reverse, inputs=ReverseInput, outputs=ReverseOutput)
+
+		with gradio.TabItem('Word Count 📏'):
+			with gradio.Group():
+				WordCountInput = gradio.Textbox(label='Text for Word Count 📏', placeholder='Enter text to count words', lines=3)
+				WordCountChoice = gradio.Radio(label='Count Type 🔢', choices=['words', 'characters'], value='words', interactive=True)
+				WordCountOutput = gradio.Text(label='Word Count Result 📊', interactive=False)
+				WordCountBtn = gradio.Button('Count Words 📈', variant='primary')
+				WordCountBtn.click(WordCount, inputs=[WordCountInput, WordCountChoice], outputs=WordCountOutput)
+
+		with gradio.TabItem('Base64 Encoding/Decoding 📦'):
+			with gradio.Group():
+				Base64Input = gradio.Textbox(label='Text for Base64 📦', placeholder='Enter text to encode/decode', lines=3)
+				Base64Choice = gradio.Radio(label='Operation 🔄', choices=['encode', 'decode'], value='encode', interactive=True)
+				Base64Output = gradio.Text(label='Base64 Result 📦', interactive=False)
+				Base64Btn = gradio.Button('Process Base64 📦', variant='primary')
+				Base64Btn.click(Base64, inputs=[Base64Input, Base64Choice], outputs=Base64Output)
+
+		with gradio.TabItem('Hashing 🔐'):
+			with gradio.Group():
+				HashInput = gradio.Textbox(label='Text to Hash 🔐', placeholder='Enter text to hash', lines=3)
+				HashChoice = gradio.Radio(label='Hashing Algorithm 🔄', choices=['md5', 'sha1', 'sha256', 'sha512'], value='md5', interactive=True)
+				HashOutput = gradio.Text(label='Hash Result 🔐', interactive=False)
+				HashBtn = gradio.Button('Generate Hash 🔐', variant='primary')
+				HashBtn.click(Hash, inputs=[HashInput, HashChoice], outputs=HashOutput)
+
+	with gradio.TabItem('Memory Tools 💾'):
+		MemoryPasswordInput = gradio.Textbox(label='Password 🔐', placeholder='Enter memory password', type='password', lines=1)
+		with gradio.TabItem('Save Memory 💾'):
+			with gradio.Group():
+				SaveInput = gradio.Textbox(label='Memory Text 💭', placeholder='Enter text to save', lines=3)
+				SaveBtn = gradio.Button('Save Memory 💾', variant='primary')
+				SaveBtn.click(SaveMemory, inputs=[SaveInput, MemoryPasswordInput], outputs=gradio.Text(label='Result'))
+
+		with gradio.TabItem('Delete Memory 🗑️'):
+			with gradio.Group():
+				DeleteInput = gradio.Textbox(label='Memory ID 🗑️', placeholder='Enter ObjectId to delete', lines=1)
+				DeleteBtn = gradio.Button('Delete Memory 🗑️', variant='secondary')
+				DeleteBtn.click(DeleteMemory, inputs=[DeleteInput, MemoryPasswordInput], outputs=gradio.Text(label='Result'))
+
+		with gradio.TabItem('List Memories 📄'):
+			with gradio.Group():
+				ListBtn = gradio.Button('List All Memories 📄', variant='primary')
+				ListBtn.click(ListMemories, inputs=MemoryPasswordInput, outputs=gradio.Text(label='Memories'))
+
+		with gradio.TabItem('Search Memories 🔍'):
+			with gradio.Group():
+				SearchInput = gradio.Textbox(label='Search Query 🔍', placeholder='Enter search text', lines=1)
+				SearchBtn = gradio.Button('Search Memories 🔎', variant='primary')
+				SearchBtn.click(SearchMemories, inputs=[SearchInput, MemoryPasswordInput], outputs=gradio.Text(label='Results'))
 
 	App.launch(
 		mcp_server=True

requirements.txt

@@ -1,2 +1 @@
-qrcode
 pymongo