diff --git a/.gitattributes b/.gitattributes
new file mode 100644
index 00000000..d01653a8
--- /dev/null
+++ b/.gitattributes
@@ -0,0 +1 @@
+text eol=lf
diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md
index feb9e7be..c7ed00c9 100644
--- a/.github/pull_request_template.md
+++ b/.github/pull_request_template.md
@@ -1,6 +1,8 @@
+<!-- **ANY PULL REQUEST NOT FOLLOWING GUIDELINES OR NOT INCLUDING A DESCRIPTION WILL BE CLOSED !** -->
+
 # Description
 
-<!-- Please include a summary of your changes. -->
+<!-- Include a summary of your changes. -->
 
 ## Type of Change
 
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 3d2503c2..8dd13a55 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -18,28 +18,65 @@ If you have a feature request or want to fix a bug, feel free to:
 
 ---
 
+## Snippets Guidelines
+
+### Snippet Tags
+
+Tags must describe the snippet with simple word. \
+For example a snippet that capitalize a word would have `string` and `capitalize` as tags. \
+**! Do not add the language you are using as a tag, nor some generic keyword like `utility` !**
+
+### Snippet Format
+
+**All** snippets should follow the following structure:
+- A `code` segment, containing a function with the actual snippet functionnality
+- An `example` segement, containing one or more examples of use
+
+Example in javascript:
+```js
+function example(x) {
+    return x * 2;
+}
+
+// Usage:
+example(5) // Returns: 10
+```
+If your function doesn't return anything just show how to use it. \
+If the result of your function is too complicated to be expressed in a single comment, your snippet is probably too complex to begin with.
+
+### Snippet boundaries
+
+To **check if your snippet will not get refused** ask yourself those questions:
+- **Does the standard library of my language provide an easy way of doing this ?**
+- **Does that snippet have a real, and practical use case ?**
+- **Could it be split into separate parts to be better understood ?**
+
+If one of question is true, then your snippet will most likely get refused !
+
+---
+
 ## Adding Snippets
 
 ### Adding a New Snippet
 
-To add a new code snippet:
+1. **Ensure your snippet match [guidelines](#snippets-guidelines)**
 
-1. **Navigate to the relevant folder:**
+2. **Navigate to the relevant folder:**
   
     - Go to the `/snippets` folder in the root directory.
     - Locate the folder for the programming language of your snippet, such as `javascript` or `python`.
 
-2. **Choose the correct category:**
+3. **Choose the correct category:**
 
     - Within the language folder, find the relevant category folder for your snippet.
     - If no suitable category exists, refer to [Adding a New Category](#adding-a-new-category).
 
-3. **Create a markdown file:**
+4. **Create a markdown file:**
 
     - Create a new file with a `.md` extension.
     - Name the file appropriately, keeping it descriptive and concise.
 
-4. **Add your snippet:**
+5. **Add your snippet:**
 
     - Use the following format to structure your snippet:
 
@@ -74,11 +111,11 @@ console.log(formatDate(new Date())); // Output: '2024-12-10'
 ```
 ````
 
-5. **Use syntax highlighting:**
+6. **Use syntax highlighting:**
     - Enclose your code with triple backticks (```).
     - Specify the language after the first set of backticks for syntax highlighting.
 
-6. **Test your snippet:**
+7. **Test your snippet:**
    - Ensure your code runs as expected. \
         To test that your snippets are formatted correctly use the `snippets:check` script:
         ```
diff --git a/cspell-dict.txt b/cspell-dict.txt
index aae6809b..4d39d3eb 100644
--- a/cspell-dict.txt
+++ b/cspell-dict.txt
@@ -1 +1,2 @@
 quicksnip
+slugifyed
diff --git a/public/consolidated/c.json b/public/consolidated/c.json
index b9a0e854..a9a23234 100644
--- a/public/consolidated/c.json
+++ b/public/consolidated/c.json
@@ -7,10 +7,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "0xHouss",
                 "tags": [
-                    "c",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "#include <stdio.h> // Includes the input/output library\n\nint main() { // Defines the main function\n  printf(\"Hello, World!\\n\") // Outputs Hello, World! and a newline\n\n  return 0; // indicate the program executed successfully\n}\n"
@@ -25,26 +23,11 @@
                 "description": "Calculates the factorial of a number.",
                 "author": "0xHouss",
                 "tags": [
-                    "c",
                     "math",
-                    "factorial",
-                    "utility"
+                    "factorial"
                 ],
                 "contributors": [],
-                "code": "int factorial(int x) {\n  int y = 1;\n\n  for (int i = 2; i <= x; i++)\n    y *= i;\n\n  return y;\n}\n"
-            },
-            {
-                "title": "Power Function",
-                "description": "Calculates the power of a number.",
-                "author": "0xHouss",
-                "tags": [
-                    "c",
-                    "math",
-                    "power",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "int power(int x, int n) {\n  int y = 1;\n\n  for (int i = 0; i < n; i++)\n    y *= x;\n\n  return y;\n}\n"
+                "code": "int factorial(int x) {\n  int y = 1;\n\n  for (int i = 2; i <= x; i++)\n    y *= i;\n\n  return y;\n}\n\n// Usage:\nfactorial(4); // Returns: 24\n"
             }
         ]
     }
diff --git a/public/consolidated/cpp.json b/public/consolidated/cpp.json
index 71066e57..e560e82d 100644
--- a/public/consolidated/cpp.json
+++ b/public/consolidated/cpp.json
@@ -7,10 +7,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "James-Beans",
                 "tags": [
-                    "cpp",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "#include <iostream> // Includes the input/output stream library\n\nint main() { // Defines the main function\n    std::cout << \"Hello, World!\" << std::endl; // Outputs Hello, World! and a newline\n    return 0; // indicate the program executed successfully\n}\n"
@@ -25,13 +23,12 @@
                 "description": "Convert vector into queue quickly",
                 "author": "mrityunjay2003",
                 "tags": [
-                    "cpp",
                     "data structures",
                     "queue",
                     "vector"
                 ],
                 "contributors": [],
-                "code": "#include<queue>\n#include<vector>\n#include<deque>\n\nstd::queue<int> vectorToQueue(const std::vector<int>& v) {\n    return std::queue<int>(std::deque<int>(v.begin(), v.end()));\n}\n"
+                "code": "#include<queue>\n#include<vector>\n#include<deque>\n\nstd::queue<int> vectorToQueue(const std::vector<int>& v) {\n    return std::queue<int>(std::deque<int>(v.begin(), v.end()));\n}\n\nstd::vector<int> vec = { 1, 2, 3, 4, 5 };\nvectorToQueue(&vec); // Returns: std::queue<int> { 1, 2, 3, 4, 5 }\n"
             }
         ]
     },
@@ -43,12 +40,11 @@
                 "description": "Check if an integer is a prime number",
                 "author": "MihneaMoso",
                 "tags": [
-                    "cpp",
                     "number",
                     "prime"
                 ],
                 "contributors": [],
-                "code": "bool is_prime(int n) {\n    if (n < 2) return false;\n    if (n == 2 || n == 3) return true;\n    if (n % 2 == 0) return false;\n    for (int i = 3; i * i <= n; i += 2) {\n        if (n % i == 0) return false;\n    }\n    return true;\n}\n\n// Usage\n#include <iostream>\n\nint main() {\n    std::cout << is_prime(29) << std::endl; // Output: 1\n    return 0;\n}\n"
+                "code": "bool is_prime(int n) {\n    if (n < 2) return false;\n    if (n == 2 || n == 3) return true;\n    if (n % 2 == 0) return false;\n    for (int i = 3; i * i <= n; i += 2) {\n        if (n % i == 0) return false;\n    }\n    return true;\n}\n\n// Usage:\nis_prime(29); // Returns: true\n"
             }
         ]
     },
@@ -60,26 +56,22 @@
                 "description": "Reverses the characters in a string.",
                 "author": "Vaibhav-kesarwani",
                 "tags": [
-                    "cpp",
                     "array",
-                    "reverse",
-                    "utility"
+                    "reverse"
                 ],
                 "contributors": [],
-                "code": "#include <string>\n#include <algorithm>\n\nstd::string reverseString(const std::string& input) {\n    std::string reversed = input;\n    std::reverse(reversed.begin(), reversed.end());\n    return reversed;\n}\n"
+                "code": "#include <string>\n#include <algorithm>\n\nstd::string reverseString(const std::string& input) {\n    std::string reversed = input;\n    std::reverse(reversed.begin(), reversed.end());\n    return reversed;\n}\n\nreverseString(\"quicksnip\"); // Returns: \"pinskciuq\"\n"
             },
             {
                 "title": "Split String",
                 "description": "Splits a string by a delimiter",
                 "author": "saminjay",
                 "tags": [
-                    "cpp",
                     "string",
-                    "split",
-                    "utility"
+                    "split"
                 ],
                 "contributors": [],
-                "code": "#include <string>\n#include <vector>\n\nstd::vector<std::string> split_string(std::string str, std::string delim) {\n    std::vector<std::string> splits;\n    int i = 0, j;\n    int inc = delim.length();\n    while (j != std::string::npos) {\n        j = str.find(delim, i);\n        splits.push_back(str.substr(i, j - i));\n        i = j + inc;\n    }\n    return splits;\n}\n"
+                "code": "#include <string>\n#include <vector>\n\nstd::vector<std::string> split_string(std::string str, std::string delim) {\n    std::vector<std::string> splits;\n    int i = 0, j;\n    int inc = delim.length();\n    while (j != std::string::npos) {\n        j = str.find(delim, i);\n        splits.push_back(str.substr(i, j - i));\n        i = j + inc;\n    }\n    return splits;\n}\n\n// Usage:\nsplit_string(\"quick_-snip\", \"_-\"); // Returns: std::vector<std::string> { \"quick\", \"snip\" }\n"
             }
         ]
     }
diff --git a/public/consolidated/csharp.json b/public/consolidated/csharp.json
index 96b83c2f..63ff0ec1 100644
--- a/public/consolidated/csharp.json
+++ b/public/consolidated/csharp.json
@@ -7,10 +7,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "public class Program {\n  public static void Main(string[] args) {\n    System.Console.WriteLine(\"Hello, World!\");\n  }\n}\n"
@@ -25,26 +23,22 @@
                 "description": "Generates a new GUID",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "guid",
-                    "generate",
-                    "utility"
+                    "generate"
                 ],
                 "contributors": [],
-                "code": "public static string GenerateGuid() {\n  return Guid.NewGuid().ToString();\n}\n"
+                "code": "public static string GenerateGuid() {\n  return Guid.NewGuid().ToString();\n}\n\n// Usage:\nGenerateGuid(); // Returns: 1c4c38d8-64e4-431b-884a-c6eec2ab02cd (Uuid is random)\n"
             },
             {
                 "title": "Validate GUID",
                 "description": "Checks if a string is a valid GUID.",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "guid",
-                    "validate",
-                    "utility"
+                    "validate"
                 ],
                 "contributors": [],
-                "code": "public static bool IsGuid(string str) {\n  return Guid.TryParse(str, out _);\n}\n"
+                "code": "public static bool IsGuid(string str) {\n  return Guid.TryParse(str, out _);\n}\n\n// Usage:\nIsGuid(\"1c4c38d8-64e4-431b-884a-c6eec2ab02cd\"); // Returns: true\nIsGuid(\"quicksnip\"); // Returns: false\n"
             }
         ]
     },
@@ -56,39 +50,22 @@
                 "description": "Decodes a JWT.",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "jwt",
-                    "decode",
-                    "utility"
+                    "decode"
                 ],
                 "contributors": [],
-                "code": "/// <summary>\n/// Decodes the JWT\n/// <summary>\npublic static string DecodeJwt(string token) {\n  return new JwtSecurityTokenHandler().ReadJwtToken(token).ToString();\n}\n\n//Example\nstring token = \"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c\";\n\nstring decodedJwt = DecodeJwt(token);\n\nConsole.WriteLine(decodedJwt); //Prints {\"alg\":\"HS256\",\"typ\":\"JWT\"}.{\"sub\":\"1234567890\",\"name\":\"John Doe\",\"iat\":1516239022}\n"
-            },
-            {
-                "title": "Generate JWT",
-                "description": "Generates a new JWT.",
-                "author": "chaitanya-jvnm",
-                "tags": [
-                    "c#",
-                    "jwt",
-                    "generate",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "public static string GenerateJwt(string secret, string issuer, string audience, int expirationMinutes) {\n  var securityKey = new SymmetricSecurityKey(Encoding.UTF8.GetBytes(secret));\n  var credentials = new SigningCredentials(securityKey, SecurityAlgorithms.HmacSha256);\n  var token = new JwtSecurityToken(issuer, audience, null, expires: DateTime.UtcNow.AddMinutes(expirationMinutes), signingCredentials: credentials);\n  return new JwtSecurityTokenHandler().WriteToken(token);\n}\n"
+                "code": "public static string DecodeJwt(string token) {\n  return new JwtSecurityTokenHandler().ReadJwtToken(token).ToString();\n}\n\n// Usage:\nstring token = \"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c\";\nDecodeJwt(token); // Returns: \"{\\\"alg\\\":\\\"HS256\\\",\\\"typ\\\":\\\"JWT\\\"}.{\\\"sub\\\":\\\"1234567890\\\",\\\"name\\\":\\\"John Doe\\\",\\\"iat\\\":1516239022}\"\n"
             },
             {
                 "title": "Validate JWT",
                 "description": "Validates a JWT.",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "jwt",
-                    "validate",
-                    "utility"
+                    "validate"
                 ],
                 "contributors": [],
-                "code": "public static bool ValidateJwt(string token, string secret) {\n  var tokenHandler = new JwtSecurityTokenHandler();\n  var validationParameters = new TokenValidationParameters {\n    ValidateIssuerSigningKey = true,\n    IssuerSigningKey = new SymmetricSecurityKey(Encoding.UTF8.GetBytes(secret)),\n    ValidateIssuer = false,\n    ValidateAudience = false\n  };\n  try {\n    tokenHandler.ValidateToken(token, validationParameters, out _);\n    return true;\n  }\n  catch {\n    return false\n  }\n}\n\n//Example\nstring JWT = \"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c\";\n\nstring correctSecret = \"your-256-bit-secret\";\nstring wrongSecret = \"this-is-not-the-right-secret\";\n\nConsole.WriteLine(ValidateJwt(JWT, correctSecret)) // returns True\nConsole.WriteLine(ValidateJwt(JWT, wrongSecret)) // returns False\n\n"
+                "code": "public static bool ValidateJwt(string token, string secret) {\n  var tokenHandler = new JwtSecurityTokenHandler();\n  var validationParameters = new TokenValidationParameters {\n    ValidateIssuerSigningKey = true,\n    IssuerSigningKey = new SymmetricSecurityKey(Encoding.UTF8.GetBytes(secret)),\n    ValidateIssuer = false,\n    ValidateAudience = false\n  };\n  try {\n    tokenHandler.ValidateToken(token, validationParameters, out _);\n    return true;\n  }\n  catch {\n    return false\n  }\n}\n\n// Usage:\nstring JWT = \"eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c\";\nstring correctSecret = \"your-256-bit-secret\";\nstring wrongSecret = \"this-is-not-the-right-secret\";\n\nValidateJwt(JWT, correctSecret); // Returns: true\nValidateJwt(JWT, wrongSecret); // Returns: false\n"
             }
         ]
     },
@@ -96,17 +73,15 @@
         "categoryName": "List Utilities",
         "snippets": [
             {
-                "title": "Swap two items at determined indexes",
+                "title": "Swap items at index",
                 "description": "Swaps two items at determined indexes",
                 "author": "omegaleo",
                 "tags": [
-                    "csharp",
-                    "c#",
                     "list",
-                    "utility"
+                    "swapping"
                 ],
                 "contributors": [],
-                "code": "/// <summary>\n/// Swaps the position of 2 elements inside of a List\n/// </summary>\n/// <returns>List with swapped elements</returns>\npublic static IList<T> Swap<T>(this IList<T> list, int indexA, int indexB)\n{\n    (list[indexA], list[indexB]) = (list[indexB], list[indexA]);\n    return list;\n}\n\nvar list = new List<string>() {\"Test\", \"Test2\"};\n\nConsole.WriteLine(list[0]); // Outputs: Test\nConsole.WriteLine(list[1]); // Outputs: Test2\n\nlist = list.Swap(0, 1).ToList();\n\nConsole.WriteLine(list[0]); // Outputs: Test2\nConsole.WriteLine(list[1]); // Outputs: Test\n"
+                "code": "public static IList<T> Swap<T>(this IList<T> list, int indexA, int indexB)\n{\n    (list[indexA], list[indexB]) = (list[indexB], list[indexA]);\n    return list;\n}\n\nvar list = new List<string>() {\"Test\", \"Test2\"};\n\nlist.Swap(0, 1); // Swaps \"Test\" and \"Test2\" in place\n"
             }
         ]
     },
@@ -118,26 +93,22 @@
                 "description": "Makes the first letter of a string uppercase.",
                 "author": "chaitanya-jvnm",
                 "tags": [
-                    "c#",
                     "string",
-                    "capitalize",
-                    "utility"
+                    "capitalize"
                 ],
                 "contributors": [],
-                "code": "/// <summary>\n/// Capitalize the first character of the string\n/// <summary>\npublic static string Capitalize(this string str) {\n  return str.Substring(0, 1).ToUpper() + str.Substring(1);\n}\n\n//Example\nstring example = \"hello\";\nstring captializedExample = example.Capitalize();\nConsole.WriteLine(captializedExample); // prints \"Hello\"\n"
+                "code": "public static string Capitalize(this string str) {\n  return str.Substring(0, 1).ToUpper() + str.Substring(1);\n}\n\n// Usage:\n\"quicksnip\".Capitalize(); // Returns: \"Quicksnip\"\n"
             },
             {
-                "title": "Truncate a String",
+                "title": "Truncate String",
                 "description": "Cut off a string once it reaches a determined amount of characters and add '...' to the end of the string",
                 "author": "omegaleo",
                 "tags": [
-                    "csharp",
-                    "c#",
-                    "list",
-                    "utility"
+                    "string",
+                    "truncate"
                 ],
                 "contributors": [],
-                "code": "/// <summary>\n/// Cut off a string once it reaches a <paramref name=\"maxChars\"/> amount of characters and add '...' to the end of the string\n/// </summary>\npublic static string Truncate(this string value, int maxChars)\n{\n    return value.Length <= maxChars ? value : value.Substring(0, maxChars) + \"...\";\n}\n\nvar str = \"Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam tristique rhoncus bibendum. Vivamus laoreet tortor vel neque lacinia, nec rhoncus ligula pellentesque. Nullam eu ornare nibh. Donec tincidunt viverra nulla.\";\n\nConsole.WriteLine(str); // Outputs the full string\nConsole.WriteLine(str.Truncate(5)); // Outputs Lorem...\n"
+                "code": "public static string Truncate(this string value, int maxChars)\n{\n    return value.Length <= maxChars ? value : value.Substring(0, maxChars) + \"...\";\n}\n\n// Usage:\n\"Quicksnip\".Truncate(5); // Returns: \"Quick...\"\n"
             }
         ]
     }
diff --git a/public/consolidated/css.json b/public/consolidated/css.json
index 23361ad7..b759c611 100644
--- a/public/consolidated/css.json
+++ b/public/consolidated/css.json
@@ -7,7 +7,6 @@
                 "description": "Adds a 3D effect to a button when clicked.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "button",
                     "3D",
                     "effect"
@@ -20,7 +19,6 @@
                 "description": "Creates a hover effect with a color transition.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "button",
                     "hover",
                     "transition"
@@ -33,7 +31,6 @@
                 "description": "A macOS-like button style, with hover and shading effects.",
                 "author": "e3nviction",
                 "tags": [
-                    "css",
                     "button",
                     "macos",
                     "hover",
@@ -52,7 +49,6 @@
                 "description": "Applies a blur effect to the background of an element.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "blur",
                     "background",
                     "effects"
@@ -65,7 +61,6 @@
                 "description": "Adds a glowing effect on hover.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "hover",
                     "glow",
                     "effects"
@@ -78,7 +73,6 @@
                 "description": "A card with an image that transitions from grayscale to full color on hover.",
                 "author": "Haider-Mukhtar",
                 "tags": [
-                    "css",
                     "hover",
                     "image",
                     "effects"
@@ -96,7 +90,6 @@
                 "description": "Resets some default browser styles, ensuring consistency across browsers.",
                 "author": "AmeerMoustafa",
                 "tags": [
-                    "css",
                     "reset",
                     "browser",
                     "layout"
@@ -109,7 +102,6 @@
                 "description": "Creates columns with equal widths using flexbox.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "flexbox",
                     "columns",
                     "layout"
@@ -122,7 +114,6 @@
                 "description": "Equal sized items in a responsive grid",
                 "author": "xshubhamg",
                 "tags": [
-                    "css",
                     "layout",
                     "grid"
                 ],
@@ -134,8 +125,8 @@
                 "description": "The different responsive breakpoints.",
                 "author": "kruimol",
                 "tags": [
-                    "css",
-                    "responsive"
+                    "responsive",
+                    "media queries"
                 ],
                 "contributors": [],
                 "code": "/* Phone */\n.element {\n  margin: 0 10%\n}\n\n/* Tablet */\n@media (min-width: 640px) {\n  .element {\n    margin: 0 20%\n  }\n}\n\n/* Desktop base */\n@media (min-width: 768px) {\n  .element {\n    margin: 0 30%\n  }\n}\n\n/* Desktop large */\n@media (min-width: 1024px) {\n  .element {\n    margin: 0 40%\n  }\n}\n\n/* Desktop extra large */\n@media (min-width: 1280px) {\n  .element {\n    margin: 0 60%\n  }\n}\n\n/* Desktop bige */\n@media (min-width: 1536px) {\n  .element {\n    margin: 0 80%\n  }\n}\n"
@@ -145,7 +136,6 @@
                 "description": "Ensures the footer always stays at the bottom of the page.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "layout",
                     "footer",
                     "sticky"
@@ -163,7 +153,6 @@
                 "description": "Adds space between letters for better readability.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "typography",
                     "spacing"
                 ],
@@ -175,7 +164,6 @@
                 "description": "Adjusts font size based on viewport width.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "css",
                     "font",
                     "responsive",
                     "typography"
diff --git a/public/consolidated/haskell.json b/public/consolidated/haskell.json
index bc693249..b4a97f3c 100644
--- a/public/consolidated/haskell.json
+++ b/public/consolidated/haskell.json
@@ -7,65 +7,36 @@
                 "description": "Searches for an element in a sorted array using binary search.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "array",
                     "binary-search",
                     "search"
                 ],
                 "contributors": [],
-                "code": "binarySearch :: Ord a => a -> [a] -> Maybe Int\nbinarySearch _ [] = Nothing\nbinarySearch target xs = go 0 (length xs - 1)\n  where\n    go low high\n        | low > high = Nothing\n        | midElem < target = go (mid + 1) high\n        | midElem > target = go low (mid - 1)\n        | otherwise = Just mid\n      where\n        mid = (low + high) `div` 2\n        midElem = xs !! mid\n\nmain :: IO ()\nmain = do\n    let array = [1, 2, 3, 4, 5]\n    print $ binarySearch 3 array -- Output: Just 2\n    print $ binarySearch 6 array -- Output: Nothing\n"
+                "code": "binarySearch :: Ord a => a -> [a] -> Maybe Int\nbinarySearch _ [] = Nothing\nbinarySearch target xs = go 0 (length xs - 1)\n  where\n    go low high\n        | low > high = Nothing\n        | midElem < target = go (mid + 1) high\n        | midElem > target = go low (mid - 1)\n        | otherwise = Just mid\n      where\n        mid = (low + high) `div` 2\n        midElem = xs !! mid\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let array = [1, 2, 3, 4, 5]\n    print $ binarySearch 3 array -- Output: Just 2\n    print $ binarySearch 6 array -- Output: Nothing\n"
             },
             {
                 "title": "Chunk Array",
                 "description": "Splits an array into chunks of a specified size.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "array",
                     "chunk",
                     "utility"
                 ],
                 "contributors": [],
-                "code": "chunkArray :: Int -> [a] -> [[a]]\nchunkArray _ [] = []\nchunkArray n xs = take n xs : chunkArray n (drop n xs)\n\nmain :: IO ()\nmain = do\n    let array = [1, 2, 3, 4, 5, 6]\n    print $ chunkArray 2 array -- Output: [[1, 2], [3, 4], [5, 6]]\n"
-            },
-            {
-                "title": "Flatten Array",
-                "description": "Flattens a multi-dimensional array.",
-                "author": "ACR1209",
-                "tags": [
-                    "haskell",
-                    "array",
-                    "flatten",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "flatten :: [[a]] -> [a]\nflatten = concat\n\nmain :: IO ()\nmain = do\n    let array = [[1, 2], [2], [3], [4]]\n    print $ flatten array -- Output: [1, 2, 2, 3, 4]\n"
+                "code": "chunkArray :: Int -> [a] -> [[a]]\nchunkArray _ [] = []\nchunkArray n xs = take n xs : chunkArray n (drop n xs)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let array = [1, 2, 3, 4, 5, 6]\n    print $ chunkArray 2 array -- Output: [[1, 2], [3, 4], [5, 6]]\n"
             },
             {
                 "title": "Matrix Transpose",
                 "description": "Transposes a 2D matrix.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "array",
                     "matrix",
                     "transpose"
                 ],
                 "contributors": [],
-                "code": "transposeMatrix :: [[a]] -> [[a]]\ntransposeMatrix [] = []\ntransposeMatrix ([]:_) = []\ntransposeMatrix xs = map head xs : transposeMatrix (map tail xs)\n\nmain :: IO ()\nmain = do\n    let matrix = [[1, 2, 3], [4, 5, 6], [7, 8, 9]]\n    print $ transposeMatrix matrix -- Output: [[1,4,7],[2,5,8],[3,6,9]]\n"
-            },
-            {
-                "title": "Remove duplicates",
-                "description": "Removes duplicate values from an array.",
-                "author": "ACR1209",
-                "tags": [
-                    "haskell",
-                    "array",
-                    "deduplicate",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "import Data.List (nub)\n\nremoveDuplicates :: Eq a => [a] -> [a]\nremoveDuplicates = nub\n\n-- Usage\nmain :: IO ()\nmain = do\n    let array = [1, 2, 2, 3, 4, 4, 5]\n    print $ removeDuplicates array -- Output: [1, 2, 3, 4, 5]\n"
+                "code": "transposeMatrix :: [[a]] -> [[a]]\ntransposeMatrix [] = []\ntransposeMatrix ([]:_) = []\ntransposeMatrix xs = map head xs : transposeMatrix (map tail xs)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let matrix = [[1, 2, 3], [4, 5, 6], [7, 8, 9]]\n    print $ transposeMatrix matrix -- Output: [[1,4,7],[2,5,8],[3,6,9]]\n"
             }
         ]
     },
@@ -77,7 +48,6 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "printing",
                     "hello-world",
                     "utility"
@@ -90,70 +60,31 @@
     {
         "categoryName": "File Handling",
         "snippets": [
-            {
-                "title": "Append to File",
-                "description": "Appends text to an existing file.",
-                "author": "ACR1209",
-                "tags": [
-                    "haskell",
-                    "file",
-                    "append",
-                    "utilty"
-                ],
-                "contributors": [],
-                "code": "import System.IO\n\nappendToFile :: FilePath -> String -> IO ()\nappendToFile = appendFile \n\nmain :: IO ()\nmain = do\n    let file = \"example.txt\"\n    let text = \"This will be appended to the file.\\n\"\n    appendToFile file text\n"
-            },
-            {
-                "title": "Check if File Exists",
-                "description": "Checks if a file exists at a given path.",
-                "author": "ACR1209",
-                "tags": [
-                    "haskell",
-                    "file",
-                    "exists"
-                ],
-                "contributors": [],
-                "code": "import System.Directory (doesFileExist)\n\ncheckFileExists :: FilePath -> IO Bool\ncheckFileExists = doesFileExist\n\nmain :: IO ()\nmain = do\n    let file = \"example.txt\"\n    exists <- checkFileExists file\n    if exists then putStrLn \"File exists.\" else putStrLn \"File does not exist.\"\n"
-            },
             {
                 "title": "Find Files in Directory by Type",
                 "description": "Finds all files in a directory with a specific extension.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "file",
                     "search",
                     "extension",
                     "filesystem"
                 ],
                 "contributors": [],
-                "code": "import System.Directory (listDirectory)\nimport System.FilePath (takeExtension)\n\nfindFilesByExtension :: FilePath -> String -> IO [FilePath]\nfindFilesByExtension dir ext = do\n    files <- listDirectory dir\n    return $ filter (\\f -> takeExtension f == ext) files\n\nmain :: IO ()\nmain = do\n    let directory = \".\"\n    let ext = \".txt\"\n    files <- findFilesByExtension directory ext\n    mapM_ putStrLn files -- Output: list of txt files on the current directory\n"
+                "code": "import System.Directory (listDirectory)\nimport System.FilePath (takeExtension)\n\nfindFilesByExtension :: FilePath -> String -> IO [FilePath]\nfindFilesByExtension dir ext = do\n    files <- listDirectory dir\n    return $ filter (\\f -> takeExtension f == ext) files\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let directory = \".\"\n    let ext = \".txt\"\n    files <- findFilesByExtension directory ext\n    mapM_ putStrLn files -- Output: list of txt files on the current directory\n"
             },
             {
                 "title": "Read File in Chunks",
                 "description": "Reads a file in chunks grouped by lines.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "file",
                     "read",
                     "chunks",
                     "utility"
                 ],
                 "contributors": [],
-                "code": "import System.IO (openFile, IOMode(ReadMode), hGetContents)\nimport Data.List (unfoldr)\n\nreadFileInChunks :: FilePath -> Int -> IO [[String]]\nreadFileInChunks filePath chunkSize = do\n    handle <- openFile filePath ReadMode\n    contents <- hGetContents handle\n    let linesList = lines contents\n    return $ go linesList\n  where\n    go [] = []\n    go xs = take chunkSize xs : go (drop chunkSize xs)\n\nmain :: IO ()\nmain = do\n    let file = \"example.txt\"\n    let chunkSize = 3 -- Number of lines per chunk\n    chunks <- readFileInChunks file chunkSize\n    mapM_ (putStrLn . unlines) chunks\n\n"
-            },
-            {
-                "title": "Write to File",
-                "description": "Writes text to a file, overwriting any existing content.",
-                "author": "ACR1209",
-                "tags": [
-                    "haskell",
-                    "file",
-                    "write"
-                ],
-                "contributors": [],
-                "code": "import System.IO (writeFile)\n\nwriteToFile :: FilePath -> String -> IO ()\nwriteToFile = writeFile\n\nmain :: IO ()\nmain = do\n    let file = \"example.txt\"\n    let content = \"This is new content.\"\n    writeToFile file content\n"
+                "code": "import System.IO (openFile, IOMode(ReadMode), hGetContents)\nimport Data.List (unfoldr)\n\nreadFileInChunks :: FilePath -> Int -> IO [[String]]\nreadFileInChunks filePath chunkSize = do\n    handle <- openFile filePath ReadMode\n    contents <- hGetContents handle\n    let linesList = lines contents\n    return $ go linesList\n  where\n    go [] = []\n    go xs = take chunkSize xs : go (drop chunkSize xs)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let file = \"example.txt\"\n    let chunkSize = 3 -- Number of lines per chunk\n    chunks <- readFileInChunks file chunkSize\n    mapM_ (putStrLn . unlines) chunks\n\n"
             }
         ]
     },
@@ -165,51 +96,47 @@
                 "description": "Using the Either monad to handle errors in a computation.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "monads",
                     "either",
                     "error handling"
                 ],
                 "contributors": [],
-                "code": "safeDiv :: Int -> Int -> Either String Int\nsafeDiv _ 0 = Left \"Division by zero error\"\nsafeDiv x y = Right (x `div` y)\n\nmain :: IO ()\nmain = do\n    let result = do\n            a <- safeDiv 10 2\n            b <- safeDiv a 0  -- This will trigger an error\n            return b\n    print result  -- Output: Left \"Division by zero error\"\n"
+                "code": "safeDiv :: Int -> Int -> Either String Int\nsafeDiv _ 0 = Left \"Division by zero error\"\nsafeDiv x y = Right (x `div` y)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let result = do\n            a <- safeDiv 10 2\n            b <- safeDiv a 0  -- This will trigger an error\n            return b\n    print result  -- Output: Left \"Division by zero error\"\n"
             },
             {
                 "title": "Maybe Monad",
                 "description": "Using the Maybe monad to handle computations that might fail.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "monads",
                     "maybe"
                 ],
                 "contributors": [],
-                "code": "safeDiv :: Int -> Int -> Maybe Int\nsafeDiv _ 0 = Nothing\nsafeDiv x y = Just (x `div` y)\n\nmain :: IO ()\nmain = do\n    let result = do\n            a <- safeDiv 10 2\n            b <- safeDiv a 2\n            return b\n    print result  -- Output: Just 2\n"
+                "code": "safeDiv :: Int -> Int -> Maybe Int\nsafeDiv _ 0 = Nothing\nsafeDiv x y = Just (x `div` y)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let result = do\n            a <- safeDiv 10 2\n            b <- safeDiv a 2\n            return b\n    print result  -- Output: Just 2\n"
             },
             {
                 "title": "State Monad",
                 "description": "Managing mutable state using the State monad.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "monads",
                     "state",
                     "state-management"
                 ],
                 "contributors": [],
-                "code": "import Control.Monad.State\n\nincrement :: State Int Int\nincrement = do\n    count <- get\n    put (count + 1)\n    return count\n\nmain :: IO ()\nmain = do\n    let (res1, intermediateState) = runState increment 0\n    print res1      -- Output: 0\n    let (result, finalState) = runState increment intermediateState\n    print result    -- Output: 1\n    print finalState  -- Output: 2\n\n"
+                "code": "import Control.Monad.State\n\nincrement :: State Int Int\nincrement = do\n    count <- get\n    put (count + 1)\n    return count\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let (res1, intermediateState) = runState increment 0\n    print res1      -- Output: 0\n    let (result, finalState) = runState increment intermediateState\n    print result    -- Output: 1\n    print finalState  -- Output: 2\n\n"
             },
             {
                 "title": "Writer Monad",
                 "description": "Using the Writer monad to accumulate logs or other outputs alongside a computation.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "monads",
                     "writer",
                     "logs"
                 ],
                 "contributors": [],
-                "code": "import Control.Monad.Writer\n\naddAndLog :: Int -> Int -> Writer [String] Int\naddAndLog x y = do\n    tell [\"Adding \" ++ show x ++ \" and \" ++ show y]\n    return (x + y)\n\nmain :: IO ()\nmain = do\n    let (result, logs) = runWriter $ do\n            res1 <- addAndLog 3 5\n            addAndLog res1 1\n    print result  -- Output: 9\n    print logs  -- Output: [\"Adding 3 and 5\", \"Adding 8 and 1\"]\n"
+                "code": "import Control.Monad.Writer\n\naddAndLog :: Int -> Int -> Writer [String] Int\naddAndLog x y = do\n    tell [\"Adding \" ++ show x ++ \" and \" ++ show y]\n    return (x + y)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let (result, logs) = runWriter $ do\n            res1 <- addAndLog 3 5\n            addAndLog res1 1\n    print result  -- Output: 9\n    print logs  -- Output: [\"Adding 3 and 5\", \"Adding 8 and 1\"]\n"
             }
         ]
     },
@@ -217,11 +144,10 @@
         "categoryName": "String Manipulation",
         "snippets": [
             {
-                "title": "Transform Camel Case to Snake Case",
+                "title": "CamelCase to snake_case",
                 "description": "Converts a Camel Case string to Snake case.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "convert",
                     "camel-case",
@@ -229,53 +155,49 @@
                     "utility"
                 ],
                 "contributors": [],
-                "code": "import Data.Char (isUpper, toLower)\n\ncamelToSnake :: String -> String\ncamelToSnake [] = []\ncamelToSnake (x:xs)\n    | isUpper x = '_' : toLower x : camelToSnake xs\n    | otherwise = x : camelToSnake xs\n\nmain :: IO ()\nmain = do\n    let camelCase = \"camelCaseToSnakeCase\"\n    print $ camelToSnake camelCase -- Output: \"camel_case_to_snake_case\"\n"
+                "code": "import Data.Char (isUpper, toLower)\n\ncamelToSnake :: String -> String\ncamelToSnake [] = []\ncamelToSnake (x:xs)\n    | isUpper x = '_' : toLower x : camelToSnake xs\n    | otherwise = x : camelToSnake xs\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let camelCase = \"camelCaseToSnakeCase\"\n    print $ camelToSnake camelCase -- Output: \"camel_case_to_snake_case\"\n"
             },
             {
                 "title": "Capitalize Words",
                 "description": "Capitalizes the first letter of each word in a string.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "capitalize",
                     "words"
                 ],
                 "contributors": [],
-                "code": "import Data.Char (toUpper)\n\ncapitalizeWords :: String -> String\ncapitalizeWords = unwords . map capitalize . words\n  where\n    capitalize []     = []\n    capitalize (x:xs) = toUpper x : xs\n\nmain :: IO ()\nmain = do\n    let sentence = \"haskell is awesome\"\n    print $ capitalizeWords sentence -- Output: \"Haskell Is Awesome\"\n"
+                "code": "import Data.Char (toUpper)\n\ncapitalizeWords :: String -> String\ncapitalizeWords = unwords . map capitalize . words\n  where\n    capitalize []     = []\n    capitalize (x:xs) = toUpper x : xs\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let sentence = \"haskell is awesome\"\n    print $ capitalizeWords sentence -- Output: \"Haskell Is Awesome\"\n"
             },
             {
                 "title": "Count Word Occurrences in String",
                 "description": "Counts the occurrences of each word in a given string.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "occurrences",
                     "word-count"
                 ],
                 "contributors": [],
-                "code": "import Data.List (group, sort)\n\ncountWordOccurrences :: String -> [(String, Int)]\ncountWordOccurrences = map (\\(w:ws) -> (w, length (w:ws))) . group . sort . words\n\nmain :: IO ()\nmain = do\n    let text = \"haskell is awesome and haskell is fun\"\n    print $ countWordOccurrences text -- Output: [(\"and\",1),(\"awesome\",1),(\"fun\",1),(\"haskell\",2),(\"is\",2)]\n"
+                "code": "import Data.List (group, sort)\n\ncountWordOccurrences :: String -> [(String, Int)]\ncountWordOccurrences = map (\\(w:ws) -> (w, length (w:ws))) . group . sort . words\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let text = \"haskell is awesome and haskell is fun\"\n    print $ countWordOccurrences text -- Output: [(\"and\",1),(\"awesome\",1),(\"fun\",1),(\"haskell\",2),(\"is\",2)]\n"
             },
             {
                 "title": "Remove Punctuation",
                 "description": "Removes all punctuation from a given string.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "punctuation",
                     "remove"
                 ],
                 "contributors": [],
-                "code": "import Data.Char (isPunctuation)\n\nremovePunctuation :: String -> String\nremovePunctuation = filter (not . isPunctuation)\n\nmain :: IO ()\nmain = do\n    let text = \"Hello, Haskell! How's it going?\"\n    print $ removePunctuation text -- Output: \"Hello Haskell Hows it going\"\n"
+                "code": "import Data.Char (isPunctuation)\n\nremovePunctuation :: String -> String\nremovePunctuation = filter (not . isPunctuation)\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let text = \"Hello, Haskell! How's it going?\"\n    print $ removePunctuation text -- Output: \"Hello Haskell Hows it going\"\n"
             },
             {
-                "title": "Transform from Snake Case to Camel Case",
+                "title": "Snake_Case to CamelCase",
                 "description": "Converts a Snake Case string to Camel Case.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "convert",
                     "snake-case",
@@ -283,20 +205,19 @@
                     "utilty"
                 ],
                 "contributors": [],
-                "code": "import Data.Char (toUpper)\n\nsnakeToCamel :: String -> String\nsnakeToCamel [] = []\nsnakeToCamel ('_':x:xs) = toUpper x : snakeToCamel xs\nsnakeToCamel (x:xs) = x : snakeToCamel xs\n\nmain :: IO ()\nmain = do\n    let snakeCase = \"snake_case_to_camel_case\"\n    print $ snakeToCamel snakeCase -- Output: \"snakeCaseToCamelCase\"\n"
+                "code": "import Data.Char (toUpper)\n\nsnakeToCamel :: String -> String\nsnakeToCamel [] = []\nsnakeToCamel ('_':x:xs) = toUpper x : snakeToCamel xs\nsnakeToCamel (x:xs) = x : snakeToCamel xs\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let snakeCase = \"snake_case_to_camel_case\"\n    print $ snakeToCamel snakeCase -- Output: \"snakeCaseToCamelCase\"\n"
             },
             {
-                "title": "Truncate Strings",
+                "title": "Truncate String",
                 "description": "Truncates a string to a specified length, optionally adding an ellipsis.",
                 "author": "ACR1209",
                 "tags": [
-                    "haskell",
                     "string",
                     "truncate",
                     "utility"
                 ],
                 "contributors": [],
-                "code": "truncateString :: Int -> String -> String\ntruncateString maxLength str\n    | length str <= maxLength = str\n    | otherwise = take (maxLength - 3) str ++ \"...\"\n\nmain :: IO ()\nmain = do\n    let longString = \"Haskell is a powerful functional programming language.\"\n    print $ truncateString 20 longString -- Output: \"Haskell is a powe...\"\n    print $ truncateString 54 longString -- Output: \"Haskell is a powerful functional programming language.\"\n"
+                "code": "truncateString :: Int -> String -> String\ntruncateString maxLength str\n    | length str <= maxLength = str\n    | otherwise = take (maxLength - 3) str ++ \"...\"\n\n-- Usage:\nmain :: IO ()\nmain = do\n    let longString = \"Haskell is a powerful functional programming language.\"\n    print $ truncateString 20 longString -- Output: \"Haskell is a powe...\"\n    print $ truncateString 54 longString -- Output: \"Haskell is a powerful functional programming language.\"\n"
             }
         ]
     }
diff --git a/public/consolidated/html.json b/public/consolidated/html.json
index 9ea5b9b1..f7635148 100644
--- a/public/consolidated/html.json
+++ b/public/consolidated/html.json
@@ -7,7 +7,6 @@
                 "description": "Full-height grid layout with header navigation using nesting syntax.",
                 "author": "GreenMan36",
                 "tags": [
-                    "html",
                     "css",
                     "layout",
                     "sticky",
@@ -22,7 +21,6 @@
                 "description": "Full-height layout with sticky header and footer, using modern viewport units and flexbox.",
                 "author": "GreenMan36",
                 "tags": [
-                    "html",
                     "css",
                     "layout",
                     "sticky",
diff --git a/public/consolidated/javascript.json b/public/consolidated/javascript.json
index 7b1ceee5..4ac0819f 100644
--- a/public/consolidated/javascript.json
+++ b/public/consolidated/javascript.json
@@ -2,80 +2,58 @@
     {
         "categoryName": "Array Manipulation",
         "snippets": [
-            {
-                "title": "Flatten Array",
-                "description": "Flattens a multi-dimensional array.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "javascript",
-                    "array",
-                    "flatten",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const flattenArray = (arr) => arr.flat(Infinity);\n\n// Usage:\nconst nestedArray = [1, [2, [3, [4]]]];\nconsole.log(flattenArray(nestedArray)); // Output: [1, 2, 3, 4]\n"
-            },
             {
                 "title": "Partition Array",
                 "description": "Splits an array into two arrays based on a callback function.",
                 "author": "Swaraj-Singh-30",
                 "tags": [
-                    "javascript",
                     "array",
                     "partition",
-                    "reduce",
-                    "utility"
+                    "reduce"
                 ],
                 "contributors": [],
-                "code": "const partition = (arr, callback) =>\n  arr.reduce(\n    ([pass, fail], elem) => (callback(elem) ? [[...pass, elem], fail] : [pass, [...fail, elem]]),\n    [[], []]\n  );\n\n// Usage:\nconst numbers = [1, 2, 3, 4, 5, 6];\nconst isEven = (n) => n % 2 === 0;\nconsole.log(partition(numbers, isEven)); // Output: [[2, 4, 6], [1, 3, 5]]\n"
+                "code": "const partition = (arr, callback) =>\n  arr.reduce(\n    ([pass, fail], elem) => (callback(elem) ? [[...pass, elem], fail] : [pass, [...fail, elem]]),\n    [[], []]\n  );\n\n// Usage:\nconst numbers = [1, 2, 3, 4, 5, 6];\nconst isEven = (n) => n % 2 === 0;\npartition(numbers, isEven); // Returns: [[2, 4, 6], [1, 3, 5]]\n"
             },
             {
                 "title": "Remove Duplicates",
                 "description": "Removes duplicate values from an array.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "array",
-                    "deduplicate",
-                    "utility"
+                    "deduplicate"
                 ],
                 "contributors": [],
-                "code": "const removeDuplicates = (arr) => [...new Set(arr)];\n\n// Usage:\nconst numbers = [1, 2, 2, 3, 4, 4, 5];\nconsole.log(removeDuplicates(numbers)); // Output: [1, 2, 3, 4, 5]\n"
+                "code": "const removeDuplicates = (arr) => [...new Set(arr)];\n\n// Usage:\nconst numbers = [1, 2, 2, 3, 4, 4, 5];\nremoveDuplicates(numbers); // Returns: [1, 2, 3, 4, 5]\n"
             },
             {
                 "title": "Remove Falsy Values",
-                "description": "Removes falsy values like null, undefined, and false from an array.",
+                "description": "Removes falsy values from an array.",
                 "author": "mubasshir",
                 "tags": [
-                    "javascript",
                     "array",
                     "falsy",
                     "filter"
                 ],
                 "contributors": [],
-                "code": "const removeFalsy = (arr) => arr.filter(Boolean);\n\n// Usage:\nconst array = [0, 1, false, 2, \"\", 3, null];\nconsole.log(removeFalsy(array)); // Output: [1, 2, 3]\n"
+                "code": "const removeFalsy = (arr) => arr.filter(Boolean);\n\n// Usage:\nconst array = [0, 1, false, 2, \"\", 3, null];\nremoveFalsy(array); // Returns: [1, 2, 3]\n"
             },
             {
                 "title": "Shuffle Array",
                 "description": "Shuffles an Array.",
                 "author": "loxt-nixo",
                 "tags": [
-                    "javascript",
                     "array",
-                    "shuffle",
-                    "utility"
+                    "shuffle"
                 ],
                 "contributors": [],
-                "code": "function shuffleArray(array) {\n    for (let i = array.length - 1; i >= 0; i--) {\n        const j = Math.floor(Math.random() * (i + 1));\n        [array[i], array[j]] = [array[j], array[i]];\n    }\n}\n"
+                "code": "function shuffleArray(array) {\n    for (let i = array.length - 1; i >= 0; i--) {\n        const j = Math.floor(Math.random() * (i + 1));\n        [array[i], array[j]] = [array[j], array[i]];\n    }\n}\n\n// Usage:\nconst array = [1, 2, 3, 4, 5];\nshuffleArray(array); // Shuffles `array` in place\n"
             },
             {
                 "title": "Zip Arrays",
                 "description": "Combines two arrays by pairing corresponding elements from each array.",
                 "author": "Swaraj-Singh-30",
                 "tags": [
-                    "javascript",
                     "array",
-                    "utility",
                     "map"
                 ],
                 "contributors": [],
@@ -91,10 +69,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "James-Beans",
                 "tags": [
-                    "javascript",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "console.log(\"Hello, World!\"); // Prints Hello, World! to the console\n"
@@ -104,139 +80,97 @@
     {
         "categoryName": "Date And Time",
         "snippets": [
-            {
-                "title": "Add Days to a Date",
-                "description": "Adds a specified number of days to a given date.",
-                "author": "axorax",
-                "tags": [
-                    "javascript",
-                    "date",
-                    "add-days",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const addDays = (date, days) => {\n  const result = new Date(date);\n  result.setDate(result.getDate() + days);\n  return result;\n};\n\n// Usage:\nconst today = new Date();\nconsole.log(addDays(today, 10)); // Output: Date object 10 days ahead\n"
-            },
             {
                 "title": "Check Leap Year",
                 "description": "Determines if a given year is a leap year.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "date",
-                    "leap-year",
-                    "utility"
+                    "leap-year"
                 ],
                 "contributors": [],
-                "code": "const isLeapYear = (year) => (year % 4 === 0 && year % 100 !== 0) || year % 400 === 0;\n\n// Usage:\nconsole.log(isLeapYear(2024)); // Output: true\nconsole.log(isLeapYear(2023)); // Output: false\n"
+                "code": "const isLeapYear = (year) => (year % 4 === 0 && year % 100 !== 0) || year % 400 === 0;\n\n// Usage:\nisLeapYear(2024); // Returns: true\nisLeapYear(2023); // Returns: false\n"
             },
             {
                 "title": "Convert to Unix Timestamp",
                 "description": "Converts a date to a Unix timestamp in seconds.",
                 "author": "Yugveer06",
                 "tags": [
-                    "javascript",
                     "date",
                     "unix",
-                    "timestamp",
-                    "utility"
+                    "timestamp"
                 ],
                 "contributors": [],
-                "code": "/**\n * Converts a date string or Date object to Unix timestamp in seconds.\n *\n * @param {string|Date} input - A valid date string or Date object.\n * @returns {number} - The Unix timestamp in seconds.\n * @throws {Error} - Throws an error if the input is invalid.\n */\nfunction convertToUnixSeconds(input) {\n  if (typeof input === 'string') {\n    if (!input.trim()) {\n      throw new Error('Date string cannot be empty or whitespace');\n    }\n  } else if (!input) {\n    throw new Error('Input is required');\n  }\n\n  let date;\n\n  if (typeof input === 'string') {\n    date = new Date(input);\n  } else if (input instanceof Date) {\n    date = input;\n  } else {\n    throw new Error('Input must be a valid date string or Date object');\n  }\n\n  if (isNaN(date.getTime())) {\n    throw new Error('Invalid date provided');\n  }\n\n  return Math.floor(date.getTime() / 1000);\n}\n\n// Usage\nconsole.log(convertToUnixSeconds('2025-01-01T12:00:00Z')); // 1735732800\nconsole.log(convertToUnixSeconds(new Date('2025-01-01T12:00:00Z'))); // 1735732800\nconsole.log(convertToUnixSeconds(new Date())); //Current Unix timestamp in seconds (varies depending on execution time)\n"
+                "code": "function convertToUnixSeconds(input) {\n  if (typeof input === 'string') {\n    if (!input.trim()) {\n      throw new Error('Date string cannot be empty or whitespace');\n    }\n  } else if (!input) {\n    throw new Error('Input is required');\n  }\n\n  let date;\n\n  if (typeof input === 'string') {\n    date = new Date(input);\n  } else if (input instanceof Date) {\n    date = input;\n  } else {\n    throw new Error('Input must be a valid date string or Date object');\n  }\n\n  if (isNaN(date.getTime())) {\n    throw new Error('Invalid date provided');\n  }\n\n  return Math.floor(date.getTime() / 1000);\n}\n\n// Usage:\nconvertToUnixSeconds('2025-01-01T12:00:00Z'); // Returns: 1735732800\nconvertToUnixSeconds(new Date('2025-01-01T12:00:00Z')); // Returns: 1735732800\nconvertToUnixSeconds(new Date()); // Returns: Current Unix timestamp in seconds\n"
             },
             {
                 "title": "Format Date",
                 "description": "Formats a date in 'YYYY-MM-DD' format.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
-                    "date",
-                    "format",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const formatDate = (date) => date.toISOString().split('T')[0];\n\n// Usage:\nconsole.log(formatDate(new Date())); // Output: '2024-12-10'\n"
-            },
-            {
-                "title": "Get Current Timestamp",
-                "description": "Retrieves the current timestamp in milliseconds since January 1, 1970.",
-                "author": "axorax",
-                "tags": [
-                    "javascript",
                     "date",
-                    "timestamp",
-                    "utility"
+                    "format"
                 ],
                 "contributors": [],
-                "code": "const getCurrentTimestamp = () => Date.now();\n\n// Usage:\nconsole.log(getCurrentTimestamp()); // Output: 1691825935839 (example)\n"
+                "code": "const formatDate = (date) => date.toISOString().split('T')[0];\n\n// Usage:\nformatDate(new Date(2024, 11, 10)); // Returns: '2024-12-10'\n"
             },
             {
                 "title": "Get Day of the Year",
                 "description": "Calculates the day of the year (1-365 or 1-366 for leap years) for a given date.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "date",
-                    "day-of-year",
-                    "utility"
+                    "day-of-year"
                 ],
                 "contributors": [],
-                "code": "const getDayOfYear = (date) => {\n  const startOfYear = new Date(date.getFullYear(), 0, 0);\n  const diff = date - startOfYear + (startOfYear.getTimezoneOffset() - date.getTimezoneOffset()) * 60 * 1000;\n  return Math.floor(diff / (1000 * 60 * 60 * 24));\n};\n\n// Usage:\nconst today = new Date('2024-12-31');\nconsole.log(getDayOfYear(today)); // Output: 366 (in a leap year)\n"
+                "code": "const getDayOfYear = (date) => {\n  const startOfYear = new Date(date.getFullYear(), 0, 0);\n  const diff = date - startOfYear + (startOfYear.getTimezoneOffset() - date.getTimezoneOffset()) * 60 * 1000;\n  return Math.floor(diff / (1000 * 60 * 60 * 24));\n};\n\n// Usage:\ngetDayOfYear(new Date('2024-12-31')) // Returns: 366 (Leap year)\n"
             },
             {
                 "title": "Get Days in Month",
                 "description": "Calculates the number of days in a specific month of a given year.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "date",
-                    "days-in-month",
-                    "utility"
+                    "days-in-month"
                 ],
                 "contributors": [],
-                "code": "const getDaysInMonth = (year, month) => new Date(year, month + 1, 0).getDate();\n\n// Usage:\nconsole.log(getDaysInMonth(2024, 1)); // Output: 29 (February in a leap year)\nconsole.log(getDaysInMonth(2023, 1)); // Output: 28\n"
+                "code": "const getDaysInMonth = (year, month) => new Date(year, month + 1, 0).getDate();\n\n// Usage:\ngetDaysInMonth(2024, 1); // Returns: 29 (February in a leap year)\ngetDaysInMonth(2023, 1); // Returns: 28\n"
             },
             {
                 "title": "Get Time Difference",
                 "description": "Calculates the time difference in days between two dates.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "date",
-                    "time-difference",
-                    "utility"
+                    "time-difference"
                 ],
                 "contributors": [],
-                "code": "const getTimeDifference = (date1, date2) => {\n  const diff = Math.abs(date2 - date1);\n  return Math.ceil(diff / (1000 * 60 * 60 * 24));\n};\n\n// Usage:\nconst date1 = new Date('2024-01-01');\nconst date2 = new Date('2024-12-31');\nconsole.log(getTimeDifference(date1, date2)); // Output: 365\n"
+                "code": "const getTimeDifference = (date1, date2) => {\n  const diff = Math.abs(date2 - date1);\n  return Math.ceil(diff / (1000 * 60 * 60 * 24));\n};\n\n// Usage:\nconst date1 = new Date('2024-01-01');\nconst date2 = new Date('2024-12-31');\ngetTimeDifference(date1, date2); // Returns: 365\n"
             },
             {
                 "title": "Relative Time Formatter",
                 "description": "Displays how long ago a date occurred or how far in the future a date is.",
                 "author": "Yugveer06",
                 "tags": [
-                    "javascript",
                     "date",
                     "time",
                     "relative",
                     "future",
-                    "past",
-                    "utility"
+                    "past"
                 ],
                 "contributors": [],
-                "code": "const getRelativeTime = (date) => {\n  const now = Date.now();\n  const diff = date.getTime() - now;\n  const seconds = Math.abs(Math.floor(diff / 1000));\n  const minutes = Math.abs(Math.floor(seconds / 60));\n  const hours = Math.abs(Math.floor(minutes / 60));\n  const days = Math.abs(Math.floor(hours / 24));\n  const years = Math.abs(Math.floor(days / 365));\n\n  if (Math.abs(diff) < 1000) return 'just now';\n\n  const isFuture = diff > 0;\n\n  if (years > 0) return `${isFuture ? 'in ' : ''}${years} ${years === 1 ? 'year' : 'years'}${isFuture ? '' : ' ago'}`;\n  if (days > 0) return `${isFuture ? 'in ' : ''}${days} ${days === 1 ? 'day' : 'days'}${isFuture ? '' : ' ago'}`;\n  if (hours > 0) return `${isFuture ? 'in ' : ''}${hours} ${hours === 1 ? 'hour' : 'hours'}${isFuture ? '' : ' ago'}`;\n  if (minutes > 0) return `${isFuture ? 'in ' : ''}${minutes} ${minutes === 1 ? 'minute' : 'minutes'}${isFuture ? '' : ' ago'}`;\n\n  return `${isFuture ? 'in ' : ''}${seconds} ${seconds === 1 ? 'second' : 'seconds'}${isFuture ? '' : ' ago'}`;\n}\n\n// usage\nconst pastDate = new Date('2021-12-29 13:00:00');\nconst futureDate = new Date('2026-12-29 13:00:00');\nconsole.log(getRelativeTime(pastDate)); // x years ago\nconsole.log(getRelativeTime(new Date())); // just now\nconsole.log(getRelativeTime(futureDate)); // in x years\n"
+                "code": "const getRelativeTime = (date) => {\n  const now = Date.now();\n  const diff = date.getTime() - now;\n  const seconds = Math.abs(Math.floor(diff / 1000));\n  const minutes = Math.abs(Math.floor(seconds / 60));\n  const hours = Math.abs(Math.floor(minutes / 60));\n  const days = Math.abs(Math.floor(hours / 24));\n  const years = Math.abs(Math.floor(days / 365));\n\n  if (Math.abs(diff) < 1000) return 'just now';\n\n  const isFuture = diff > 0;\n\n  if (years > 0) return `${isFuture ? 'in ' : ''}${years} ${years === 1 ? 'year' : 'years'}${isFuture ? '' : ' ago'}`;\n  if (days > 0) return `${isFuture ? 'in ' : ''}${days} ${days === 1 ? 'day' : 'days'}${isFuture ? '' : ' ago'}`;\n  if (hours > 0) return `${isFuture ? 'in ' : ''}${hours} ${hours === 1 ? 'hour' : 'hours'}${isFuture ? '' : ' ago'}`;\n  if (minutes > 0) return `${isFuture ? 'in ' : ''}${minutes} ${minutes === 1 ? 'minute' : 'minutes'}${isFuture ? '' : ' ago'}`;\n\n  return `${isFuture ? 'in ' : ''}${seconds} ${seconds === 1 ? 'second' : 'seconds'}${isFuture ? '' : ' ago'}`;\n}\n\n// Usage:\nconst pastDate = new Date('2021-12-29 13:00:00');\nconst futureDate = new Date('2099-12-29 13:00:00');\ngetRelativeTime(pastDate); // x years ago\ngetRelativeTime(new Date()); // just now\ngetRelativeTime(futureDate); // in x years\n"
             },
             {
                 "title": "Start of the Day",
                 "description": "Returns the start of the day (midnight) for a given date.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "date",
-                    "start-of-day",
-                    "utility"
+                    "start-of-day"
                 ],
                 "contributors": [],
-                "code": "const startOfDay = (date) => new Date(date.setHours(0, 0, 0, 0));\n\n// Usage:\nconst today = new Date();\nconsole.log(startOfDay(today)); // Output: Date object for midnight\n"
+                "code": "const startOfDay = (date) => new Date(date.setHours(0, 0, 0, 0));\n\n// Usage:\nconst today = new Date();\nstartOfDay(today); // Returns: Date object for midnight\n"
             }
         ]
     },
@@ -248,65 +182,22 @@
                 "description": "Changes the inline style of an element.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "dom",
-                    "style",
-                    "utility"
+                    "style"
                 ],
                 "contributors": [],
                 "code": "const changeElementStyle = (element, styleObj) => {\n  Object.entries(styleObj).forEach(([property, value]) => {\n    element.style[property] = value;\n  });\n};\n\n// Usage:\nconst element = document.querySelector('.my-element');\nchangeElementStyle(element, { color: 'red', backgroundColor: 'yellow' });\n"
             },
-            {
-                "title": "Get Element Position",
-                "description": "Gets the position of an element relative to the viewport.",
-                "author": "axorax",
-                "tags": [
-                    "javascript",
-                    "dom",
-                    "position",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const getElementPosition = (element) => {\n  const rect = element.getBoundingClientRect();\n  return { x: rect.left, y: rect.top };\n};\n\n// Usage:\nconst element = document.querySelector('.my-element');\nconst position = getElementPosition(element);\nconsole.log(position); // { x: 100, y: 150 }\n"
-            },
             {
                 "title": "Remove Element",
                 "description": "Removes a specified element from the DOM.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "dom",
-                    "remove",
-                    "utility"
+                    "remove"
                 ],
                 "contributors": [],
                 "code": "const removeElement = (element) => {\n  if (element && element.parentNode) {\n    element.parentNode.removeChild(element);\n  }\n};\n\n// Usage:\nconst element = document.querySelector('.my-element');\nremoveElement(element);\n"
-            },
-            {
-                "title": "Smooth Scroll to Element",
-                "description": "Scrolls smoothly to a specified element.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "javascript",
-                    "dom",
-                    "scroll",
-                    "ui"
-                ],
-                "contributors": [],
-                "code": "const smoothScroll = (element) => {\n  element.scrollIntoView({ behavior: 'smooth' });\n};\n\n// Usage:\nconst target = document.querySelector('#target');\nsmoothScroll(target);\n"
-            },
-            {
-                "title": "Toggle Class",
-                "description": "Toggles a class on an element.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "javascript",
-                    "dom",
-                    "class",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const toggleClass = (element, className) => {\n  element.classList.toggle(className);\n};\n\n// Usage:\nconst element = document.querySelector('.my-element');\ntoggleClass(element, 'active');\n"
             }
         ]
     },
@@ -318,77 +209,65 @@
                 "description": "Composes multiple functions into a single function, where the output of one function becomes the input of the next.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "function",
-                    "compose",
-                    "utility"
+                    "compose"
                 ],
                 "contributors": [],
-                "code": "const compose = (...funcs) => (initialValue) => {\n  return funcs.reduce((acc, func) => func(acc), initialValue);\n};\n\n// Usage:\nconst add2 = (x) => x + 2;\nconst multiply3 = (x) => x * 3;\nconst composed = compose(multiply3, add2);\nconsole.log(composed(5)); // Output: 21 ((5 + 2) * 3)\n"
+                "code": "const compose = (...funcs) => (initialValue) => {\n  return funcs.reduce((acc, func) => func(acc), initialValue);\n};\n\n// Usage:\nconst add2 = (x) => x + 2;\nconst multiply3 = (x) => x * 3;\nconst composed = compose(multiply3, add2);\ncomposed(5); // Returns: 17 ((5 * 3) + 2)\n"
             },
             {
                 "title": "Curry Function",
                 "description": "Transforms a function into its curried form.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "curry",
-                    "function",
-                    "utility"
+                    "function"
                 ],
                 "contributors": [],
-                "code": "const curry = (func) => {\n  const curried = (...args) => {\n    if (args.length >= func.length) {\n      return func(...args);\n    }\n    return (...nextArgs) => curried(...args, ...nextArgs);\n  };\n  return curried;\n};\n\n// Usage:\nconst add = (a, b, c) => a + b + c;\nconst curriedAdd = curry(add);\nconsole.log(curriedAdd(1)(2)(3)); // Output: 6\nconsole.log(curriedAdd(1, 2)(3)); // Output: 6\n"
+                "code": "const curry = (func) => {\n  const curried = (...args) => {\n    if (args.length >= func.length) {\n      return func(...args);\n    }\n    return (...nextArgs) => curried(...args, ...nextArgs);\n  };\n  return curried;\n};\n\n// Usage:\nconst add = (a, b, c) => a + b + c;\nconst curriedAdd = curry(add);\ncurriedAdd(1)(2)(3); // Returns: 6\ncurriedAdd(1, 2)(3); // Returns: 6\n"
             },
             {
                 "title": "Debounce Function",
                 "description": "Delays a function execution until after a specified time.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
-                    "utility",
                     "debounce",
                     "performance"
                 ],
                 "contributors": [],
-                "code": "const debounce = (func, delay) => {\n  let timeout;\n\n  return (...args) => {\n    clearTimeout(timeout);\n    timeout = setTimeout(() => func(...args), delay);\n  };\n};\n\n// Usage:\nwindow.addEventListener('resize', debounce(() => console.log('Resized!'), 500));\n"
+                "code": "const debounce = (func, delay) => {\n  let timeout;\n\n  return (...args) => {\n    clearTimeout(timeout);\n    timeout = setTimeout(() => func(...args), delay);\n  };\n};\n\n// Usage:\nwindow.addEventListener(\n  'resize',\n  debounce(() => console.log('Resized!'), 500), // Will only output after resizing has stopped for 500ms\n);\n"
             },
             {
                 "title": "Get Contrast Color",
                 "description": "Returns either black or white text color based on the brightness of the provided hex color.",
                 "author": "yaya12085",
                 "tags": [
-                    "javascript",
                     "color",
                     "hex",
                     "contrast",
-                    "brightness",
-                    "utility"
+                    "brightness"
                 ],
                 "contributors": [],
-                "code": "const getContrastColor = (hexColor) => {\n  // Expand short hex color to full format\n  if (hexColor.length === 4) {\n    hexColor = `#${hexColor[1]}${hexColor[1]}${hexColor[2]}${hexColor[2]}${hexColor[3]}${hexColor[3]}`;\n  }\n  const r = parseInt(hexColor.slice(1, 3), 16);\n  const g = parseInt(hexColor.slice(3, 5), 16);\n  const b = parseInt(hexColor.slice(5, 7), 16);\n  const brightness = (r * 299 + g * 587 + b * 114) / 1000;\n  return brightness >= 128 ? \"#000000\" : \"#FFFFFF\";\n};\n\n// Usage:\nconsole.log(getContrastColor('#fff')); // Output: #000000 (black)\nconsole.log(getContrastColor('#123456')); // Output: #FFFFFF (white)\nconsole.log(getContrastColor('#ff6347')); // Output: #000000 (black)\nconsole.log(getContrastColor('#f4f')); // Output: #000000 (black)\n"
+                "code": "const getContrastColor = (hexColor) => {\n  // Expand short hex color to full format\n  if (hexColor.length === 4) {\n    hexColor = `#${hexColor[1]}${hexColor[1]}${hexColor[2]}${hexColor[2]}${hexColor[3]}${hexColor[3]}`;\n  }\n  const r = parseInt(hexColor.slice(1, 3), 16);\n  const g = parseInt(hexColor.slice(3, 5), 16);\n  const b = parseInt(hexColor.slice(5, 7), 16);\n  const brightness = (r * 299 + g * 587 + b * 114) / 1000;\n  return brightness >= 128 ? \"#000000\" : \"#FFFFFF\";\n};\n\n// Usage:\ngetContrastColor('#fff'); // Returns: #000000 (black)\ngetContrastColor('#123456'); // Returns: #FFFFFF (white)\ngetContrastColor('#ff6347'); // Returns: #000000 (black)\ngetContrastColor('#f4f'); // Returns: #000000 (black)\n"
             },
             {
                 "title": "Memoize Function",
                 "description": "Caches the result of a function based on its arguments to improve performance.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "memoization",
-                    "optimization",
-                    "utility"
+                    "optimization"
                 ],
                 "contributors": [],
-                "code": "const memoize = (func) => {\n  const cache = new Map();\n  return (...args) => {\n    const key = JSON.stringify(args);\n    if (cache.has(key)) {\n      return cache.get(key);\n    }\n    const result = func(...args);\n    cache.set(key, result);\n    return result;\n  };\n};\n\n// Usage:\nconst factorial = memoize((n) => (n <= 1 ? 1 : n * factorial(n - 1)));\nconsole.log(factorial(5)); // Output: 120\nconsole.log(factorial(5)); // Output: 120 (retrieved from cache)\n"
+                "code": "const memoize = (func) => {\n  const cache = new Map();\n  return (...args) => {\n    const key = JSON.stringify(args);\n    if (cache.has(key)) {\n      return cache.get(key);\n    }\n    const result = func(...args);\n    cache.set(key, result);\n    return result;\n  };\n};\n\n// Usage:\nconst factorial = memoize((n) => (n <= 1 ? 1 : n * factorial(n - 1)));\nfactorial(5); // Returns: 120\nfactorial(5); // Returns: 120 (retrieved from cache)\n"
             },
             {
                 "title": "Once Function",
                 "description": "Ensures a function is only called once.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "function",
-                    "once",
-                    "utility"
+                    "once"
                 ],
                 "contributors": [],
                 "code": "const once = (func) => {\n  let called = false;\n  return (...args) => {\n    if (!called) {\n      called = true;\n      return func(...args);\n    }\n  };\n};\n\n// Usage:\nconst initialize = once(() => console.log('Initialized!'));\ninitialize(); // Output: Initialized!\ninitialize(); // No output\n"
@@ -398,23 +277,19 @@
                 "description": "Limits how often a function can be executed within a given time window.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "function",
-                    "rate-limiting",
-                    "utility"
+                    "rate-limiting"
                 ],
                 "contributors": [],
-                "code": "const rateLimit = (func, limit, timeWindow) => {\n  let queue = [];\n  setInterval(() => {\n    if (queue.length) {\n      const next = queue.shift();\n      func(...next.args);\n    }\n  }, timeWindow);\n  return (...args) => {\n    if (queue.length < limit) {\n      queue.push({ args });\n    }\n  };\n};\n\n// Usage:\nconst fetchData = () => console.log('Fetching data...');\nconst rateLimitedFetch = rateLimit(fetchData, 2, 1000);\nsetInterval(() => rateLimitedFetch(), 200); // Only calls fetchData twice every second\n"
+                "code": "const rateLimit = (func, limit, timeWindow) => {\n  let queue = [];\n  setInterval(() => {\n    if (queue.length) {\n      const next = queue.shift();\n      func(...next.args);\n    }\n  }, timeWindow);\n  return (...args) => {\n    if (queue.length < limit) {\n      queue.push({ args });\n    }\n  };\n};\n\n// Usage:\nconst fetchData = () => console.log('Fetching data...');\nconst rateLimitedFetch = rateLimit(fetchData, 2, 1000);\nsetInterval(() => rateLimitedFetch(), 200); // Limits fetchData calls to twice a seconds\n"
             },
             {
                 "title": "Repeat Function Invocation",
                 "description": "Invokes a function a specified number of times.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "function",
-                    "repeat",
-                    "utility"
+                    "repeat"
                 ],
                 "contributors": [],
                 "code": "const times = (func, n) => {\n  Array.from(Array(n)).forEach(() => {\n    func();\n  });\n};\n\n// Usage:\nconst randomFunction = () => console.log('Function called!');\ntimes(randomFunction, 3); // Logs 'Function called!' three times\n"
@@ -431,20 +306,7 @@
                     "promises"
                 ],
                 "contributors": [],
-                "code": "const sleep = (ms) => new Promise((resolve) => setTimeout(resolve, ms));\n\n// Usage:\nasync function main() {\n  console.log('Hello');\n  await sleep(2000); // Waits for 2 seconds\n  console.log('World!');\n}\n\nmain();\n"
-            },
-            {
-                "title": "Throttle Function",
-                "description": "Limits a function execution to once every specified time interval.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "javascript",
-                    "utility",
-                    "throttle",
-                    "performance"
-                ],
-                "contributors": [],
-                "code": "const throttle = (func, limit) => {\n  let lastFunc;\n  let lastRan;\n  return (...args) => {\n    const context = this;\n    if (!lastRan) {\n      func.apply(context, args);\n      lastRan = Date.now();\n    } else {\n      clearTimeout(lastFunc);\n      lastFunc = setTimeout(() => {\n        if (Date.now() - lastRan >= limit) {\n          func.apply(context, args);\n          lastRan = Date.now();\n        }\n      }, limit - (Date.now() - lastRan));\n    }\n  };\n};\n\n// Usage:\ndocument.addEventListener('scroll', throttle(() => console.log('Scrolled!'), 1000));\n"
+                "code": "const sleep = (ms) => new Promise((resolve) => setTimeout(resolve, ms));\n\n// Usage:\nconsole.log('Hello');\nawait sleep(2000); // Waits for 2 seconds\nconsole.log('World!');\n"
             }
         ]
     },
@@ -456,10 +318,8 @@
                 "description": "Stores a value in localStorage under the given key.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "localStorage",
-                    "storage",
-                    "utility"
+                    "storage"
                 ],
                 "contributors": [],
                 "code": "const addToLocalStorage = (key, value) => {\n  localStorage.setItem(key, JSON.stringify(value));\n};\n\n// Usage:\naddToLocalStorage('user', { name: 'John', age: 30 });\n"
@@ -469,39 +329,22 @@
                 "description": "Checks if a specific item exists in localStorage.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "localStorage",
-                    "storage",
-                    "utility"
+                    "storage"
                 ],
                 "contributors": [],
                 "code": "const isItemInLocalStorage = (key) => {\n  return localStorage.getItem(key) !== null;\n};\n\n// Usage:\nconsole.log(isItemInLocalStorage('user')); // Output: true or false\n"
             },
-            {
-                "title": "Clear All localStorage",
-                "description": "Clears all data from localStorage.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "javascript",
-                    "localStorage",
-                    "storage",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const clearLocalStorage = () => {\n  localStorage.clear();\n};\n\n// Usage:\nclearLocalStorage(); // Removes all items from localStorage\n"
-            },
             {
                 "title": "Retrieve Item from localStorage",
                 "description": "Retrieves a value from localStorage by key and parses it.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "localStorage",
-                    "storage",
-                    "utility"
+                    "storage"
                 ],
                 "contributors": [],
-                "code": "const getFromLocalStorage = (key) => {\n  const item = localStorage.getItem(key);\n  return item ? JSON.parse(item) : null;\n};\n\n// Usage:\nconst user = getFromLocalStorage('user');\nconsole.log(user); // Output: { name: 'John', age: 30 }\n"
+                "code": "const getFromLocalStorage = (key) => {\n  const item = localStorage.getItem(key);\n  return item ? JSON.parse(item) : null;\n};\n\n// Usage:\ngetFromLocalStorage('user'); // Returns: { name: 'John', age: 30 }\n"
             }
         ]
     },
@@ -513,78 +356,66 @@
                 "description": "Converts a number to a currency format with a specific locale.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "number",
-                    "currency",
-                    "utility"
+                    "currency"
                 ],
                 "contributors": [],
-                "code": "const convertToCurrency = (num, locale = 'en-US', currency = 'USD') => {\n  return new Intl.NumberFormat(locale, {\n    style: 'currency',\n    currency: currency\n  }).format(num);\n};\n\n// Usage:\nconsole.log(convertToCurrency(1234567.89)); // Output: '$1,234,567.89'\nconsole.log(convertToCurrency(987654.32, 'de-DE', 'EUR')); // Output: '987.654,32 €'\n"
+                "code": "const convertToCurrency = (num, locale = 'en-US', currency = 'USD') => {\n  return new Intl.NumberFormat(locale, {\n    style: 'currency',\n    currency: currency\n  }).format(num);\n};\n\n// Usage:\nconvertToCurrency(1234567.89); // Returns: '$1,234,567.89'\nconvertToCurrency(987654.32, 'de-DE', 'EUR'); // Returns: '987.654,32 €'\n"
             },
             {
                 "title": "Convert Number to Roman Numerals",
                 "description": "Converts a number to Roman numeral representation.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "number",
-                    "roman",
-                    "utility"
+                    "roman"
                 ],
                 "contributors": [],
-                "code": "const numberToRoman = (num) => {\n  const romanNumerals = {\n    1: 'I', 4: 'IV', 5: 'V', 9: 'IX', 10: 'X', 40: 'XL', 50: 'L',\n    90: 'XC', 100: 'C', 400: 'CD', 500: 'D', 900: 'CM', 1000: 'M'\n  };\n  let result = '';\n  Object.keys(romanNumerals).reverse().forEach(value => {\n    while (num >= value) {\n      result += romanNumerals[value];\n      num -= value;\n    }\n  });\n  return result;\n};\n\n// Usage:\nconsole.log(numberToRoman(1994)); // Output: 'MCMXCIV'\nconsole.log(numberToRoman(58)); // Output: 'LVIII'\n"
+                "code": "const numberToRoman = (num) => {\n  const romanNumerals = {\n    1: 'I', 4: 'IV', 5: 'V', 9: 'IX', 10: 'X', 40: 'XL', 50: 'L',\n    90: 'XC', 100: 'C', 400: 'CD', 500: 'D', 900: 'CM', 1000: 'M'\n  };\n  let result = '';\n  Object.keys(romanNumerals).reverse().forEach(value => {\n    while (num >= value) {\n      result += romanNumerals[value];\n      num -= value;\n    }\n  });\n  return result;\n};\n\n// Usage:\nnumberToRoman(1994); // Returns: 'MCMXCIV'\nnumberToRoman(58); // Returns: 'LVIII'\n"
             },
             {
                 "title": "Convert to Scientific Notation",
                 "description": "Converts a number to scientific notation.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "number",
-                    "scientific",
-                    "utility"
+                    "scientific"
                 ],
                 "contributors": [],
-                "code": "const toScientificNotation = (num) => {\n  if (isNaN(num)) {\n    throw new Error('Input must be a number');\n  }\n  if (num === 0) {\n    return '0e+0';\n  }\n  const exponent = Math.floor(Math.log10(Math.abs(num)));\n  const mantissa = num / Math.pow(10, exponent);\n  return `${mantissa.toFixed(2)}e${exponent >= 0 ? '+' : ''}${exponent}`;\n};\n\n// Usage:\nconsole.log(toScientificNotation(12345)); // Output: '1.23e+4'\nconsole.log(toScientificNotation(0.0005678)); // Output: '5.68e-4'\nconsole.log(toScientificNotation(1000)); // Output: '1.00e+3'\nconsole.log(toScientificNotation(0)); // Output: '0e+0'\nconsole.log(toScientificNotation(-54321)); // Output: '-5.43e+4'\n"
+                "code": "const toScientificNotation = (num) => {\n  if (isNaN(num)) {\n    throw new Error('Input must be a number');\n  }\n  if (num === 0) {\n    return '0e+0';\n  }\n  const exponent = Math.floor(Math.log10(Math.abs(num)));\n  const mantissa = num / Math.pow(10, exponent);\n  return `${mantissa.toFixed(2)}e${exponent >= 0 ? '+' : ''}${exponent}`;\n};\n\n// Usage:\ntoScientificNotation(12345); // Returns: '1.23e+4'\ntoScientificNotation(0.0005678); // Returns: '5.68e-4'\ntoScientificNotation(1000); // Returns: '1.00e+3'\ntoScientificNotation(0); // Returns: '0e+0'\ntoScientificNotation(-54321); // Returns: '-5.43e+4'\n"
             },
             {
                 "title": "Format Number with Commas",
                 "description": "Formats a number with commas for better readability (e.g., 1000 -> 1,000).",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "number",
-                    "format",
-                    "utility"
+                    "format"
                 ],
                 "contributors": [],
-                "code": "const formatNumberWithCommas = (num) => {\n  return num.toString().replace(/\\B(?=(\\d{3})+(?!\\d))/g, ',');\n};\n\n// Usage:\nconsole.log(formatNumberWithCommas(1000)); // Output: '1,000'\nconsole.log(formatNumberWithCommas(1234567)); // Output: '1,234,567'\nconsole.log(formatNumberWithCommas(987654321)); // Output: '987,654,321'\n"
+                "code": "const formatNumberWithCommas = (num) => {\n  return num.toString().replace(/\\B(?=(\\d{3})+(?!\\d))/g, ',');\n};\n\n// Usage:\nformatNumberWithCommas(1000); // Returns: '1,000'\nformatNumberWithCommas(1234567); // Returns: '1,234,567'\nformatNumberWithCommas(987654321); // Returns: '987,654,321'\n"
             },
             {
                 "title": "Number Formatter",
                 "description": "Formats a number with suffixes (K, M, B, etc.).",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "number",
-                    "format",
-                    "utility"
+                    "format"
                 ],
                 "contributors": [],
-                "code": "const nFormatter = (num) => {\n  if (!num) return;\n  num = parseFloat(num.toString().replace(/[^0-9.]/g, ''));\n  const suffixes = ['', 'K', 'M', 'B', 'T', 'P', 'E'];\n  let index = 0;\n  while (num >= 1000 && index < suffixes.length - 1) {\n    num /= 1000;\n    index++;\n  }\n  return num.toFixed(2).replace(/\\.0+$|(\\.[0-9]*[1-9])0+$/, '$1') + suffixes[index];\n};\n\n// Usage:\nconsole.log(nFormatter(1234567)); // Output: '1.23M'\n"
+                "code": "const nFormatter = (num) => {\n  if (!num) return;\n  num = parseFloat(num.toString().replace(/[^0-9.]/g, ''));\n  const suffixes = ['', 'K', 'M', 'B', 'T', 'P', 'E'];\n  let index = 0;\n  while (num >= 1000 && index < suffixes.length - 1) {\n    num /= 1000;\n    index++;\n  }\n  return num.toFixed(2).replace(/\\.0+$|(\\.[0-9]*[1-9])0+$/, '$1') + suffixes[index];\n};\n\n// Usage:\nnFormatter(1234567); // Returns: '1.23M'\n"
             },
             {
                 "title": "Number to Words Converter",
                 "description": "Converts a number to its word representation in English.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "number",
-                    "words",
-                    "utility"
+                    "words"
                 ],
                 "contributors": [],
-                "code": "const numberToWords = (num) => {\n  const below20 = ['Zero', 'One', 'Two', 'Three', 'Four', 'Five', 'Six', 'Seven', 'Eight', 'Nine', 'Ten', 'Eleven', 'Twelve', 'Thirteen', 'Fourteen', 'Fifteen', 'Sixteen', 'Seventeen', 'Eighteen', 'Nineteen'];\n  const tens = ['', '', 'Twenty', 'Thirty', 'Forty', 'Fifty', 'Sixty', 'Seventy', 'Eighty', 'Ninety'];\n  const above1000 = ['Hundred', 'Thousand', 'Million', 'Billion'];\n  if (num < 20) return below20[num];\n  let words = '';\n  for (let i = 0; num > 0; i++) {\n    if (i > 0 && num % 1000 !== 0) words = above1000[i] + ' ' + words;\n    if (num % 100 >= 20) {\n      words = tens[Math.floor(num / 10)] + ' ' + words;\n      num %= 10;\n    }\n    if (num < 20) words = below20[num] + ' ' + words;\n    num = Math.floor(num / 100);\n  }\n  return words.trim();\n};\n\n// Usage:\nconsole.log(numberToWords(123)); // Output: 'One Hundred Twenty Three'\nconsole.log(numberToWords(2045)); // Output: 'Two Thousand Forty Five'\n"
+                "code": "const numberToWords = (num) => {\n  const below20 = ['Zero', 'One', 'Two', 'Three', 'Four', 'Five', 'Six', 'Seven', 'Eight', 'Nine', 'Ten', 'Eleven', 'Twelve', 'Thirteen', 'Fourteen', 'Fifteen', 'Sixteen', 'Seventeen', 'Eighteen', 'Nineteen'];\n  const tens = ['', '', 'Twenty', 'Thirty', 'Forty', 'Fifty', 'Sixty', 'Seventy', 'Eighty', 'Ninety'];\n  const above1000 = ['Hundred', 'Thousand', 'Million', 'Billion'];\n  if (num < 20) return below20[num];\n  let words = '';\n  for (let i = 0; num > 0; i++) {\n    if (i > 0 && num % 1000 !== 0) words = above1000[i] + ' ' + words;\n    if (num % 100 >= 20) {\n      words = tens[Math.floor(num / 10)] + ' ' + words;\n      num %= 10;\n    }\n    if (num < 20) words = below20[num] + ' ' + words;\n    num = Math.floor(num / 100);\n  }\n  return words.trim();\n};\n\n// Usage:\nnumberToWords(123); // Returns: 'One Hundred Twenty Three'\nnumberToWords(2045); // Returns: 'Two Thousand Forty Five'\n"
             }
         ]
     },
@@ -596,198 +427,149 @@
                 "description": "Checks whether an object has no own enumerable properties.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "check",
                     "empty"
                 ],
                 "contributors": [],
-                "code": "function isEmptyObject(obj) {\n  return Object.keys(obj).length === 0;\n}\n\n// Usage:\nconsole.log(isEmptyObject({})); // Output: true\nconsole.log(isEmptyObject({ a: 1 })); // Output: false\n"
-            },
-            {
-                "title": "Clone Object Shallowly",
-                "description": "Creates a shallow copy of an object.",
-                "author": "axorax",
-                "tags": [
-                    "javascript",
-                    "object",
-                    "clone",
-                    "shallow"
-                ],
-                "contributors": [],
-                "code": "function shallowClone(obj) {\n  return { ...obj };\n}\n\n// Usage:\nconst obj = { a: 1, b: 2 };\nconst clone = shallowClone(obj);\nconsole.log(clone); // Output: { a: 1, b: 2 }\n"
+                "code": "function isEmptyObject(obj) {\n  return Object.keys(obj).length === 0;\n}\n\n// Usage:\nisEmptyObject({}); // Returns: true\nisEmptyObject({ a: 1 }); // Returns: false\n"
             },
             {
                 "title": "Compare Two Objects Shallowly",
                 "description": "Compares two objects shallowly and returns whether they are equal.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "compare",
                     "shallow"
                 ],
                 "contributors": [],
-                "code": "function shallowEqual(obj1, obj2) {\n  const keys1 = Object.keys(obj1);\n  const keys2 = Object.keys(obj2);\n  if (keys1.length !== keys2.length) return false;\n  return keys1.every(key => obj1[key] === obj2[key]);\n}\n\n// Usage:\nconst obj1 = { a: 1, b: 2 };\nconst obj2 = { a: 1, b: 2 };\nconst obj3 = { a: 1, b: 3 };\nconsole.log(shallowEqual(obj1, obj2)); // Output: true\nconsole.log(shallowEqual(obj1, obj3)); // Output: false\n"
+                "code": "function shallowEqual(obj1, obj2) {\n  const keys1 = Object.keys(obj1);\n  const keys2 = Object.keys(obj2);\n  if (keys1.length !== keys2.length) return false;\n  return keys1.every(key => obj1[key] === obj2[key]);\n}\n\n// Usage:\nconst obj1 = { a: 1, b: 2 };\nconst obj2 = { a: 1, b: 2 };\nconst obj3 = { a: 1, b: 3 };\nshallowEqual(obj1, obj2); // Returns: true\nshallowEqual(obj1, obj3); // Returns: false\n"
             },
             {
                 "title": "Convert Object to Query String",
                 "description": "Converts an object to a query string for use in URLs.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "query string",
                     "url"
                 ],
                 "contributors": [],
-                "code": "function toQueryString(obj) {\n  return Object.entries(obj)\n    .map(([key, value]) => encodeURIComponent(key) + '=' + encodeURIComponent(value))\n    .join('&');\n}\n\n// Usage:\nconst params = { search: 'test', page: 1 };\nconsole.log(toQueryString(params)); // Output: 'search=test&page=1'\n"
+                "code": "function toQueryString(obj) {\n  return Object.entries(obj)\n    .map(([key, value]) => encodeURIComponent(key) + '=' + encodeURIComponent(value))\n    .join('&');\n}\n\n// Usage:\nconst params = { search: 'test', page: 1 };\ntoQueryString(params); // Returns: 'search=test&page=1'\n"
             },
             {
                 "title": "Count Properties in Object",
                 "description": "Counts the number of own properties in an object.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "count",
                     "properties"
                 ],
                 "contributors": [],
-                "code": "function countProperties(obj) {\n  return Object.keys(obj).length;\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\nconsole.log(countProperties(obj)); // Output: 3\n"
+                "code": "function countProperties(obj) {\n  return Object.keys(obj).length;\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\ncountProperties(obj); // Returns: 3\n"
             },
             {
                 "title": "Filter Object",
                 "description": "Filter out entries in an object where the value is falsy, including empty strings, empty objects, null, and undefined.",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "object",
-                    "filter",
-                    "utility"
+                    "filter"
                 ],
                 "contributors": [],
-                "code": "export const filterObject = (object = {}) =>\n  Object.fromEntries(\n    Object.entries(object)\n      .filter(([key, value]) => value !== null && value !== undefined && value !== '' && (typeof value !== 'object' || Object.keys(value).length > 0))\n  );\n\n// Usage:\nconst obj1 = { a: 1, b: null, c: undefined, d: 4, e: '', f: {} };\nconsole.log(filterObject(obj1)); // Output: { a: 1, d: 4 }\n\nconst obj2 = { x: 0, y: false, z: 'Hello', w: [] };\nconsole.log(filterObject(obj2)); // Output: { z: 'Hello' }\n\nconst obj3 = { name: 'John', age: null, address: { city: 'New York' }, phone: '' };\nconsole.log(filterObject(obj3)); // Output: { name: 'John', address: { city: 'New York' } }\n\nconst obj4 = { a: 0, b: '', c: false, d: {}, e: 'Valid' };\nconsole.log(filterObject(obj4)); // Output: { e: 'Valid' }\n"
+                "code": "export const filterObject = (object = {}) =>\n  Object.fromEntries(\n    Object.entries(object)\n      .filter(([key, value]) => value !== null && value !== undefined && value !== '' && (typeof value !== 'object' || Object.keys(value).length > 0))\n  );\n\n// Usage:\nconst obj1 = { a: 1, b: null, c: undefined, d: 4, e: '', f: {} };\nfilterObject(obj1); // Returns: { a: 1, d: 4 }\n\nconst obj2 = { x: 0, y: false, z: 'Hello', w: [] };\nfilterObject(obj2); // Returns: { z: 'Hello' }\n\nconst obj3 = { name: 'John', age: null, address: { city: 'New York' }, phone: '' };\nfilterObject(obj3); // Returns: { name: 'John', address: { city: 'New York' } }\n\nconst obj4 = { a: 0, b: '', c: false, d: {}, e: 'Valid' };\nfilterObject(obj4); // Returns: { e: 'Valid' }\n"
             },
             {
                 "title": "Flatten Nested Object",
                 "description": "Flattens a nested object into a single-level object with dot notation for keys.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
-                    "flatten",
-                    "utility"
+                    "flatten"
                 ],
                 "contributors": [],
-                "code": "function flattenObject(obj, prefix = '') {\n  return Object.keys(obj).reduce((acc, key) => {\n    const fullPath = prefix ? `${prefix}.${key}` : key;\n    if (typeof obj[key] === 'object' && obj[key] !== null) {\n      Object.assign(acc, flattenObject(obj[key], fullPath));\n    } else {\n      acc[fullPath] = obj[key];\n    }\n    return acc;\n  }, {});\n}\n\n// Usage:\nconst nestedObj = { a: { b: { c: 1 }, d: 2 }, e: 3 };\nconsole.log(flattenObject(nestedObj)); // Output: { 'a.b.c': 1, 'a.d': 2, e: 3 }\n"
+                "code": "function flattenObject(obj, prefix = '') {\n  return Object.keys(obj).reduce((acc, key) => {\n    const fullPath = prefix ? `${prefix}.${key}` : key;\n    if (typeof obj[key] === 'object' && obj[key] !== null) {\n      Object.assign(acc, flattenObject(obj[key], fullPath));\n    } else {\n      acc[fullPath] = obj[key];\n    }\n    return acc;\n  }, {});\n}\n\n// Usage:\nconst nestedObj = { a: { b: { c: 1 }, d: 2 }, e: 3 };\nflattenObject(nestedObj); // Returns: { 'a.b.c': 1, 'a.d': 2, e: 3 }\n"
             },
             {
                 "title": "Freeze Object",
                 "description": "Freezes an object to make it immutable.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "freeze",
                     "immutable"
                 ],
                 "contributors": [],
-                "code": "function freezeObject(obj) {\n  return Object.freeze(obj);\n}\n\n// Usage:\nconst obj = { a: 1, b: 2 };\nconst frozenObj = freezeObject(obj);\nfrozenObj.a = 42;         // This will fail silently in strict mode.\nconsole.log(frozenObj.a); // Output: 1\n"
+                "code": "function freezeObject(obj) {\n  return Object.freeze(obj);\n}\n\n// Usage:\nconst obj = { a: 1, b: 2 };\nconst frozenObj = freezeObject(obj);\nfrozenObj.a = 42;         // This will fail silently in strict mode.\nfrozenObj.a; // Returns: 1\n"
             },
             {
                 "title": "Get Nested Value",
                 "description": "Retrieves the value at a given path in a nested object.",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "object",
-                    "nested",
-                    "utility"
+                    "nested"
                 ],
                 "contributors": [],
-                "code": "const getNestedValue = (obj, path) => {\n  const keys = path.split('.');\n  return keys.reduce((currentObject, key) => {\n    return currentObject && typeof currentObject === 'object' ? currentObject[key] : undefined;\n  }, obj);\n};\n\n// Usage:\nconst obj = { a: { b: { c: 42 } } };\nconsole.log(getNestedValue(obj, 'a.b.c')); // Output: 42\n"
+                "code": "const getNestedValue = (obj, path) => {\n  const keys = path.split('.');\n  return keys.reduce((currentObject, key) => {\n    return currentObject && typeof currentObject === 'object' ? currentObject[key] : undefined;\n  }, obj);\n};\n\n// Usage:\nconst obj = { a: { b: { c: 42 } } };\ngetNestedValue(obj, 'a.b.c'); // Returns: 42\n"
             },
             {
                 "title": "Invert Object Keys and Values",
                 "description": "Creates a new object by swapping keys and values of the given object.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
-                    "invert",
-                    "utility"
+                    "invert"
                 ],
                 "contributors": [],
-                "code": "function invertObject(obj) {\n  return Object.fromEntries(\n    Object.entries(obj).map(([key, value]) => [value, key])\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\nconsole.log(invertObject(obj)); // Output: { '1': 'a', '2': 'b', '3': 'c' }\n"
+                "code": "function invertObject(obj) {\n  return Object.fromEntries(\n    Object.entries(obj).map(([key, value]) => [value, key])\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\ninvertObject(obj); // Returns: { '1': 'a', '2': 'b', '3': 'c' }\n"
             },
             {
                 "title": "Merge Objects Deeply",
                 "description": "Deeply merges two or more objects, including nested properties.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
                     "merge",
                     "deep"
                 ],
                 "contributors": [],
-                "code": "function deepMerge(...objects) {\n  return objects.reduce((acc, obj) => {\n    Object.keys(obj).forEach(key => {\n      if (typeof obj[key] === 'object' && obj[key] !== null) {\n        acc[key] = deepMerge(acc[key] || {}, obj[key]);\n      } else {\n        acc[key] = obj[key];\n      }\n    });\n    return acc;\n  }, {});\n}\n\n// Usage:\nconst obj1 = { a: 1, b: { c: 2 } };\nconst obj2 = { b: { d: 3 }, e: 4 };\nconsole.log(deepMerge(obj1, obj2)); // Output: { a: 1, b: { c: 2, d: 3 }, e: 4 }\n"
+                "code": "function deepMerge(...objects) {\n  return objects.reduce((acc, obj) => {\n    Object.keys(obj).forEach(key => {\n      if (typeof obj[key] === 'object' && obj[key] !== null) {\n        acc[key] = deepMerge(acc[key] || {}, obj[key]);\n      } else {\n        acc[key] = obj[key];\n      }\n    });\n    return acc;\n  }, {});\n}\n\n// Usage:\nconst obj1 = { a: 1, b: { c: 2 } };\nconst obj2 = { b: { d: 3 }, e: 4 };\ndeepMerge(obj1, obj2); // Returns: { a: 1, b: { c: 2, d: 3 }, e: 4 }\n"
             },
             {
                 "title": "Omit Keys from Object",
                 "description": "Creates a new object with specific keys omitted.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
-                    "omit",
-                    "utility"
+                    "omit"
                 ],
                 "contributors": [],
-                "code": "function omitKeys(obj, keys) {\n  return Object.fromEntries(\n    Object.entries(obj).filter(([key]) => !keys.includes(key))\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\nconsole.log(omitKeys(obj, ['b', 'c'])); // Output: { a: 1 }\n"
+                "code": "function omitKeys(obj, keys) {\n  return Object.fromEntries(\n    Object.entries(obj).filter(([key]) => !keys.includes(key))\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\nomitKeys(obj, ['b', 'c']); // Returns: { a: 1 }\n"
             },
             {
                 "title": "Pick Keys from Object",
                 "description": "Creates a new object with only the specified keys.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "object",
-                    "pick",
-                    "utility"
+                    "pick"
                 ],
                 "contributors": [],
-                "code": "function pickKeys(obj, keys) {\n  return Object.fromEntries(\n    Object.entries(obj).filter(([key]) => keys.includes(key))\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\nconsole.log(pickKeys(obj, ['a', 'c'])); // Output: { a: 1, c: 3 }\n"
+                "code": "function pickKeys(obj, keys) {\n  return Object.fromEntries(\n    Object.entries(obj).filter(([key]) => keys.includes(key))\n  );\n}\n\n// Usage:\nconst obj = { a: 1, b: 2, c: 3 };\npickKeys(obj, ['a', 'c']); // Returns: { a: 1, c: 3 }\n"
             },
             {
                 "title": "Unique By Key",
                 "description": "Filters an array of objects to only include unique objects by a specified key.",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "array",
-                    "unique",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "const uniqueByKey = (key, arr) =>\n  arr.filter((obj, index, self) => index === self.findIndex((t) => t?.[key] === obj?.[key]));\n\n// Usage:\nconst arr = [\n  { id: 1, name: 'John' },\n  { id: 2, name: 'Jane' },\n  { id: 1, name: 'John' }\n];\nconsole.log(uniqueByKey('id', arr)); // Output: [{ id: 1, name: 'John' }, { id: 2, name: 'Jane' }]\n"
-            }
-        ]
-    },
-    {
-        "categoryName": "Regular Expression",
-        "snippets": [
-            {
-                "title": "Regex Match Utility Function",
-                "description": "Enhanced regular expression matching utility.",
-                "author": "aumirza",
-                "tags": [
-                    "javascript",
-                    "regex"
+                    "unique"
                 ],
                 "contributors": [],
-                "code": "/**\n* @param {string | number} input\n*          The input string to match\n* @param {regex | string}  expression\n*          Regular expression\n* @param {string} flags\n*          Optional Flags\n*\n* @returns {array}\n* [{\n* match: '...',\n* matchAtIndex: 0,\n* capturedGroups: [ '...', '...' ]\n* }]\n*/\nfunction regexMatch(input, expression, flags = 'g') {\n  let regex =\n    expression instanceof RegExp\n      ? expression\n      : new RegExp(expression, flags);\n  let matches = input.matchAll(regex);\n  matches = [...matches];\n  return matches.map((item) => {\n    return {\n      match: item[0],\n      matchAtIndex: item.index,\n      capturedGroups: item.length > 1 ? item.slice(1) : undefined,\n    };\n  });\n}\n"
+                "code": "const uniqueByKey = (key, arr) =>\n  arr.filter((obj, index, self) => index === self.findIndex((t) => t?.[key] === obj?.[key]));\n\n// Usage:\nconst arr = [\n  { id: 1, name: 'John' },\n  { id: 2, name: 'Jane' },\n  { id: 1, name: 'John' }\n];\nuniqueByKey('id', arr); // Returns: [{ id: 1, name: 'John' }, { id: 2, name: 'Jane' }]\n"
             }
         ]
     },
@@ -799,26 +581,23 @@
                 "description": "Capitalizes the first letter of a string.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "string",
-                    "capitalize",
-                    "utility"
+                    "capitalize"
                 ],
                 "contributors": [],
-                "code": "const capitalize = (str) => str.charAt(0).toUpperCase() + str.slice(1);\n\n// Usage:\nconsole.log(capitalize('hello')); // Output: 'Hello'\n"
+                "code": "function capitalize(str) {\n    return str.charAt(0).toUpperCase() + str.slice(1);\n}\n\n// Usage:\ncapitalize('hello'); // Returns: 'Hello'\n"
             },
             {
                 "title": "Check if String is a Palindrome",
                 "description": "Checks whether a given string is a palindrome.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "check",
                     "palindrome",
                     "string"
                 ],
                 "contributors": [],
-                "code": "function isPalindrome(str) {\n  const cleanStr = str.replace(/[^a-zA-Z0-9]/g, '').toLowerCase();\n  return cleanStr === cleanStr.split('').reverse().join('');\n}\n\n// Example usage:\nconsole.log(isPalindrome('A man, a plan, a canal, Panama')); // Output: true\n"
+                "code": "function isPalindrome(str) {\n  const cleanStr = str.replace(/[^a-zA-Z0-9]/g, '').toLowerCase();\n  return cleanStr === cleanStr.split('').reverse().join('');\n}\n\n// Example usage:\nisPalindrome('A man, a plan, a canal, Panama'); // Returns: true\n"
             },
             {
                 "title": "Convert String to Camel Case",
@@ -830,7 +609,7 @@
                     "camelCase"
                 ],
                 "contributors": [],
-                "code": "function toCamelCase(str) {\n  return str.replace(/\\W+(.)/g, (match, chr) => chr.toUpperCase());\n}\n\n// Example usage:\nconsole.log(toCamelCase('hello world test')); // Output: 'helloWorldTest'\n"
+                "code": "function toCamelCase(str) {\n  return str.replace(/\\W+(.)/g, (match, chr) => chr.toUpperCase());\n}\n\n// Usage:\ntoCamelCase('hello world test'); // Returns: 'helloWorldTest'\n"
             },
             {
                 "title": "Convert String to Param Case",
@@ -842,7 +621,7 @@
                     "paramCase"
                 ],
                 "contributors": [],
-                "code": "function toParamCase(str) {\n  return str.toLowerCase().replace(/\\s+/g, '-');\n}\n\n// Example usage:\nconsole.log(toParamCase('Hello World Test')); // Output: 'hello-world-test'\n"
+                "code": "function toParamCase(str) {\n  return str.toLowerCase().replace(/\\s+/g, '-');\n}\n\n// Usage:\ntoParamCase('Hello World Test'); // Returns: 'hello-world-test'\n"
             },
             {
                 "title": "Convert String to Pascal Case",
@@ -854,7 +633,7 @@
                     "pascalCase"
                 ],
                 "contributors": [],
-                "code": "function toPascalCase(str) {\n  return str.replace(/\\b\\w/g, (s) => s.toUpperCase()).replace(/\\W+(.)/g, (match, chr) => chr.toUpperCase());\n}\n\n// Example usage:\nconsole.log(toPascalCase('hello world test')); // Output: 'HelloWorldTest'\n"
+                "code": "function toPascalCase(str) {\n  return str.replace(/\\b\\w/g, (s) => s.toUpperCase()).replace(/\\W+(.)/g, (match, chr) => chr.toUpperCase());\n}\n\n// Usage:\ntoPascalCase('hello world test'); // Returns: 'HelloWorldTest'\n"
             },
             {
                 "title": "Convert String to Snake Case",
@@ -866,7 +645,7 @@
                     "snake_case"
                 ],
                 "contributors": [],
-                "code": "function toSnakeCase(str) {\n  return str.replace(/([a-z])([A-Z])/g, '$1_$2')\n            .replace(/\\s+/g, '_')\n            .toLowerCase();\n}\n\n// Example usage:\nconsole.log(toSnakeCase('Hello World Test')); // Output: 'hello_world_test'\n"
+                "code": "function toSnakeCase(str) {\n  return str.replace(/([a-z])([A-Z])/g, '$1_$2')\n            .replace(/\\s+/g, '_')\n            .toLowerCase();\n}\n\n// Usage:\ntoSnakeCase('Hello World Test'); // Returns: 'hello_world_test'\n"
             },
             {
                 "title": "Convert String to Title Case",
@@ -878,7 +657,7 @@
                     "titleCase"
                 ],
                 "contributors": [],
-                "code": "function toTitleCase(str) {\n  return str.toLowerCase().replace(/\\b\\w/g, (s) => s.toUpperCase());\n}\n\n// Example usage:\nconsole.log(toTitleCase('hello world test')); // Output: 'Hello World Test'\n"
+                "code": "function toTitleCase(str) {\n  return str.toLowerCase().replace(/\\b\\w/g, (s) => s.toUpperCase());\n}\n\n// Usage:\ntoTitleCase('hello world test'); // Returns: 'Hello World Test'\n"
             },
             {
                 "title": "Convert Tabs to Spaces",
@@ -890,33 +669,33 @@
                     "spaces"
                 ],
                 "contributors": [],
-                "code": "function tabsToSpaces(str, spacesPerTab = 4) {\n  return str.replace(/\\t/g, ' '.repeat(spacesPerTab));\n}\n\n// Example usage:\nconsole.log(tabsToSpaces('Hello\\tWorld', 2)); // Output: 'Hello  World'\n"
+                "code": "function tabsToSpaces(str, spacesPerTab = 4) {\n  return str.replace(/\\t/g, ' '.repeat(spacesPerTab));\n}\n\n// Usage:\ntabsToSpaces('Hello\\tWorld', 2); // Returns: 'Hello  World'\n"
             },
             {
                 "title": "Count Words in a String",
                 "description": "Counts the number of words in a string.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "string",
                     "manipulation",
                     "word count",
                     "count"
                 ],
                 "contributors": [],
-                "code": "function countWords(str) {\n  return str.trim().split(/\\s+/).length;\n}\n\n// Example usage:\nconsole.log(countWords('Hello world! This is a test.')); // Output: 6\n"
+                "code": "function countWords(str) {\n  return str.trim().split(/\\s+/).length;\n}\n\n// Usage:\ncountWords('Hello world! This is a test.'); // Returns: 6\n"
             },
             {
                 "title": "Data with Prefix",
                 "description": "Adds a prefix and postfix to data, with a fallback value.",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "data",
-                    "utility"
+                    "prefix",
+                    "postfix",
+                    "format"
                 ],
                 "contributors": [],
-                "code": "const dataWithPrefix = (data, fallback = '-', prefix = '', postfix = '') => {\n  return data ? `${prefix}${data}${postfix}` : fallback;\n};\n\n// Usage:\nconsole.log(dataWithPrefix('123', '-', '(', ')')); // Output: '(123)'\nconsole.log(dataWithPrefix('', '-', '(', ')')); // Output: '-'\nconsole.log(dataWithPrefix('Hello', 'N/A', 'Mr. ', '')); // Output: 'Mr. Hello'\nconsole.log(dataWithPrefix(null, 'N/A', 'Mr. ', '')); // Output: 'N/A'\n"
+                "code": "const dataWithPrefix = (data, fallback = '-', prefix = '', postfix = '') => {\n  return data ? `${prefix}${data}${postfix}` : fallback;\n};\n\n// Usage:\ndataWithPrefix('123', '-', '(', ')'); // Returns: '(123)'\ndataWithPrefix('', '-', '(', ')'); // Returns: '-'\ndataWithPrefix('Hello', 'N/A', 'Mr. ', ''); // Returns: 'Mr. Hello'\ndataWithPrefix(null, 'N/A', 'Mr. ', ''); // Returns: 'N/A'\n"
             },
             {
                 "title": "Extract Initials from Name",
@@ -928,7 +707,7 @@
                     "name"
                 ],
                 "contributors": [],
-                "code": "function getInitials(name) {\n  return name.split(' ').map(part => part.charAt(0).toUpperCase()).join('');\n}\n\n// Example usage:\nconsole.log(getInitials('John Doe')); // Output: 'JD'\n"
+                "code": "function getInitials(name) {\n  return name.split(' ').map(part => part.charAt(0).toUpperCase()).join('');\n}\n\n// Usage:\ngetInitials('John Doe'); // Returns: 'JD'\n"
             },
             {
                 "title": "Mask Sensitive Information",
@@ -940,7 +719,7 @@
                     "sensitive"
                 ],
                 "contributors": [],
-                "code": "function maskSensitiveInfo(str, visibleCount = 4, maskChar = '*') {\n  return str.slice(0, visibleCount) + maskChar.repeat(Math.max(0, str.length - visibleCount));\n}\n\n// Example usage:\nconsole.log(maskSensitiveInfo('123456789', 4)); // Output: '1234*****'\nconsole.log(maskSensitiveInfo('example@mail.com', 2, '#')); // Output: 'ex#############'\n"
+                "code": "function maskSensitiveInfo(str, visibleCount = 4, maskChar = '*') {\n  return str.slice(0, visibleCount) + maskChar.repeat(Math.max(0, str.length - visibleCount));\n}\n\n// Usage:\nmaskSensitiveInfo('123456789', 4); // Returns: '1234*****'\nmaskSensitiveInfo('example@mail.com', 2, '#'); // Returns: 'ex#############'\n"
             },
             {
                 "title": "Pad String on Both Sides",
@@ -952,31 +731,29 @@
                     "manipulation"
                 ],
                 "contributors": [],
-                "code": "function padString(str, length, char = ' ') {\n  const totalPad = length - str.length;\n  const padStart = Math.floor(totalPad / 2);\n  const padEnd = totalPad - padStart;\n  return char.repeat(padStart) + str + char.repeat(padEnd);\n}\n\n// Example usage:\nconsole.log(padString('hello', 10, '*')); // Output: '**hello***'\n"
+                "code": "function padString(str, length, char = ' ') {\n  const totalPad = length - str.length;\n  const padStart = Math.floor(totalPad / 2);\n  const padEnd = totalPad - padStart;\n  return char.repeat(padStart) + str + char.repeat(padEnd);\n}\n\n// Usage:\npadString('hello', 10, '*'); // Returns: '**hello***'\n"
             },
             {
                 "title": "Random string",
                 "description": "Generates a random string of characters of a certain length",
                 "author": "kruimol",
                 "tags": [
-                    "javascript",
                     "function",
                     "random"
                 ],
                 "contributors": [],
-                "code": "function makeid(length, characters = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789') {\n  return Array.from({ length }, () => characters.charAt(Math.floor(Math.random() * characters.length))).join('');\n}\n\nconsole.log(makeid(5, \"1234\" /* (optional) */));\n"
+                "code": "function makeid(length, characters = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789') {\n  return Array.from({ length }, () => characters.charAt(Math.floor(Math.random() * characters.length))).join('');\n}\n\nmakeid(3); // Returns: gDs (Random)\nmakeid(5, \"1234\" /* (optional) */); // Returns: \"35453\" (Random)\n"
             },
             {
                 "title": "Remove All Whitespace",
                 "description": "Removes all whitespace from a string.",
                 "author": "axorax",
                 "tags": [
-                    "javascript",
                     "string",
                     "whitespace"
                 ],
                 "contributors": [],
-                "code": "function removeWhitespace(str) {\n  return str.replace(/\\s+/g, '');\n}\n\n// Example usage:\nconsole.log(removeWhitespace('Hello world!')); // Output: 'Helloworld!'\n"
+                "code": "function removeWhitespace(str) {\n  return str.replace(/\\s+/g, '');\n}\n\n// Usage:\nremoveWhitespace('Hello world!'); // Returns: 'Helloworld!'\n"
             },
             {
                 "title": "Remove Vowels from a String",
@@ -988,47 +765,41 @@
                     "vowels"
                 ],
                 "contributors": [],
-                "code": "function removeVowels(str) {\n  return str.replace(/[aeiouAEIOU]/g, '');\n}\n\n// Example usage:\nconsole.log(removeVowels('Hello World')); // Output: 'Hll Wrld'\n"
+                "code": "function removeVowels(str) {\n  return str.replace(/[aeiouAEIOU]/g, '');\n}\n\n// Usage:\nremoveVowels('Hello World'); // Returns: 'Hll Wrld'\n"
             },
             {
                 "title": "Reverse String",
                 "description": "Reverses the characters in a string.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "string",
-                    "reverse",
-                    "utility"
+                    "reverse"
                 ],
                 "contributors": [],
-                "code": "const reverseString = (str) => str.split('').reverse().join('');\n\n// Usage:\nconsole.log(reverseString('hello')); // Output: 'olleh'\n"
+                "code": "const reverseString = (str) => str.split('').reverse().join('');\n\n// Usage:\nreverseString('hello'); // Returns: 'olleh'\n"
             },
             {
                 "title": "Slugify String",
                 "description": "Converts a string into a URL-friendly slug format.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "javascript",
                     "string",
-                    "slug",
-                    "utility"
+                    "slug"
                 ],
                 "contributors": [],
-                "code": "const slugify = (string, separator = \"-\") => {\n  return string\n    .toString() // Cast to string (optional)\n    .toLowerCase() // Convert the string to lowercase letters\n    .trim() // Remove whitespace from both sides of a string (optional)\n    .replace(/\\s+/g, separator) // Replace spaces with {separator}\n    .replace(/[^\\w\\-]+/g, \"\") // Remove all non-word chars\n    .replace(/\\_/g, separator) // Replace _ with {separator}\n    .replace(/\\-\\-+/g, separator) // Replace multiple - with single {separator}\n    .replace(/\\-$/g, \"\"); // Remove trailing -\n};\n\n// Usage:\nconst title = \"Hello, World! This is a Test.\";\nconsole.log(slugify(title)); // Output: 'hello-world-this-is-a-test'\nconsole.log(slugify(title, \"_\")); // Output: 'hello_world_this_is_a_test'\n"
+                "code": "const slugify = (string, separator = \"-\") => {\n  return string\n    .toString() // Cast to string (optional)\n    .toLowerCase() // Convert the string to lowercase letters\n    .trim() // Remove whitespace from both sides of a string (optional)\n    .replace(/\\s+/g, separator) // Replace spaces with {separator}\n    .replace(/[^\\w\\-]+/g, \"\") // Remove all non-word chars\n    .replace(/\\_/g, separator) // Replace _ with {separator}\n    .replace(/\\-\\-+/g, separator) // Replace multiple - with single {separator}\n    .replace(/\\-$/g, \"\"); // Remove trailing -\n};\n\n// Usage:\nconst title = \"Hello, World! This is a Test.\";\nslugify(title); // Returns: 'hello-world-this-is-a-test'\nslugify(title, \"_\"); // Returns: 'hello_world_this_is_a_test'\n"
             },
             {
                 "title": "Truncate Text",
                 "description": "Truncates the text to a maximum length and appends '...' if the text exceeds the maximum length.",
                 "author": "realvishalrana",
                 "tags": [
-                    "javascript",
                     "string",
                     "truncate",
-                    "utility",
                     "text"
                 ],
                 "contributors": [],
-                "code": "const truncateText = (text = '', maxLength = 50) => {\n  return `${text.slice(0, maxLength)}${text.length >= maxLength ? '...' : ''}`;\n};\n\n// Usage:\nconst title = \"Hello, World! This is a Test.\";\nconsole.log(truncateText(title)); // Output: 'Hello, World! This is a Test.'\nconsole.log(truncateText(title, 10)); // Output: 'Hello, Wor...'\n"
+                "code": "const truncateText = (text = '', maxLength = 50) => {\n  return `${text.slice(0, maxLength)}${text.length >= maxLength ? '...' : ''}`;\n};\n\n// Usage:\nconst title = \"Hello, World! This is a Test.\";\ntruncateText(title); // Returns: 'Hello, World! This is a Test.'\ntruncateText(title, 10); // Returns: 'Hello, Wor...'\n"
             }
         ]
     }
diff --git a/public/consolidated/python.json b/public/consolidated/python.json
index 940ca4a2..953272b8 100644
--- a/public/consolidated/python.json
+++ b/public/consolidated/python.json
@@ -7,10 +7,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "James-Beans",
                 "tags": [
-                    "python",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "print(\"Hello, World!\") # Prints Hello, World! to the terminal.\n"
@@ -25,76 +23,78 @@
                 "description": "Calculates the difference between two dates in milliseconds.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "datetime",
-                    "utility"
+                    "difference"
                 ],
                 "contributors": [],
-                "code": "from datetime import datetime\n\ndef date_difference_in_millis(date1, date2):\n    delta = date2 - date1\n    return delta.total_seconds() * 1000\n\n# Usage:\nd1 = datetime(2023, 1, 1, 12, 0, 0)\nd2 = datetime(2023, 1, 1, 12, 1, 0)\nprint(date_difference_in_millis(d1, d2))\n"
+                "code": "from datetime import datetime\n\ndef date_difference_in_millis(date1, date2):\n    delta = date2 - date1\n    return delta.total_seconds() * 1000\n\n# Usage:\nd1 = datetime(2023, 1, 1, 12, 0, 0)\nd2 = datetime(2023, 1, 1, 12, 1, 0)\ndate_difference_in_millis(d1, d2) # Returns: 60000\n"
             },
             {
                 "title": "Check if Date is a Weekend",
                 "description": "Checks whether a given date falls on a weekend.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "datetime",
-                    "weekend",
-                    "utility"
+                    "weekend"
                 ],
                 "contributors": [],
-                "code": "from datetime import datetime\n\ndef is_weekend(date):\n    try:\n        return date.weekday() >= 5  # Saturday = 5, Sunday = 6\n    except AttributeError:\n        raise TypeError(\"Input must be a datetime object\")\n\n# Usage:\ndate = datetime(2023, 1, 1)\nweekend = is_weekend(date)\nprint(weekend)  # Output: True (Sunday)\n"
+                "code": "from datetime import datetime\n\ndef is_weekend(date):\n    try:\n        return date.weekday() >= 5  # Saturday = 5, Sunday = 6\n    except AttributeError:\n        raise TypeError(\"Input must be a datetime object\")\n\n# Usage:\ndate = datetime(2023, 1, 1)\nis_weekend(date) # Returns: True (Sunday)\n"
             },
             {
-                "title": "Determine Day of the Week",
-                "description": "Calculates the day of the week for a given date.",
+                "title": "Day of the Week String",
+                "description": "Gets the string of the day of the week for a given date.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "datetime",
-                    "weekday",
-                    "utility"
+                    "weekday"
                 ],
                 "contributors": [],
-                "code": "from datetime import datetime\n\ndef get_day_of_week(date):\n    days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n    try:\n        return days[date.weekday()]\n    except IndexError:\n        raise ValueError(\"Invalid date\")\n\n# Usage:\ndate = datetime(2023, 1, 1)\nday = get_day_of_week(date)\nprint(day)  # Output: 'Sunday'\n"
+                "code": "from datetime import datetime\n\ndef get_day_of_week(date):\n    days = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n    try:\n        return days[date.weekday()]\n    except IndexError:\n        raise ValueError(\"Invalid date\")\n\n# Usage:\ndate = datetime(2023, 1, 1)\nget_day_of_week(date) # Returns: 'Sunday'\n"
             },
             {
                 "title": "Generate Date Range List",
                 "description": "Generates a list of dates between two given dates.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "datetime",
-                    "range",
-                    "utility"
+                    "range"
                 ],
                 "contributors": [],
-                "code": "from datetime import datetime, timedelta\n\ndef generate_date_range(start_date, end_date):\n    if start_date > end_date:\n        raise ValueError(\"start_date must be before end_date\")\n\n    current_date = start_date\n    date_list = []\n    while current_date <= end_date:\n        date_list.append(current_date)\n        current_date += timedelta(days=1)\n\n    return date_list\n\n# Usage:\nstart = datetime(2023, 1, 1)\nend = datetime(2023, 1, 5)\ndates = generate_date_range(start, end)\nfor d in dates:\n    print(d.strftime('%Y-%m-%d'))\n# Output: '2023-01-01', '2023-01-02', '2023-01-03', '2023-01-04', '2023-01-05'\n"
+                "code": "from datetime import datetime, timedelta\n\ndef generate_date_range(start_date, end_date):\n    if start_date > end_date:\n        raise ValueError(\"start_date must be before end_date\")\n\n    current_date = start_date\n    date_list = []\n    while current_date <= end_date:\n        date_list.append(current_date)\n        current_date += timedelta(days=1)\n\n    return date_list\n\n# Usage:\nstart = datetime(2023, 1, 1)\nend = datetime(2023, 1, 5)\ndates = generate_date_range(start, end)\nfor d in dates:\n    print(d.strftime('%Y-%m-%d'))\n# Outputs: '2023-01-01', '2023-01-02', '2023-01-03', '2023-01-04', '2023-01-05'\n"
             },
             {
-                "title": "Get Current Date and Time String",
+                "title": "Get Current Date and Time as String",
                 "description": "Fetches the current date and time as a formatted string.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "datetime",
-                    "utility"
+                    "current",
+                    "string"
                 ],
                 "contributors": [],
-                "code": "from datetime import datetime\n\ndef get_current_datetime_string():\n    return datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n\n# Usage:\nprint(get_current_datetime_string())  # Output: '2023-01-01 12:00:00'\n"
+                "code": "from datetime import datetime\n\ndef get_current_datetime_string():\n    return datetime.now().strftime('%Y-%m-%d %H:%M:%S')\n\n# Usage:\nget_current_datetime_string() # Returns: '2023-01-01 12:00:00'\n"
             },
             {
                 "title": "Get Number of Days in a Month",
                 "description": "Determines the number of days in a specific month and year.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "datetime",
-                    "calendar",
-                    "utility"
+                    "calendar"
+                ],
+                "contributors": [],
+                "code": "from calendar import monthrange\nfrom datetime import datetime\n\ndef get_days_in_month(year, month):\n    try:\n        return monthrange(year, month)[1]\n    except ValueError as e:\n        raise ValueError(f\"Invalid month or year: {e}\")\n\n# Usage:\nget_days_in_month(2023, 2) # Returns: 28 (for non-leap year February)\n"
+            },
+            {
+                "title": "Measure Execution Time",
+                "description": "Measures the execution time of a code block.",
+                "author": "dostonnabotov",
+                "tags": [
+                    "time",
+                    "execution"
                 ],
                 "contributors": [],
-                "code": "from calendar import monthrange\nfrom datetime import datetime\n\ndef get_days_in_month(year, month):\n    try:\n        return monthrange(year, month)[1]\n    except ValueError as e:\n        raise ValueError(f\"Invalid month or year: {e}\")\n\n# Usage:\ndays = get_days_in_month(2023, 2)\nprint(days)  # Output: 28 (for non-leap year February)\n"
+                "code": "import time\n\ndef measure_time(func, *args):\n    start = time.time()\n    result = func(*args)\n    end = time.time()\n    print(f'Execution time: {end - start:.6f} seconds')\n    return result\n\n# Usage:\ndef slow_function():\n    time.sleep(2)\n\nmeasure_time(slow_function) # Outputs an execution time of ~2s\n"
             }
         ]
     },
@@ -114,195 +114,68 @@
                 "contributors": [],
                 "code": "class ExceptionName(BaseException):\n    def __init__(message: str):\n        super().__init__(message)\n\n# Usage\na: int = 1\n\nif a > 0:\n  raise ExceptionName('Error Message')\n"
             },
-            {
-                "title": "Handle File Not Found Error",
-                "description": "Attempts to open a file and handles the case where the file does not exist.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "error-handling",
-                    "file",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def read_file_safe(filepath):\n    try:\n        with open(filepath, 'r') as file:\n            return file.read()\n    except FileNotFoundError:\n        return \"File not found!\"\n\n# Usage:\nprint(read_file_safe('nonexistent.txt'))  # Output: 'File not found!'\n"
-            },
             {
                 "title": "Retry Function Execution on Exception",
                 "description": "Retries a function execution a specified number of times if it raises an exception.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "error-handling",
-                    "retry",
-                    "utility"
+                    "retry"
                 ],
                 "contributors": [],
                 "code": "import time\n\ndef retry(func, retries=3, delay=1):\n    for attempt in range(retries):\n        try:\n            return func()\n        except Exception as e:\n            print(f\"Attempt {attempt + 1} failed: {e}\")\n            time.sleep(delay)\n    raise Exception(\"All retry attempts failed\")\n\n# Usage:\ndef unstable_function():\n    raise ValueError(\"Simulated failure\")\n\n# Retry 3 times with 2 seconds delay:\ntry:\n    retry(unstable_function, retries=3, delay=2)\nexcept Exception as e:\n    print(e)  # Output: All retry attempts failed\n"
-            },
-            {
-                "title": "Safe Division",
-                "description": "Performs division with error handling.",
-                "author": "e3nviction",
-                "tags": [
-                    "python",
-                    "error-handling",
-                    "division",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def safe_divide(a, b):\n    try:\n        return a / b\n    except ZeroDivisionError:\n        return 'Cannot divide by zero!'\n\n# Usage:\nprint(safe_divide(10, 2))  # Output: 5.0\nprint(safe_divide(10, 0))  # Output: 'Cannot divide by zero!'\n"
-            },
-            {
-                "title": "Validate Input with Exception Handling",
-                "description": "Validates user input and handles invalid input gracefully.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "error-handling",
-                    "validation",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def validate_positive_integer(input_value):\n    try:\n        value = int(input_value)\n        if value < 0:\n            raise ValueError(\"The number must be positive\")\n        return value\n    except ValueError as e:\n        return f\"Invalid input: {e}\"\n\n# Usage:\nprint(validate_positive_integer('10'))  # Output: 10\nprint(validate_positive_integer('-5'))  # Output: Invalid input: The number must be positive\nprint(validate_positive_integer('abc'))  # Output: Invalid input: invalid literal for int() with base 10: 'abc'\n"
             }
         ]
     },
     {
         "categoryName": "File Handling",
         "snippets": [
-            {
-                "title": "Append to File",
-                "description": "Appends content to the end of a file.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "file",
-                    "append",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def append_to_file(filepath, content):\n    with open(filepath, 'a') as file:\n        file.write(content + '\\n')\n\n# Usage:\nappend_to_file('example.txt', 'This is an appended line.')\n"
-            },
-            {
-                "title": "Check if File Exists",
-                "description": "Checks if a file exists at the specified path.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "file",
-                    "exists",
-                    "check",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "import os\n\ndef file_exists(filepath):\n    return os.path.isfile(filepath)\n\n# Usage:\nprint(file_exists('example.txt'))  # Output: True or False\n"
-            },
-            {
-                "title": "Copy File",
-                "description": "Copies a file from source to destination.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "file",
-                    "copy",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "import shutil\n\ndef copy_file(src, dest):\n    shutil.copy(src, dest)\n\n# Usage:\ncopy_file('example.txt', 'copy_of_example.txt')\n"
-            },
-            {
-                "title": "Delete File",
-                "description": "Deletes a file at the specified path.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "file",
-                    "delete",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "import os\n\ndef delete_file(filepath):\n    if os.path.exists(filepath):\n        os.remove(filepath)\n        print(f'File {filepath} deleted.')\n    else:\n        print(f'File {filepath} does not exist.')\n\n# Usage:\ndelete_file('example.txt')\n"
-            },
             {
                 "title": "Find Files",
                 "description": "Finds all files of the specified type within a given directory.",
                 "author": "Jackeastern",
                 "tags": [
-                    "python",
                     "os",
                     "filesystem",
                     "file_search"
                 ],
                 "contributors": [],
-                "code": "import os\n\ndef find_files(directory, file_type):\n  file_type = file_type.lower()  # Convert file_type to lowercase\n  found_files = []\n\n  for root, _, files in os.walk(directory):\n    for file in files:\n      file_ext = os.path.splitext(file)[1].lower()\n      if file_ext == file_type:\n        full_path = os.path.join(root, file)\n        found_files.append(full_path)\n\n  return found_files\n\n# Example Usage:\npdf_files = find_files('/path/to/your/directory', '.pdf')\nprint(pdf_files)\n"
+                "code": "import os\n\ndef find_files(directory, file_type):\n  file_type = file_type.lower()  # Convert file_type to lowercase\n  found_files = []\n\n  for root, _, files in os.walk(directory):\n    for file in files:\n      file_ext = os.path.splitext(file)[1].lower()\n      if file_ext == file_type:\n        full_path = os.path.join(root, file)\n        found_files.append(full_path)\n\n  return found_files\n\n# Example Usage:\nfind_files('/path/to/your/directory', '.pdf') # Returns all .pdf in directory\n"
             },
             {
                 "title": "Get File Extension",
                 "description": "Gets the extension of a file.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "file",
-                    "extension",
-                    "utility"
+                    "extension"
                 ],
                 "contributors": [],
-                "code": "import os\n\ndef get_file_extension(filepath):\n    return os.path.splitext(filepath)[1]\n\n# Usage:\nprint(get_file_extension('example.txt'))  # Output: '.txt'\n"
+                "code": "import os\n\ndef get_file_extension(filepath):\n    return os.path.splitext(filepath)[1]\n\n# Usage:\nget_file_extension('example.txt') # Returns: '.txt'\n"
             },
             {
                 "title": "List Files in Directory",
                 "description": "Lists all files in a specified directory.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "file",
                     "list",
-                    "directory",
-                    "utility"
+                    "directory"
                 ],
                 "contributors": [],
-                "code": "import os\n\ndef list_files(directory):\n    return [f for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f))]\n\n# Usage:\nfiles = list_files('/path/to/directory')\nprint(files)\n"
+                "code": "import os\n\ndef list_files(directory):\n    return [f for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f))]\n\n# Usage:\nlist_files('/path/to/directory') # Returns: List of file in the directory\n"
             },
             {
                 "title": "Read File in Chunks",
                 "description": "Reads a file in chunks of a specified size.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "file",
                     "read",
-                    "chunks",
-                    "utility"
+                    "chunks"
                 ],
                 "contributors": [],
-                "code": "def read_file_in_chunks(filepath, chunk_size):\n    with open(filepath, 'r') as file:\n        while chunk := file.read(chunk_size):\n            yield chunk\n\n# Usage:\nfor chunk in read_file_in_chunks('example.txt', 1024):\n    print(chunk)\n"
-            },
-            {
-                "title": "Read File Lines",
-                "description": "Reads all lines from a file and returns them as a list.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "python",
-                    "file",
-                    "read",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def read_file_lines(filepath):\n    with open(filepath, 'r') as file:\n        return file.readlines()\n\n# Usage:\nlines = read_file_lines('example.txt')\nprint(lines)\n"
-            },
-            {
-                "title": "Write to File",
-                "description": "Writes content to a file.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "python",
-                    "file",
-                    "write",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def write_to_file(filepath, content):\n    with open(filepath, 'w') as file:\n        file.write(content)\n\n# Usage:\nwrite_to_file('example.txt', 'Hello, World!')\n"
+                "code": "def read_file_in_chunks(filepath, chunk_size):\n    with open(filepath, 'r') as file:\n        while chunk := file.read(chunk_size):\n            yield chunk\n\n# Usage:\nfor chunk in read_file_in_chunks('example.txt', 1024):\n    print(chunk) # Outputs: Chucks of 1024 bytes\n"
             }
         ]
     },
@@ -314,33 +187,30 @@
                 "description": "Filters a JSON object based on a condition and returns the filtered data.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "json",
                     "filter",
                     "data"
                 ],
                 "contributors": [],
-                "code": "import json\n\ndef filter_json_data(filepath, condition):\n    with open(filepath, 'r') as file:\n        data = json.load(file)\n\n    # Filter data based on the provided condition\n    filtered_data = [item for item in data if condition(item)]\n\n    return filtered_data\n\n# Usage:\ncondition = lambda x: x['age'] > 25\nfiltered = filter_json_data('data.json', condition)\nprint(filtered)\n"
+                "code": "import json\n\ndef filter_json_data(filepath, condition):\n    with open(filepath, 'r') as file:\n        data = json.load(file)\n\n    # Filter data based on the provided condition\n    filtered_data = [item for item in data if condition(item)]\n\n    return filtered_data\n\n# Usage:\ncondition = lambda x: x['age'] > 25\nfilter_json_data('data.json', condition) # Returns: `data.json` filtered with `condition`\n"
             },
             {
                 "title": "Flatten Nested JSON",
                 "description": "Flattens a nested JSON object into a flat dictionary.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "json",
                     "flatten",
                     "nested"
                 ],
                 "contributors": [],
-                "code": "def flatten_json(nested_json, prefix=''):\n    flat_dict = {}\n    for key, value in nested_json.items():\n        if isinstance(value, dict):\n            flat_dict.update(flatten_json(value, prefix + key + '.'))\n        else:\n            flat_dict[prefix + key] = value\n    return flat_dict\n\n# Usage:\nnested_json = {'name': 'John', 'address': {'city': 'New York', 'zip': '10001'}}\nflattened = flatten_json(nested_json)\nprint(flattened)  # Output: {'name': 'John', 'address.city': 'New York', 'address.zip': '10001'}\n"
+                "code": "def flatten_json(nested_json, prefix=''):\n    flat_dict = {}\n    for key, value in nested_json.items():\n        if isinstance(value, dict):\n            flat_dict.update(flatten_json(value, prefix + key + '.'))\n        else:\n            flat_dict[prefix + key] = value\n    return flat_dict\n\n# Usage:\nnested_json = {'name': 'John', 'address': {'city': 'New York', 'zip': '10001'}}\nflatten_json(nested_json) # Returns: {'name': 'John', 'address.city': 'New York', 'address.zip': '10001'}\n"
             },
             {
                 "title": "Merge Multiple JSON Files",
                 "description": "Merges multiple JSON files into one and writes the merged data into a new file.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "json",
                     "merge",
                     "file"
@@ -353,46 +223,30 @@
                 "description": "Reads a JSON file and parses its content.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "json",
                     "file",
                     "read"
                 ],
                 "contributors": [],
-                "code": "import json\n\ndef read_json(filepath):\n    with open(filepath, 'r') as file:\n        return json.load(file)\n\n# Usage:\ndata = read_json('data.json')\nprint(data)\n"
+                "code": "import json\n\ndef read_json(filepath):\n    with open(filepath, 'r') as file:\n        return json.load(file)\n\n# Usage:\nread_json('data.json') # Returns: Content of file as dict\n"
             },
             {
                 "title": "Update JSON File",
                 "description": "Updates an existing JSON file with new data or modifies the existing values.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "json",
                     "update",
                     "file"
                 ],
                 "contributors": [],
-                "code": "import json\n\ndef update_json(filepath, new_data):\n    # Read the existing JSON data\n    with open(filepath, 'r') as file:\n        data = json.load(file)\n\n    # Update the data with the new content\n    data.update(new_data)\n\n    # Write the updated data back to the JSON file\n    with open(filepath, 'w') as file:\n        json.dump(data, file, indent=4)\n\n# Usage:\nnew_data = {'age': 31}\nupdate_json('data.json', new_data)\n"
-            },
-            {
-                "title": "Validate JSON Schema",
-                "description": "Validates a JSON object against a predefined schema.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "json",
-                    "validation",
-                    "schema"
-                ],
-                "contributors": [],
-                "code": "import jsonschema\nfrom jsonschema import validate\n\ndef validate_json_schema(data, schema):\n    try:\n        validate(instance=data, schema=schema)\n        return True  # Data is valid\n    except jsonschema.exceptions.ValidationError as err:\n        return False  # Data is invalid\n\n# Usage:\nschema = {\n    'type': 'object',\n    'properties': {\n        'name': {'type': 'string'},\n        'age': {'type': 'integer'}\n    },\n    'required': ['name', 'age']\n}\ndata = {'name': 'John', 'age': 30}\nis_valid = validate_json_schema(data, schema)\nprint(is_valid)  # Output: True\n"
+                "code": "import json\n\ndef update_json(filepath, new_data):\n    # Read the existing JSON data\n    with open(filepath, 'r') as file:\n        data = json.load(file)\n\n    # Update the data with the new content\n    data.update(new_data)\n\n    # Write the updated data back to the JSON file\n    with open(filepath, 'w') as file:\n        json.dump(data, file, indent=4)\n\n# Usage:\nnew_data = {'age': 31}\nupdate_json('data.json', new_data) # Updates `age` in `data.json` without modifying other keys\n"
             },
             {
                 "title": "Write JSON File",
                 "description": "Writes a dictionary to a JSON file.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "json",
                     "file",
                     "write"
@@ -410,93 +264,80 @@
                 "description": "Identifies duplicate elements in a list.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "list",
-                    "duplicates",
-                    "utility"
+                    "duplicates"
                 ],
                 "contributors": [],
-                "code": "def find_duplicates(lst):\n    seen = set()\n    duplicates = set()\n    for item in lst:\n        if item in seen:\n            duplicates.add(item)\n        else:\n            seen.add(item)\n    return list(duplicates)\n\n# Usage:\ndata = [1, 2, 3, 2, 4, 5, 1]\nprint(find_duplicates(data))  # Output: [1, 2]\n"
+                "code": "def find_duplicates(lst):\n    seen = set()\n    duplicates = set()\n    for item in lst:\n        if item in seen:\n            duplicates.add(item)\n        else:\n            seen.add(item)\n    return list(duplicates)\n\n# Usage:\ndata = [1, 2, 3, 2, 4, 5, 1]\nfind_duplicates(data) # Returns: [1, 2]\n"
             },
             {
                 "title": "Find Intersection of Two Lists",
                 "description": "Finds the common elements between two lists.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "list",
-                    "intersection",
-                    "utility"
+                    "intersection"
                 ],
                 "contributors": [],
-                "code": "def list_intersection(lst1, lst2):\n    return [item for item in lst1 if item in lst2]\n\n# Usage:\nlist_a = [1, 2, 3, 4]\nlist_b = [3, 4, 5, 6]\nprint(list_intersection(list_a, list_b))  # Output: [3, 4]\n"
+                "code": "def list_intersection(lst1, lst2):\n    return [item for item in lst1 if item in lst2]\n\n# Usage:\nlist_a = [1, 2, 3, 4]\nlist_b = [3, 4, 5, 6]\nlist_intersection(list_a, list_b) # Returns: [3, 4]\n"
             },
             {
                 "title": "Find Maximum Difference in List",
                 "description": "Finds the maximum difference between any two elements in a list.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "list",
-                    "difference",
-                    "utility"
+                    "difference"
                 ],
                 "contributors": [],
-                "code": "def max_difference(lst):\n    if not lst or len(lst) < 2:\n        return 0\n    return max(lst) - min(lst)\n\n# Usage:\ndata = [10, 3, 5, 20, 7]\nprint(max_difference(data))  # Output: 17\n"
+                "code": "def max_difference(lst):\n    if not lst or len(lst) < 2:\n        return 0\n    return max(lst) - min(lst)\n\n# Usage:\ndata = [10, 3, 5, 20, 7]\nmax_difference(data) # Returns: 17\n"
             },
             {
                 "title": "Flatten Nested List",
                 "description": "Flattens a multi-dimensional list into a single list.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "python",
                     "list",
-                    "flatten",
-                    "utility"
+                    "flatten"
                 ],
                 "contributors": [],
-                "code": "def flatten_list(lst):\n    return [item for sublist in lst for item in sublist]\n\n# Usage:\nnested_list = [[1, 2], [3, 4], [5]]\nprint(flatten_list(nested_list))  # Output: [1, 2, 3, 4, 5]\n"
+                "code": "def flatten_list(lst):\n    return [item for sublist in lst for item in sublist]\n\n# Usage:\nnested_list = [[1, 2], [3, 4], [5]]\nflatten_list(nested_list)  # Returns: [1, 2, 3, 4, 5]\n"
             },
             {
                 "title": "Flatten Unevenly Nested Lists",
                 "description": "Converts unevenly nested lists of any depth into a single flat list.",
                 "author": "agilarasu",
                 "tags": [
-                    "python",
                     "list",
                     "flattening",
                     "nested-lists",
-                    "depth",
-                    "utilities"
+                    "depth"
                 ],
                 "contributors": [],
-                "code": "def flatten(nested_list):\n    \"\"\"\n    Flattens unevenly nested lists of any depth into a single flat list.\n    \"\"\"\n    for item in nested_list:\n        if isinstance(item, list):\n            yield from flatten(item)\n        else:\n            yield item\n\n# Usage:\nnested_list = [1, [2, [3, 4]], 5]\nflattened = list(flatten(nested_list))\nprint(flattened)  # Output: [1, 2, 3, 4, 5]\n"
+                "code": "def flatten(nested_list):\n    for item in nested_list:\n        if isinstance(item, list):\n            yield from flatten(item)\n        else:\n            yield item\n\n# Usage:\nnested_list = [1, [2, [3, 4]], 5]\nlist(flatten(nested_list))  # Returns: [1, 2, 3, 4, 5]\n"
             },
             {
                 "title": "Partition List",
                 "description": "Partitions a list into sublists of a given size.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "list",
-                    "partition",
-                    "utility"
+                    "partition"
                 ],
                 "contributors": [],
-                "code": "def partition_list(lst, size):\n    for i in range(0, len(lst), size):\n        yield lst[i:i + size]\n\n# Usage:\ndata = [1, 2, 3, 4, 5, 6, 7]\npartitions = list(partition_list(data, 3))\nprint(partitions)  # Output: [[1, 2, 3], [4, 5, 6], [7]]\n"
+                "code": "def partition_list(lst, size):\n    for i in range(0, len(lst), size):\n        yield lst[i:i + size]\n\n# Usage:\ndata = [1, 2, 3, 4, 5, 6, 7]\nlist(partition_list(data, 3)) # Returns: [[1, 2, 3], [4, 5, 6], [7]]\n"
             },
             {
                 "title": "Remove Duplicates",
                 "description": "Removes duplicate elements from a list while maintaining order.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "python",
                     "list",
                     "duplicates",
-                    "utility"
+                    "filter"
                 ],
                 "contributors": [],
-                "code": "def remove_duplicates(lst):\n    return list(dict.fromkeys(lst))\n\n# Usage:\nprint(remove_duplicates([1, 2, 2, 3, 4, 4, 5]))  # Output: [1, 2, 3, 4, 5]\n"
+                "code": "def remove_duplicates(lst):\n    return list(dict.fromkeys(lst))\n\n# Usage:\nremove_duplicates([1, 2, 2, 3, 4, 4, 5])  # Returns: [1, 2, 3, 4, 5]\n"
             }
         ]
     },
@@ -514,60 +355,55 @@
                     "finance"
                 ],
                 "contributors": [],
-                "code": "def compound_interest(principal, rate, time, n=1):\n    return principal * (1 + rate / n) ** (n * time)\n\n# Usage:\nprint(compound_interest(1000, 0.05, 5))   # Output: 1276.2815625000003\nprint(compound_interest(1000, 0.05, 5, 12)) # Output: 1283.68\n"
+                "code": "def compound_interest(principal, rate, time, n=1):\n    return principal * (1 + rate / n) ** (n * time)\n\n# Usage:\ncompound_interest(1000, 0.05, 5) # Returns: 1276.2815625000003\ncompound_interest(1000, 0.05, 5, 12) # Returns: 1283.68\n"
             },
             {
                 "title": "Check Perfect Square",
                 "description": "Checks if a number is a perfect square.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "math",
                     "perfect square",
                     "check"
                 ],
                 "contributors": [],
-                "code": "def is_perfect_square(n):\n    if n < 0:\n        return False\n    root = int(n**0.5)\n    return root * root == n\n\n# Usage:\nprint(is_perfect_square(16))  # Output: True\nprint(is_perfect_square(20))  # Output: False\n"
+                "code": "def is_perfect_square(n):\n    if n < 0:\n        return False\n    root = int(n**0.5)\n    return root * root == n\n\n# Usage:\nis_perfect_square(16) # Returns: True\nis_perfect_square(20) # Returns: False\n"
             },
             {
                 "title": "Check Prime Number",
                 "description": "Checks if a number is a prime number.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "python",
                     "math",
                     "prime",
                     "check"
                 ],
                 "contributors": [],
-                "code": "def is_prime(n):\n    if n <= 1:\n        return False\n    for i in range(2, int(n**0.5) + 1):\n        if n % i == 0:\n            return False\n    return True\n\n# Usage:\nprint(is_prime(17))  # Output: True\n"
+                "code": "def is_prime(n):\n    if n <= 1:\n        return False\n    for i in range(2, int(n**0.5) + 1):\n        if n % i == 0:\n            return False\n    return True\n\n# Usage:\nis_prime(17) # Returns: True\n"
             },
             {
                 "title": "Convert Binary to Decimal",
                 "description": "Converts a binary string to its decimal equivalent.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "math",
                     "binary",
                     "decimal",
                     "conversion"
                 ],
                 "contributors": [],
-                "code": "def binary_to_decimal(binary_str):\n    return int(binary_str, 2)\n\n# Usage:\nprint(binary_to_decimal('1010'))  # Output: 10\nprint(binary_to_decimal('1101'))  # Output: 13\n"
+                "code": "def binary_to_decimal(binary_str):\n    return int(binary_str, 2)\n\n# Usage:\nbinary_to_decimal('1010') # Returns: 10\nbinary_to_decimal('1101') # Returns: 13\n"
             },
             {
-                "title": "Find Factorial",
-                "description": "Calculates the factorial of a number.",
-                "author": "dostonnabotov",
+                "title": "Convert Bytes to Human-Readable Format",
+                "description": "Converts a size in bytes to a human-readable format.",
+                "author": "axorax",
                 "tags": [
-                    "python",
-                    "math",
-                    "factorial",
-                    "utility"
+                    "bytes",
+                    "format"
                 ],
                 "contributors": [],
-                "code": "def factorial(n):\n    if n == 0:\n        return 1\n    return n * factorial(n - 1)\n\n# Usage:\nprint(factorial(5))  # Output: 120\n"
+                "code": "def bytes_to_human_readable(num):\n    for unit in ['B', 'KB', 'MB', 'GB', 'TB', 'PB']:\n        if num < 1024:\n            return f\"{num:.2f} {unit}\"\n        num /= 1024\n\n# Usage:\nbytes_to_human_readable(123456789) # Returns: '117.74 MB'\n"
             },
             {
                 "title": "Find LCM (Least Common Multiple)",
@@ -581,21 +417,20 @@
                     "utility"
                 ],
                 "contributors": [],
-                "code": "def lcm(a, b):\n    return abs(a * b) // gcd(a, b)\n\n# Usage:\nprint(lcm(12, 15))  # Output: 60\nprint(lcm(7, 5))    # Output: 35\n"
+                "code": "def lcm(a, b):\n    return abs(a * b) // gcd(a, b)\n\n# Usage:\nlcm(12, 15) # Returns: 60\nlcm(7, 5) # Returns: 35\n"
             },
             {
                 "title": "Solve Quadratic Equation",
                 "description": "Solves a quadratic equation ax^2 + bx + c = 0 and returns the roots.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "math",
                     "quadratic",
                     "equation",
                     "solver"
                 ],
                 "contributors": [],
-                "code": "import cmath\n\ndef solve_quadratic(a, b, c):\n    discriminant = cmath.sqrt(b**2 - 4 * a * c)\n    root1 = (-b + discriminant) / (2 * a)\n    root2 = (-b - discriminant) / (2 * a)\n    return root1, root2\n\n# Usage:\nprint(solve_quadratic(1, -3, 2))  # Output: ((2+0j), (1+0j))\nprint(solve_quadratic(1, 2, 5))   # Output: ((-1+2j), (-1-2j))\n"
+                "code": "import cmath\n\ndef solve_quadratic(a, b, c):\n    discriminant = cmath.sqrt(b**2 - 4 * a * c)\n    root1 = (-b + discriminant) / (2 * a)\n    root2 = (-b - discriminant) / (2 * a)\n    return root1, root2\n\n# Usage:\nsolve_quadratic(1, -3, 2) # Returns: ((2+0j), (1+0j))\nsolve_quadratic(1, 2, 5) # Returns: ((-1+2j), (-1-2j))\n"
             }
         ]
     },
@@ -607,7 +442,6 @@
                 "description": "Creates a table in an SQLite database with a dynamic schema.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "sqlite",
                     "database",
                     "table"
@@ -620,10 +454,8 @@
                 "description": "Inserts a row into a specified SQLite table using a dictionary of fields and values.",
                 "author": "e3nviction",
                 "tags": [
-                    "python",
                     "sqlite",
-                    "database",
-                    "utility"
+                    "database"
                 ],
                 "contributors": [],
                 "code": "import sqlite3\n\ndef insert_into_table(db_path, table_name, data):\n    with sqlite3.connect(db_path) as conn:\n        columns = ', '.join(data.keys())\n        placeholders = ', '.join(['?'] * len(data))\n        sql = f\"INSERT INTO {table_name} ({columns}) VALUES ({placeholders})\"\n        conn.execute(sql, tuple(data.values()))\n        conn.commit()\n\n# Usage:\ndb_path = 'example.db'\ntable_name = 'users'\ndata = {\n    'name': 'John Doe',\n    'email': 'john@example.com',\n    'age': 30\n}\ninsert_into_table(db_path, table_name, data)\n"
@@ -633,10 +465,8 @@
                 "description": "Fetches data from a specified SQLite table, with options for selecting specific columns and applying a WHERE clause.",
                 "author": "pl44t",
                 "tags": [
-                    "python",
                     "sqlite",
-                    "database",
-                    "utility"
+                    "database"
                 ],
                 "contributors": [],
                 "code": "import sqlite3\n\ndef query_table(db_path, table_name, columns='*', where_clause=None):\n    with sqlite3.connect(db_path) as conn:\n        cursor = conn.cursor()\n        sql = f\"SELECT {columns} FROM {table_name}\"\n        if where_clause:\n            sql += f\" WHERE {where_clause}\"\n        cursor.execute(sql)\n        return cursor.fetchall()\n\n# Usage:\ndb_path = 'example.db'\ntable_name = 'users'\ncolumns = 'id, name, email'\nwhere_clause = 'age > 25'\nresult = query_table(db_path, table_name, columns, where_clause)\nfor row in result:\n    print(row)\n\n"
@@ -646,10 +476,8 @@
                 "description": "Updates records in a specified SQLite table, allowing dynamic column updates and an optional WHERE clause.",
                 "author": "pl44t",
                 "tags": [
-                    "python",
                     "sqlite",
-                    "database",
-                    "utility"
+                    "database"
                 ],
                 "contributors": [],
                 "code": "import sqlite3\n\ndef update_table(db_path, table_name, updates, where_clause=None):\n    with sqlite3.connect(db_path) as conn:\n        set_clause = ', '.join([f\"{col} = ?\" for col in updates.keys()])\n        sql = f\"UPDATE {table_name} SET {set_clause}\"\n        if where_clause:\n            sql += f\" WHERE {where_clause}\"\n        conn.execute(sql, tuple(updates.values()))\n        conn.commit()\n\n# Usage:\ndb_path = 'example.db'\ntable_name = 'users'\nupdates = {'name': 'Jane Doe', 'age': 28}\nwhere_clause = \"id = 1\"\nupdate_table(db_path, table_name, updates, where_clause)\n\n"
@@ -664,290 +492,221 @@
                 "description": "Capitalizes the first letter of each word in a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
-                    "capitalize",
-                    "utility"
+                    "capitalize"
                 ],
                 "contributors": [],
-                "code": "def capitalize_words(s):\n    return ' '.join(word.capitalize() for word in s.split())\n\n# Usage:\nprint(capitalize_words('hello world'))  # Output: 'Hello World'\n"
+                "code": "def capitalize_words(s):\n    return ' '.join(word.capitalize() for word in s.split())\n\n# Usage:\ncapitalize_words('hello world') # Returns: 'Hello World'\n"
             },
             {
                 "title": "Check Anagram",
                 "description": "Checks if two strings are anagrams of each other.",
                 "author": "SteliosGee",
                 "tags": [
-                    "python",
                     "string",
                     "anagram",
-                    "check",
-                    "utility"
+                    "check"
                 ],
                 "contributors": [],
-                "code": "def is_anagram(s1, s2):\n    return sorted(s1) == sorted(s2)\n\n# Usage:\nprint(is_anagram('listen', 'silent'))  # Output: True\n"
+                "code": "def is_anagram(s1, s2):\n    return sorted(s1) == sorted(s2)\n\n# Usage:\nis_anagram('listen', 'silent') # Returns: True\n"
             },
             {
                 "title": "Check Palindrome",
                 "description": "Checks if a string is a palindrome.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "python",
                     "string",
-                    "palindrome",
-                    "utility"
+                    "palindrome"
                 ],
                 "contributors": [],
-                "code": "def is_palindrome(s):\n    s = s.lower().replace(' ', '')\n    return s == s[::-1]\n\n# Usage:\nprint(is_palindrome('A man a plan a canal Panama'))  # Output: True\n"
+                "code": "def is_palindrome(s):\n    s = s.lower().replace(' ', '')\n    return s == s[::-1]\n\n# Usage:\nis_palindrome('A man a plan a canal Panama') # Returns: True\n"
             },
             {
                 "title": "Convert Snake Case to Camel Case",
                 "description": "Converts a snake_case string to camelCase.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "snake-case",
                     "camel-case",
-                    "convert",
-                    "utility"
+                    "convert"
                 ],
                 "contributors": [],
-                "code": "def snake_to_camel(s):\n    parts = s.split('_')\n    return parts[0] + ''.join(word.capitalize() for word in parts[1:])\n\n# Usage:\nprint(snake_to_camel('hello_world'))  # Output: 'helloWorld'\n"
+                "code": "def snake_to_camel(s):\n    parts = s.split('_')\n    return parts[0] + ''.join(word.capitalize() for word in parts[1:])\n\n# Usage:\nsnake_to_camel('hello_world') # Returns: 'helloWorld'\n"
             },
             {
                 "title": "Convert String to ASCII",
                 "description": "Converts a string into its ASCII representation.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "ascii",
-                    "convert",
-                    "utility"
+                    "convert"
                 ],
                 "contributors": [],
-                "code": "def string_to_ascii(s):\n    return [ord(char) for char in s]\n\n# Usage:\nprint(string_to_ascii('hello'))  # Output: [104, 101, 108, 108, 111]\n"
+                "code": "def string_to_ascii(s):\n    return [ord(char) for char in s]\n\n# Usage:\nstring_to_ascii('hello') # Returns: [104, 101, 108, 108, 111]\n"
             },
             {
                 "title": "Count Character Frequency",
                 "description": "Counts the frequency of each character in a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
-                    "character-frequency",
-                    "utility"
+                    "character-frequency"
                 ],
                 "contributors": [],
-                "code": "from collections import Counter\n\ndef char_frequency(s):\n    return dict(Counter(s))\n\n# Usage:\nprint(char_frequency('hello'))  # Output: {'h': 1, 'e': 1, 'l': 2, 'o': 1}\n"
+                "code": "from collections import Counter\n\ndef char_frequency(s):\n    return dict(Counter(s))\n\n# Usage:\nchar_frequency('hello') # Returns: {'h': 1, 'e': 1, 'l': 2, 'o': 1}\n"
             },
             {
                 "title": "Count Vowels",
                 "description": "Counts the number of vowels in a string.",
                 "author": "SteliosGee",
                 "tags": [
-                    "python",
                     "string",
                     "vowels",
-                    "count",
-                    "utility"
+                    "count"
                 ],
                 "contributors": [],
-                "code": "def count_vowels(s):\n    vowels = 'aeiou'\n    return len([char for char in s.lower() if char in vowels])\n\n# Usage:\nprint(count_vowels('hello'))  # Output: 2\n"
+                "code": "def count_vowels(s):\n    vowels = 'aeiou'\n    return len([char for char in s.lower() if char in vowels])\n\n# Usage:\ncount_vowels('hello') # Returns: 2\n"
             },
             {
                 "title": "Count Words",
                 "description": "Counts the number of words in a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
-                    "word-count",
-                    "utility"
+                    "word-count"
                 ],
                 "contributors": [],
-                "code": "def count_words(s):\n    return len(s.split())\n\n# Usage:\nprint(count_words('The quick brown fox'))  # Output: 4\n"
+                "code": "def count_words(s):\n    return len(s.split())\n\n# Usage:\ncount_words('The quick brown fox') # Returns: 4\n"
             },
             {
                 "title": "Find All Substrings",
                 "description": "Finds all substrings of a given string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "substring",
-                    "find",
-                    "utility"
+                    "find"
                 ],
                 "contributors": [],
-                "code": "def find_substrings(s):\n    substrings = []\n    for i in range(len(s)):\n        for j in range(i + 1, len(s) + 1):\n            substrings.append(s[i:j])\n    return substrings\n\n# Usage:\nprint(find_substrings('abc'))  # Output: ['a', 'ab', 'abc', 'b', 'bc', 'c']\n"
+                "code": "def find_substrings(s):\n    substrings = []\n    for i in range(len(s)):\n        for j in range(i + 1, len(s) + 1):\n            substrings.append(s[i:j])\n    return substrings\n\n# Usage:\nfind_substrings('abc') # Returns: ['a', 'ab', 'abc', 'b', 'bc', 'c']\n"
             },
             {
                 "title": "Find Longest Word",
                 "description": "Finds the longest word in a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
-                    "longest-word",
-                    "utility"
+                    "longest-word"
                 ],
                 "contributors": [],
-                "code": "def find_longest_word(s):\n    words = s.split()\n    return max(words, key=len) if words else ''\n\n# Usage:\nprint(find_longest_word('The quick brown fox'))  # Output: 'quick'\n"
+                "code": "def find_longest_word(s):\n    words = s.split()\n    return max(words, key=len) if words else ''\n\n# Usage:\nfind_longest_word('The quick brown fox') # Returns: 'quick'\n"
             },
             {
                 "title": "Find Unique Characters",
                 "description": "Finds all unique characters in a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "unique",
-                    "characters",
-                    "utility"
+                    "characters"
+                ],
+                "contributors": [],
+                "code": "def find_unique_chars(s):\n    return ''.join(sorted(set(s)))\n\n# Usage:\nfind_unique_chars('banana') # Results: 'abn'\n"
+            },
+            {
+                "title": "Generate Random String",
+                "description": "Generates a random alphanumeric string.",
+                "author": "dostonnabotov",
+                "tags": [
+                    "random",
+                    "string"
                 ],
                 "contributors": [],
-                "code": "def find_unique_chars(s):\n    return ''.join(sorted(set(s)))\n\n# Usage:\nprint(find_unique_chars('banana'))  # Output: 'abn'\n"
+                "code": "import random\nimport string\n\ndef random_string(length):\n    letters_and_digits = string.ascii_letters + string.digits\n    return ''.join(random.choice(letters_and_digits) for _ in range(length))\n\n# Usage:\nrandom_string(10) # Results: Random 10-character string\n"
             },
             {
                 "title": "Remove Duplicate Characters",
                 "description": "Removes duplicate characters from a string while maintaining the order.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "duplicates",
-                    "remove",
-                    "utility"
+                    "remove"
                 ],
                 "contributors": [],
-                "code": "def remove_duplicate_chars(s):\n    seen = set()\n    return ''.join(char for char in s if not (char in seen or seen.add(char)))\n\n# Usage:\nprint(remove_duplicate_chars('programming'))  # Output: 'progamin'\n"
+                "code": "def remove_duplicate_chars(s):\n    seen = set()\n    return ''.join(char for char in s if not (char in seen or seen.add(char)))\n\n# Usage:\nremove_duplicate_chars('programming') # Returns: 'progamin'\n"
             },
             {
                 "title": "Remove Punctuation",
                 "description": "Removes punctuation from a string.",
                 "author": "SteliosGee",
                 "tags": [
-                    "python",
                     "string",
                     "punctuation",
-                    "remove",
-                    "utility"
+                    "remove"
                 ],
                 "contributors": [],
-                "code": "import string\n\ndef remove_punctuation(s):\n    return s.translate(str.maketrans('', '', string.punctuation))\n\n# Usage:\nprint(remove_punctuation('Hello, World!'))  # Output: 'Hello World'\n"
+                "code": "import string\n\ndef remove_punctuation(s):\n    return s.translate(str.maketrans('', '', string.punctuation))\n\n# Usage:\nremove_punctuation('Hello, World!') # Returns: 'Hello World'\n"
             },
             {
                 "title": "Remove Specific Characters",
                 "description": "Removes specific characters from a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "remove",
-                    "characters",
-                    "utility"
+                    "characters"
                 ],
                 "contributors": [],
-                "code": "def remove_chars(s, chars):\n    return ''.join(c for c in s if c not in chars)\n\n# Usage:\nprint(remove_chars('hello world', 'eo'))  # Output: 'hll wrld'\n"
+                "code": "def remove_chars(s, chars):\n    return ''.join(c for c in s if c not in chars)\n\n# Usage:\nremove_chars('hello world', 'eo') # Returns: 'hll wrld'\n"
             },
             {
                 "title": "Remove Whitespace",
                 "description": "Removes all whitespace from a string.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "whitespace",
-                    "remove",
-                    "utility"
+                    "remove"
                 ],
                 "contributors": [],
-                "code": "def remove_whitespace(s):\n    return ''.join(s.split())\n\n# Usage:\nprint(remove_whitespace('hello world'))  # Output: 'helloworld'\n"
+                "code": "def remove_whitespace(s):\n    return ''.join(s.split())\n\n# Usage:\nremove_whitespace('hello world') # Returns: 'helloworld'\n"
             },
             {
                 "title": "Reverse String",
                 "description": "Reverses the characters in a string.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "python",
                     "string",
-                    "reverse",
-                    "utility"
+                    "reverse"
                 ],
                 "contributors": [],
-                "code": "def reverse_string(s):\n    return s[::-1]\n\n# Usage:\nprint(reverse_string('hello'))  # Output: 'olleh'\n"
+                "code": "def reverse_string(s):\n    return s[::-1]\n\n# Usage:\nreverse_string('hello') # Returns: 'olleh'\n"
             },
             {
                 "title": "Split Camel Case",
                 "description": "Splits a camel case string into separate words.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
                     "camel-case",
-                    "split",
-                    "utility"
+                    "split"
                 ],
                 "contributors": [],
-                "code": "import re\n\ndef split_camel_case(s):\n    return ' '.join(re.findall(r'[A-Z][a-z]*|[a-z]+', s))\n\n# Usage:\nprint(split_camel_case('camelCaseString'))  # Output: 'camel Case String'\n"
+                "code": "import re\n\ndef split_camel_case(s):\n    return ' '.join(re.findall(r'[A-Z][a-z]*|[a-z]+', s))\n\n# Usage:\nsplit_camel_case('camelCaseString') # Returns: 'camel Case String'\n"
             },
             {
                 "title": "Truncate String",
                 "description": "Truncates a string to a specified length and adds an ellipsis.",
                 "author": "axorax",
                 "tags": [
-                    "python",
                     "string",
-                    "truncate",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def truncate_string(s, length):\n    return s[:length] + '...' if len(s) > length else s\n\n# Usage:\nprint(truncate_string('This is a long string', 10))  # Output: 'This is a ...'\n"
-            }
-        ]
-    },
-    {
-        "categoryName": "Utilities",
-        "snippets": [
-            {
-                "title": "Convert Bytes to Human-Readable Format",
-                "description": "Converts a size in bytes to a human-readable format.",
-                "author": "axorax",
-                "tags": [
-                    "python",
-                    "bytes",
-                    "format",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "def bytes_to_human_readable(num):\n    for unit in ['B', 'KB', 'MB', 'GB', 'TB', 'PB']:\n        if num < 1024:\n            return f\"{num:.2f} {unit}\"\n        num /= 1024\n\n# Usage:\nprint(bytes_to_human_readable(123456789))  # Output: '117.74 MB'\n"
-            },
-            {
-                "title": "Generate Random String",
-                "description": "Generates a random alphanumeric string.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "python",
-                    "random",
-                    "string",
-                    "utility"
-                ],
-                "contributors": [],
-                "code": "import random\nimport string\n\ndef random_string(length):\n    letters_and_digits = string.ascii_letters + string.digits\n    return ''.join(random.choice(letters_and_digits) for _ in range(length))\n\n# Usage:\nprint(random_string(10))  # Output: Random 10-character string\n"
-            },
-            {
-                "title": "Measure Execution Time",
-                "description": "Measures the execution time of a code block.",
-                "author": "dostonnabotov",
-                "tags": [
-                    "python",
-                    "time",
-                    "execution",
-                    "utility"
+                    "truncate"
                 ],
                 "contributors": [],
-                "code": "import time\n\ndef measure_time(func, *args):\n    start = time.time()\n    result = func(*args)\n    end = time.time()\n    print(f'Execution time: {end - start:.6f} seconds')\n    return result\n\n# Usage:\ndef slow_function():\n    time.sleep(2)\n\nmeasure_time(slow_function)\n"
+                "code": "def truncate_string(s, length):\n    return s[:length] + '...' if len(s) > length else s\n\n# Usage:\ntruncate_string('This is a long string', 10) # Returns: 'This is a ...'\n"
             }
         ]
     }
diff --git a/public/consolidated/rust.json b/public/consolidated/rust.json
index 68d92de1..4a150d77 100644
--- a/public/consolidated/rust.json
+++ b/public/consolidated/rust.json
@@ -7,10 +7,8 @@
                 "description": "Prints Hello, World! to the terminal.",
                 "author": "James-Beans",
                 "tags": [
-                    "rust",
                     "printing",
-                    "hello-world",
-                    "utility"
+                    "hello-world"
                 ],
                 "contributors": [],
                 "code": "fn main() { // Defines the main running function\n    println!(\"Hello, World!\"); // Prints Hello, World! to the terminal.\n}\n"
@@ -25,25 +23,22 @@
                 "description": "Finds all files of the specified extension within a given directory.",
                 "author": "Mathys-Gasnier",
                 "tags": [
-                    "rust",
                     "file",
                     "search"
                 ],
                 "contributors": [],
-                "code": "fn find_files(directory: &str, file_type: &str) -> std::io::Result<Vec<std::path::PathBuf>> {\n    let mut result = vec![];\n\n    for entry in std::fs::read_dir(directory)? {\n        let dir = entry?;\n        let path = dir.path();\n        if dir.file_type().is_ok_and(|t| !t.is_file()) &&\n            path.extension().is_some_and(|ext| ext != file_type) {\n            continue;\n        }\n        result.push(path)\n    }\n\n    Ok(result)\n}\n\n// Usage:\nlet files = find_files(\"/path/to/your/directory\", \".pdf\")\n"
+                "code": "fn find_files(directory: &str, file_type: &str) -> std::io::Result<Vec<std::path::PathBuf>> {\n    let mut result = vec![];\n\n    for entry in std::fs::read_dir(directory)? {\n        let dir = entry?;\n        let path = dir.path();\n        if dir.file_type().is_ok_and(|t| !t.is_file()) &&\n            path.extension().is_some_and(|ext| ext != file_type) {\n            continue;\n        }\n        result.push(path)\n    }\n\n    Ok(result)\n}\n\n// Usage:\nfind_files(\"/path/to/your/directory\", \".pdf\"); // Returns: if Ok(), a vector of path to `.pdf` files in the directory\n"
             },
             {
                 "title": "Read File Lines",
                 "description": "Reads all lines from a file and returns them as a vector of strings.",
                 "author": "Mathys-Gasnier",
                 "tags": [
-                    "rust",
                     "file",
-                    "read",
-                    "utility"
+                    "read"
                 ],
                 "contributors": [],
-                "code": "fn read_lines(file_name: &str) -> std::io::Result<Vec<String>>\n    Ok(\n        std::fs::read_to_string(file_name)?\n            .lines()\n            .map(String::from)\n            .collect()\n    )\n}\n\n// Usage:\nlet lines = read_lines(\"path/to/file.txt\").expect(\"Failed to read lines from file\")\n"
+                "code": "fn read_lines(file_name: &str) -> std::io::Result<Vec<String>>\n    Ok(\n        std::fs::read_to_string(file_name)?\n            .lines()\n            .map(String::from)\n            .collect()\n    )\n}\n\n// Usage:\nread_lines(\"path/to/file.txt\"); // Returns: If Ok(), a Vec of the lines of the file\n"
             }
         ]
     },
@@ -55,13 +50,11 @@
                 "description": "Makes the first letter of a string uppercase.",
                 "author": "Mathys-Gasnier",
                 "tags": [
-                    "rust",
                     "string",
-                    "capitalize",
-                    "utility"
+                    "capitalize"
                 ],
                 "contributors": [],
-                "code": "fn capitalized(str: &str) -> String {\n    let mut chars = str.chars();\n    match chars.next() {\n        None => String::new(),\n        Some(f) => f.to_uppercase().chain(chars).collect(),\n    }\n}\n\n// Usage:\nassert_eq!(capitalized(\"lower_case\"), \"Lower_case\")\n"
+                "code": "fn capitalized(str: &str) -> String {\n    let mut chars = str.chars();\n    match chars.next() {\n        None => String::new(),\n        Some(f) => f.to_uppercase().chain(chars).collect(),\n    }\n}\n\n// Usage:\ncapitalized(\"lower_case\"); // Returns: Lower_case\n"
             }
         ]
     }
diff --git a/public/consolidated/scss.json b/public/consolidated/scss.json
index 498f3665..dd8414b1 100644
--- a/public/consolidated/scss.json
+++ b/public/consolidated/scss.json
@@ -7,7 +7,6 @@
                 "description": "Animates the fade-in effect.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "animation",
                     "fade",
                     "css"
@@ -20,7 +19,6 @@
                 "description": "Animates content sliding in from the left.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "animation",
                     "slide",
                     "css"
@@ -38,7 +36,6 @@
                 "description": "Applies a customizable border-radius.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "border",
                     "radius",
                     "css"
@@ -51,7 +48,6 @@
                 "description": "Generates a box shadow with customizable values.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "box-shadow",
                     "css",
                     "effects"
@@ -69,7 +65,6 @@
                 "description": "Generates a styled primary button.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "button",
                     "primary",
                     "css"
@@ -87,7 +82,6 @@
                 "description": "Ensures that elements maintain a specific aspect ratio.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "aspect-ratio",
                     "layout",
                     "css"
@@ -100,7 +94,6 @@
                 "description": "SCSS mixin to change styles for dark themes.",
                 "author": "gihanrangana",
                 "tags": [
-                    "scss",
                     "css",
                     "mixin",
                     "snippet",
@@ -115,7 +108,6 @@
                 "description": "A mixin to center content using flexbox.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "flex",
                     "center",
                     "css"
@@ -128,7 +120,6 @@
                 "description": "Creates a responsive grid container with customizable column counts.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "grid",
                     "layout",
                     "css"
@@ -146,7 +137,6 @@
                 "description": "Simplifies importing custom fonts in Sass.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "sass",
                     "mixin",
                     "fonts",
                     "css"
@@ -159,7 +149,6 @@
                 "description": "A Sass mixin to clamp text to a specific number of lines.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "sass",
                     "mixin",
                     "typography",
                     "css"
@@ -172,7 +161,6 @@
                 "description": "Adds a gradient color effect to text.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "sass",
                     "mixin",
                     "gradient",
                     "text",
@@ -186,7 +174,6 @@
                 "description": "Ensures long text is truncated with an ellipsis.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "sass",
                     "mixin",
                     "text",
                     "css"
@@ -204,7 +191,6 @@
                 "description": "Provides a clearfix utility for floating elements.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "clearfix",
                     "utility",
                     "css"
@@ -217,7 +203,6 @@
                 "description": "Generates media queries for responsive design.",
                 "author": "dostonnabotov",
                 "tags": [
-                    "scss",
                     "responsive",
                     "media-queries",
                     "css"
diff --git a/snippets/c/basics/hello-world.md b/snippets/c/basics/hello-world.md
index c8122d5a..90b42e7d 100644
--- a/snippets/c/basics/hello-world.md
+++ b/snippets/c/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: 0xHouss
-tags: c,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
 ```c
diff --git a/snippets/c/mathematical-functions/factorial-function.md b/snippets/c/mathematical-functions/factorial-function.md
index 7e8a7b08..7f8dae94 100644
--- a/snippets/c/mathematical-functions/factorial-function.md
+++ b/snippets/c/mathematical-functions/factorial-function.md
@@ -2,7 +2,7 @@
 title: Factorial Function
 description: Calculates the factorial of a number.
 author: 0xHouss
-tags: c,math,factorial,utility
+tags: math,factorial
 ---
 
 ```c
@@ -14,4 +14,7 @@ int factorial(int x) {
 
   return y;
 }
+
+// Usage:
+factorial(4); // Returns: 24
 ```
diff --git a/snippets/c/mathematical-functions/power-function.md b/snippets/c/mathematical-functions/power-function.md
deleted file mode 100644
index c9a81262..00000000
--- a/snippets/c/mathematical-functions/power-function.md
+++ /dev/null
@@ -1,17 +0,0 @@
----
-title: Power Function
-description: Calculates the power of a number.
-author: 0xHouss
-tags: c,math,power,utility
----
-
-```c
-int power(int x, int n) {
-  int y = 1;
-
-  for (int i = 0; i < n; i++)
-    y *= x;
-
-  return y;
-}
-```
diff --git a/snippets/cpp/basics/hello-world.md b/snippets/cpp/basics/hello-world.md
index eadaa386..8036ac6c 100644
--- a/snippets/cpp/basics/hello-world.md
+++ b/snippets/cpp/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: James-Beans
-tags: cpp,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
 ```cpp
diff --git a/snippets/cpp/data-structure-conversion/vector-to-queue.md b/snippets/cpp/data-structure-conversion/vector-to-queue.md
index e31d90fe..a00e0be7 100644
--- a/snippets/cpp/data-structure-conversion/vector-to-queue.md
+++ b/snippets/cpp/data-structure-conversion/vector-to-queue.md
@@ -1,7 +1,7 @@
 ---
 title: Vector to Queue
 description: Convert vector into queue quickly
-tags: cpp, data structures,queue,vector
+tags: data structures,queue,vector
 author: mrityunjay2003
 ---
 
@@ -13,4 +13,7 @@ author: mrityunjay2003
 std::queue<int> vectorToQueue(const std::vector<int>& v) {
     return std::queue<int>(std::deque<int>(v.begin(), v.end()));
 }
-```
\ No newline at end of file
+
+std::vector<int> vec = { 1, 2, 3, 4, 5 };
+vectorToQueue(&vec); // Returns: std::queue<int> { 1, 2, 3, 4, 5 }
+```
diff --git a/snippets/cpp/math-and-numbers/check-prime.md b/snippets/cpp/math-and-numbers/check-prime-number.md
similarity index 71%
rename from snippets/cpp/math-and-numbers/check-prime.md
rename to snippets/cpp/math-and-numbers/check-prime-number.md
index cb4a2a8c..e2059c25 100644
--- a/snippets/cpp/math-and-numbers/check-prime.md
+++ b/snippets/cpp/math-and-numbers/check-prime-number.md
@@ -1,7 +1,7 @@
 ---
 title: Check Prime Number
 description: Check if an integer is a prime number
-tags: cpp, number, prime
+tags: number, prime
 author: MihneaMoso
 ---
 
@@ -16,11 +16,6 @@ bool is_prime(int n) {
     return true;
 }
 
-// Usage
-#include <iostream>
-
-int main() {
-    std::cout << is_prime(29) << std::endl; // Output: 1
-    return 0;
-}
+// Usage:
+is_prime(29); // Returns: true
 ```
diff --git a/snippets/cpp/string-manipulation/reverse-string.md b/snippets/cpp/string-manipulation/reverse-string.md
index de209c88..615189b1 100644
--- a/snippets/cpp/string-manipulation/reverse-string.md
+++ b/snippets/cpp/string-manipulation/reverse-string.md
@@ -2,7 +2,7 @@
 title: Reverse String
 description: Reverses the characters in a string.
 author: Vaibhav-kesarwani
-tags: cpp,array,reverse,utility
+tags: array,reverse
 ---
 
 ```cpp
@@ -14,4 +14,6 @@ std::string reverseString(const std::string& input) {
     std::reverse(reversed.begin(), reversed.end());
     return reversed;
 }
+
+reverseString("quicksnip"); // Returns: "pinskciuq"
 ```
diff --git a/snippets/cpp/string-manipulation/split-string.md b/snippets/cpp/string-manipulation/split-string.md
index f903a2b2..362b719c 100644
--- a/snippets/cpp/string-manipulation/split-string.md
+++ b/snippets/cpp/string-manipulation/split-string.md
@@ -2,7 +2,7 @@
 title: Split String
 description: Splits a string by a delimiter
 author: saminjay
-tags: cpp,string,split,utility
+tags: string,split
 ---
 
 ```cpp
@@ -20,4 +20,7 @@ std::vector<std::string> split_string(std::string str, std::string delim) {
     }
     return splits;
 }
+
+// Usage:
+split_string("quick_-snip", "_-"); // Returns: std::vector<std::string> { "quick", "snip" }
 ```
diff --git a/snippets/csharp/basics/hello-world.md b/snippets/csharp/basics/hello-world.md
index 3bca885e..d13463c6 100644
--- a/snippets/csharp/basics/hello-world.md
+++ b/snippets/csharp/basics/hello-world.md
@@ -2,13 +2,13 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: chaitanya-jvnm
-tags: c#,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
-```c#
+```csharp
 public class Program {
   public static void Main(string[] args) {
     System.Console.WriteLine("Hello, World!");
   }
 }
-```
\ No newline at end of file
+```
diff --git a/snippets/csharp/guid-utilities/generate-guid.md b/snippets/csharp/guid-utilities/generate-guid.md
index eaa59a95..43682edf 100644
--- a/snippets/csharp/guid-utilities/generate-guid.md
+++ b/snippets/csharp/guid-utilities/generate-guid.md
@@ -2,11 +2,14 @@
 title: Generate GUID
 description: Generates a new GUID
 author: chaitanya-jvnm
-tags: c#,guid,generate,utility
+tags: guid,generate
 ---
 
-```c#
+```csharp
 public static string GenerateGuid() {
   return Guid.NewGuid().ToString();
 }
-```
\ No newline at end of file
+
+// Usage:
+GenerateGuid(); // Returns: 1c4c38d8-64e4-431b-884a-c6eec2ab02cd (Uuid is random)
+```
diff --git a/snippets/csharp/guid-utilities/validate-guid.md b/snippets/csharp/guid-utilities/validate-guid.md
index 579fc726..2989dfb7 100644
--- a/snippets/csharp/guid-utilities/validate-guid.md
+++ b/snippets/csharp/guid-utilities/validate-guid.md
@@ -2,11 +2,15 @@
 title: Validate GUID
 description: Checks if a string is a valid GUID.
 author: chaitanya-jvnm
-tags: c#,guid,validate,utility
+tags: guid,validate
 ---
 
-```c#
+```csharp
 public static bool IsGuid(string str) {
   return Guid.TryParse(str, out _);
 }
+
+// Usage:
+IsGuid("1c4c38d8-64e4-431b-884a-c6eec2ab02cd"); // Returns: true
+IsGuid("quicksnip"); // Returns: false
 ```
\ No newline at end of file
diff --git a/snippets/csharp/jwt-utilities/decode-jwt.md b/snippets/csharp/jwt-utilities/decode-jwt.md
index 609410e7..6c4c9e01 100644
--- a/snippets/csharp/jwt-utilities/decode-jwt.md
+++ b/snippets/csharp/jwt-utilities/decode-jwt.md
@@ -2,21 +2,15 @@
 title: Decode JWT
 description: Decodes a JWT.
 author: chaitanya-jvnm
-tags: c#,jwt,decode,utility
+tags: jwt,decode
 ---
 
-```c#
-/// <summary>
-/// Decodes the JWT
-/// <summary>
+```csharp
 public static string DecodeJwt(string token) {
   return new JwtSecurityTokenHandler().ReadJwtToken(token).ToString();
 }
 
-//Example
+// Usage:
 string token = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c";
-
-string decodedJwt = DecodeJwt(token);
-
-Console.WriteLine(decodedJwt); //Prints {"alg":"HS256","typ":"JWT"}.{"sub":"1234567890","name":"John Doe","iat":1516239022}
-```
\ No newline at end of file
+DecodeJwt(token); // Returns: "{\"alg\":\"HS256\",\"typ\":\"JWT\"}.{\"sub\":\"1234567890\",\"name\":\"John Doe\",\"iat\":1516239022}"
+```
diff --git a/snippets/csharp/jwt-utilities/generate-jwt.md b/snippets/csharp/jwt-utilities/generate-jwt.md
deleted file mode 100644
index 1074ce7b..00000000
--- a/snippets/csharp/jwt-utilities/generate-jwt.md
+++ /dev/null
@@ -1,15 +0,0 @@
----
-title: Generate JWT
-description: Generates a new JWT.
-author: chaitanya-jvnm
-tags: c#,jwt,generate,utility
----
-
-```c#
-public static string GenerateJwt(string secret, string issuer, string audience, int expirationMinutes) {
-  var securityKey = new SymmetricSecurityKey(Encoding.UTF8.GetBytes(secret));
-  var credentials = new SigningCredentials(securityKey, SecurityAlgorithms.HmacSha256);
-  var token = new JwtSecurityToken(issuer, audience, null, expires: DateTime.UtcNow.AddMinutes(expirationMinutes), signingCredentials: credentials);
-  return new JwtSecurityTokenHandler().WriteToken(token);
-}
-```
\ No newline at end of file
diff --git a/snippets/csharp/jwt-utilities/validate-jwt.md b/snippets/csharp/jwt-utilities/validate-jwt.md
index 855a6c73..48765e7d 100644
--- a/snippets/csharp/jwt-utilities/validate-jwt.md
+++ b/snippets/csharp/jwt-utilities/validate-jwt.md
@@ -2,10 +2,10 @@
 title: Validate JWT
 description: Validates a JWT.
 author: chaitanya-jvnm
-tags: c#,jwt,validate,utility
+tags: jwt,validate
 ---
 
-```c#
+```csharp
 public static bool ValidateJwt(string token, string secret) {
   var tokenHandler = new JwtSecurityTokenHandler();
   var validationParameters = new TokenValidationParameters {
@@ -23,13 +23,11 @@ public static bool ValidateJwt(string token, string secret) {
   }
 }
 
-//Example
+// Usage:
 string JWT = "eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJzdWIiOiIxMjM0NTY3ODkwIiwibmFtZSI6IkpvaG4gRG9lIiwiaWF0IjoxNTE2MjM5MDIyfQ.SflKxwRJSMeKKF2QT4fwpMeJf36POk6yJV_adQssw5c";
-
 string correctSecret = "your-256-bit-secret";
 string wrongSecret = "this-is-not-the-right-secret";
 
-Console.WriteLine(ValidateJwt(JWT, correctSecret)) // returns True
-Console.WriteLine(ValidateJwt(JWT, wrongSecret)) // returns False
-
+ValidateJwt(JWT, correctSecret); // Returns: true
+ValidateJwt(JWT, wrongSecret); // Returns: false
 ```
\ No newline at end of file
diff --git a/snippets/csharp/list-utilities/swap-items-at-index.md b/snippets/csharp/list-utilities/swap-items-at-index.md
index 4e8113a4..5cf47d9f 100644
--- a/snippets/csharp/list-utilities/swap-items-at-index.md
+++ b/snippets/csharp/list-utilities/swap-items-at-index.md
@@ -1,15 +1,11 @@
 ---
-title: Swap two items at determined indexes
+title: Swap items at index
 description: Swaps two items at determined indexes
 author: omegaleo
-tags: csharp,c#,list,utility
+tags: list,swapping
 ---
 
 ```csharp
-/// <summary>
-/// Swaps the position of 2 elements inside of a List
-/// </summary>
-/// <returns>List with swapped elements</returns>
 public static IList<T> Swap<T>(this IList<T> list, int indexA, int indexB)
 {
     (list[indexA], list[indexB]) = (list[indexB], list[indexA]);
@@ -18,11 +14,5 @@ public static IList<T> Swap<T>(this IList<T> list, int indexA, int indexB)
 
 var list = new List<string>() {"Test", "Test2"};
 
-Console.WriteLine(list[0]); // Outputs: Test
-Console.WriteLine(list[1]); // Outputs: Test2
-
-list = list.Swap(0, 1).ToList();
-
-Console.WriteLine(list[0]); // Outputs: Test2
-Console.WriteLine(list[1]); // Outputs: Test
+list.Swap(0, 1); // Swaps "Test" and "Test2" in place
 ```
diff --git a/snippets/csharp/string-utilities/capitalize-first-letter.md b/snippets/csharp/string-utilities/capitalize-first-letter.md
index bad45334..c047398e 100644
--- a/snippets/csharp/string-utilities/capitalize-first-letter.md
+++ b/snippets/csharp/string-utilities/capitalize-first-letter.md
@@ -2,19 +2,14 @@
 title: Capitalize first letter
 description: Makes the first letter of a string uppercase.
 author: chaitanya-jvnm
-tags: c#,string,capitalize,utility
+tags: string,capitalize
 ---
 
-```c#
-/// <summary>
-/// Capitalize the first character of the string
-/// <summary>
+```csharp
 public static string Capitalize(this string str) {
   return str.Substring(0, 1).ToUpper() + str.Substring(1);
 }
 
-//Example
-string example = "hello";
-string captializedExample = example.Capitalize();
-Console.WriteLine(captializedExample); // prints "Hello"
-```
\ No newline at end of file
+// Usage:
+"quicksnip".Capitalize(); // Returns: "Quicksnip"
+```
diff --git a/snippets/csharp/string-utilities/truncate-string.md b/snippets/csharp/string-utilities/truncate-string.md
index 5213bed4..6acc4032 100644
--- a/snippets/csharp/string-utilities/truncate-string.md
+++ b/snippets/csharp/string-utilities/truncate-string.md
@@ -1,21 +1,16 @@
 ---
-title: Truncate a String
+title: Truncate String
 description: Cut off a string once it reaches a determined amount of characters and add '...' to the end of the string
 author: omegaleo
-tags: csharp,c#,list,utility
+tags: string,truncate
 ---
 
 ```csharp
-/// <summary>
-/// Cut off a string once it reaches a <paramref name="maxChars"/> amount of characters and add '...' to the end of the string
-/// </summary>
 public static string Truncate(this string value, int maxChars)
 {
     return value.Length <= maxChars ? value : value.Substring(0, maxChars) + "...";
 }
 
-var str = "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Etiam tristique rhoncus bibendum. Vivamus laoreet tortor vel neque lacinia, nec rhoncus ligula pellentesque. Nullam eu ornare nibh. Donec tincidunt viverra nulla.";
-
-Console.WriteLine(str); // Outputs the full string
-Console.WriteLine(str.Truncate(5)); // Outputs Lorem...
+// Usage:
+"Quicksnip".Truncate(5); // Returns: "Quick..."
 ```
diff --git a/snippets/css/buttons/3d-button-effect.md b/snippets/css/buttons/3d-button-effect.md
index 3498993a..0c4de95c 100644
--- a/snippets/css/buttons/3d-button-effect.md
+++ b/snippets/css/buttons/3d-button-effect.md
@@ -2,7 +2,7 @@
 title: 3D Button Effect
 description: Adds a 3D effect to a button when clicked.
 author: dostonnabotov
-tags: css,button,3D,effect
+tags: button,3D,effect
 ---
 
 ```css
diff --git a/snippets/css/buttons/button-hover-effect.md b/snippets/css/buttons/button-hover-effect.md
index 22f4c2d4..fe1e3b9f 100644
--- a/snippets/css/buttons/button-hover-effect.md
+++ b/snippets/css/buttons/button-hover-effect.md
@@ -2,7 +2,7 @@
 title: Button Hover Effect
 description: Creates a hover effect with a color transition.
 author: dostonnabotov
-tags: css,button,hover,transition
+tags: button,hover,transition
 ---
 
 ```css
diff --git a/snippets/css/buttons/macos-button.md b/snippets/css/buttons/macos-button.md
index 2da30207..2040baa8 100644
--- a/snippets/css/buttons/macos-button.md
+++ b/snippets/css/buttons/macos-button.md
@@ -2,7 +2,7 @@
 title: MacOS Button
 description: A macOS-like button style, with hover and shading effects.
 author: e3nviction
-tags: css,button,macos,hover,transition
+tags: button,macos,hover,transition
 ---
 
 ```css
diff --git a/snippets/css/effects/blur-background.md b/snippets/css/effects/blur-background.md
index 2891e820..0c03820d 100644
--- a/snippets/css/effects/blur-background.md
+++ b/snippets/css/effects/blur-background.md
@@ -2,7 +2,7 @@
 title: Blur Background
 description: Applies a blur effect to the background of an element.
 author: dostonnabotov
-tags: css,blur,background,effects
+tags: blur,background,effects
 ---
 
 ```css
diff --git a/snippets/css/effects/hover-glow-effect.md b/snippets/css/effects/hover-glow-effect.md
index 2c2ec862..e2d87219 100644
--- a/snippets/css/effects/hover-glow-effect.md
+++ b/snippets/css/effects/hover-glow-effect.md
@@ -2,7 +2,7 @@
 title: Hover Glow Effect
 description: Adds a glowing effect on hover.
 author: dostonnabotov
-tags: css,hover,glow,effects
+tags: hover,glow,effects
 ---
 
 ```css
diff --git a/snippets/css/effects/hover-to-reveal-color.md b/snippets/css/effects/hover-to-reveal-color.md
index 0a355e5a..c284ea3a 100644
--- a/snippets/css/effects/hover-to-reveal-color.md
+++ b/snippets/css/effects/hover-to-reveal-color.md
@@ -2,7 +2,7 @@
 title: Hover to Reveal Color
 description: A card with an image that transitions from grayscale to full color on hover.
 author: Haider-Mukhtar
-tags: css,hover,image,effects
+tags: hover,image,effects
 ---
 
 ```css
diff --git a/snippets/css/layouts/css-reset.md b/snippets/css/layouts/css-reset.md
index 9195135b..69b7cb37 100644
--- a/snippets/css/layouts/css-reset.md
+++ b/snippets/css/layouts/css-reset.md
@@ -2,7 +2,7 @@
 title: CSS Reset
 description: Resets some default browser styles, ensuring consistency across browsers.
 author: AmeerMoustafa
-tags: css,reset,browser,layout
+tags: reset,browser,layout
 ---
 
 ```css
diff --git a/snippets/css/layouts/equal-width-columns.md b/snippets/css/layouts/equal-width-columns.md
index 69b4128d..0e383a62 100644
--- a/snippets/css/layouts/equal-width-columns.md
+++ b/snippets/css/layouts/equal-width-columns.md
@@ -2,7 +2,7 @@
 title: Equal-Width Columns
 description: Creates columns with equal widths using flexbox.
 author: dostonnabotov
-tags: css,flexbox,columns,layout
+tags: flexbox,columns,layout
 ---
 
 ```css
diff --git a/snippets/css/layouts/grid-layout.md b/snippets/css/layouts/grid-layout.md
index 04ebd0e9..cd4425b5 100644
--- a/snippets/css/layouts/grid-layout.md
+++ b/snippets/css/layouts/grid-layout.md
@@ -2,7 +2,7 @@
 title: Grid layout
 description: Equal sized items in a responsive grid
 author: xshubhamg
-tags: css,layout,grid
+tags: layout,grid
 ---
 
 ```css
diff --git a/snippets/css/layouts/responsive-design.md b/snippets/css/layouts/responsive-design.md
index 6d983451..95d5f028 100644
--- a/snippets/css/layouts/responsive-design.md
+++ b/snippets/css/layouts/responsive-design.md
@@ -2,7 +2,7 @@
 title: Responsive Design
 description: The different responsive breakpoints.
 author: kruimol
-tags: css,responsive
+tags: responsive,media queries
 ---
 
 ```css
diff --git a/snippets/css/layouts/sticky-footer.md b/snippets/css/layouts/sticky-footer.md
index 8c8c7f09..9d1adc80 100644
--- a/snippets/css/layouts/sticky-footer.md
+++ b/snippets/css/layouts/sticky-footer.md
@@ -2,7 +2,7 @@
 title: Sticky Footer
 description: Ensures the footer always stays at the bottom of the page.
 author: dostonnabotov
-tags: css,layout,footer,sticky
+tags: layout,footer,sticky
 ---
 
 ```css
diff --git a/snippets/css/typography/letter-spacing.md b/snippets/css/typography/letter-spacing.md
index 4871b714..73ad2cf5 100644
--- a/snippets/css/typography/letter-spacing.md
+++ b/snippets/css/typography/letter-spacing.md
@@ -2,7 +2,7 @@
 title: Letter Spacing
 description: Adds space between letters for better readability.
 author: dostonnabotov
-tags: css,typography,spacing
+tags: typography,spacing
 ---
 
 ```css
diff --git a/snippets/css/typography/responsive-font-sizing.md b/snippets/css/typography/responsive-font-sizing.md
index 7eb87f2c..91f961e1 100644
--- a/snippets/css/typography/responsive-font-sizing.md
+++ b/snippets/css/typography/responsive-font-sizing.md
@@ -2,7 +2,7 @@
 title: Responsive Font Sizing
 description: Adjusts font size based on viewport width.
 author: dostonnabotov
-tags: css,font,responsive,typography
+tags: font,responsive,typography
 ---
 
 ```css
diff --git a/snippets/haskell/array-manipulation/binary-search.md b/snippets/haskell/array-manipulation/binary-search.md
index 24be7973..0e6a2e9f 100644
--- a/snippets/haskell/array-manipulation/binary-search.md
+++ b/snippets/haskell/array-manipulation/binary-search.md
@@ -2,7 +2,7 @@
 title: Binary Search
 description: Searches for an element in a sorted array using binary search.
 author: ACR1209
-tags: haskell,array,binary-search,search
+tags: array,binary-search,search
 ---
 
 ```hs
@@ -19,6 +19,7 @@ binarySearch target xs = go 0 (length xs - 1)
         mid = (low + high) `div` 2
         midElem = xs !! mid
 
+-- Usage:
 main :: IO ()
 main = do
     let array = [1, 2, 3, 4, 5]
diff --git a/snippets/haskell/array-manipulation/chunk-array.md b/snippets/haskell/array-manipulation/chunk-array.md
index 6d85256e..006727fa 100644
--- a/snippets/haskell/array-manipulation/chunk-array.md
+++ b/snippets/haskell/array-manipulation/chunk-array.md
@@ -2,7 +2,7 @@
 title: Chunk Array
 description: Splits an array into chunks of a specified size.
 author: ACR1209
-tags: haskell,array,chunk,utility
+tags: array,chunk,utility
 ---
 
 ```hs
@@ -10,6 +10,7 @@ chunkArray :: Int -> [a] -> [[a]]
 chunkArray _ [] = []
 chunkArray n xs = take n xs : chunkArray n (drop n xs)
 
+-- Usage:
 main :: IO ()
 main = do
     let array = [1, 2, 3, 4, 5, 6]
diff --git a/snippets/haskell/array-manipulation/flatten-array.md b/snippets/haskell/array-manipulation/flatten-array.md
deleted file mode 100644
index 9be1cb27..00000000
--- a/snippets/haskell/array-manipulation/flatten-array.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Flatten Array
-description: Flattens a multi-dimensional array.
-author: ACR1209
-tags: haskell,array,flatten,utility
----
-
-```hs
-flatten :: [[a]] -> [a]
-flatten = concat
-
-main :: IO ()
-main = do
-    let array = [[1, 2], [2], [3], [4]]
-    print $ flatten array -- Output: [1, 2, 2, 3, 4]
-```
diff --git a/snippets/haskell/array-manipulation/matrix-transpose.md b/snippets/haskell/array-manipulation/matrix-transpose.md
index 8bec051d..38d81d37 100644
--- a/snippets/haskell/array-manipulation/matrix-transpose.md
+++ b/snippets/haskell/array-manipulation/matrix-transpose.md
@@ -2,7 +2,7 @@
 title: Matrix Transpose
 description: Transposes a 2D matrix.
 author: ACR1209
-tags: haskell,array,matrix,transpose
+tags: array,matrix,transpose
 ---
 
 ```hs
@@ -11,6 +11,7 @@ transposeMatrix [] = []
 transposeMatrix ([]:_) = []
 transposeMatrix xs = map head xs : transposeMatrix (map tail xs)
 
+-- Usage:
 main :: IO ()
 main = do
     let matrix = [[1, 2, 3], [4, 5, 6], [7, 8, 9]]
diff --git a/snippets/haskell/array-manipulation/remove-duplicates.md b/snippets/haskell/array-manipulation/remove-duplicates.md
deleted file mode 100644
index 3af42fa8..00000000
--- a/snippets/haskell/array-manipulation/remove-duplicates.md
+++ /dev/null
@@ -1,19 +0,0 @@
----
-title: Remove duplicates
-description: Removes duplicate values from an array.
-author: ACR1209
-tags: haskell,array,deduplicate,utility
----
-
-```hs
-import Data.List (nub)
-
-removeDuplicates :: Eq a => [a] -> [a]
-removeDuplicates = nub
-
--- Usage
-main :: IO ()
-main = do
-    let array = [1, 2, 2, 3, 4, 4, 5]
-    print $ removeDuplicates array -- Output: [1, 2, 3, 4, 5]
-```
diff --git a/snippets/haskell/basics/hello-world.md b/snippets/haskell/basics/hello-world.md
index a1da8874..044d5671 100644
--- a/snippets/haskell/basics/hello-world.md
+++ b/snippets/haskell/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: ACR1209
-tags: haskell,printing,hello-world,utility
+tags: printing,hello-world,utility
 ---
 
 ```haskell
diff --git a/snippets/haskell/file-handling/append-to-file.md b/snippets/haskell/file-handling/append-to-file.md
deleted file mode 100644
index ecdef843..00000000
--- a/snippets/haskell/file-handling/append-to-file.md
+++ /dev/null
@@ -1,19 +0,0 @@
----
-title: Append to File
-description: Appends text to an existing file.
-author: ACR1209
-tags: haskell,file,append,utilty
----
-
-```hs
-import System.IO
-
-appendToFile :: FilePath -> String -> IO ()
-appendToFile = appendFile 
-
-main :: IO ()
-main = do
-    let file = "example.txt"
-    let text = "This will be appended to the file.\n"
-    appendToFile file text
-```
\ No newline at end of file
diff --git a/snippets/haskell/file-handling/file-exists.md b/snippets/haskell/file-handling/file-exists.md
deleted file mode 100644
index 247761db..00000000
--- a/snippets/haskell/file-handling/file-exists.md
+++ /dev/null
@@ -1,19 +0,0 @@
----
-title: Check if File Exists
-description: Checks if a file exists at a given path.
-author: ACR1209
-tags: haskell,file,exists
----
-
-```hs
-import System.Directory (doesFileExist)
-
-checkFileExists :: FilePath -> IO Bool
-checkFileExists = doesFileExist
-
-main :: IO ()
-main = do
-    let file = "example.txt"
-    exists <- checkFileExists file
-    if exists then putStrLn "File exists." else putStrLn "File does not exist."
-```
\ No newline at end of file
diff --git a/snippets/haskell/file-handling/find-files-with-extension-in-directory.md b/snippets/haskell/file-handling/find-files-in-directory-by-type.md
similarity index 92%
rename from snippets/haskell/file-handling/find-files-with-extension-in-directory.md
rename to snippets/haskell/file-handling/find-files-in-directory-by-type.md
index e9f4f9ce..58a0dab4 100644
--- a/snippets/haskell/file-handling/find-files-with-extension-in-directory.md
+++ b/snippets/haskell/file-handling/find-files-in-directory-by-type.md
@@ -2,7 +2,7 @@
 title: Find Files in Directory by Type
 description: Finds all files in a directory with a specific extension.
 author: ACR1209
-tags: haskell,file,search,extension,filesystem
+tags: file,search,extension,filesystem
 ---
 
 ```hs
@@ -14,6 +14,7 @@ findFilesByExtension dir ext = do
     files <- listDirectory dir
     return $ filter (\f -> takeExtension f == ext) files
 
+-- Usage:
 main :: IO ()
 main = do
     let directory = "."
diff --git a/snippets/haskell/file-handling/read-chunks.md b/snippets/haskell/file-handling/read-file-in-chunks.md
similarity index 94%
rename from snippets/haskell/file-handling/read-chunks.md
rename to snippets/haskell/file-handling/read-file-in-chunks.md
index d6844bd6..ca5c3868 100644
--- a/snippets/haskell/file-handling/read-chunks.md
+++ b/snippets/haskell/file-handling/read-file-in-chunks.md
@@ -2,7 +2,7 @@
 title: Read File in Chunks
 description: Reads a file in chunks grouped by lines.
 author: ACR1209
-tags: haskell,file,read,chunks,utility
+tags: file,read,chunks,utility
 ---
 
 ```hs
@@ -19,6 +19,7 @@ readFileInChunks filePath chunkSize = do
     go [] = []
     go xs = take chunkSize xs : go (drop chunkSize xs)
 
+-- Usage:
 main :: IO ()
 main = do
     let file = "example.txt"
diff --git a/snippets/haskell/file-handling/write-to-file.md b/snippets/haskell/file-handling/write-to-file.md
deleted file mode 100644
index 33fed448..00000000
--- a/snippets/haskell/file-handling/write-to-file.md
+++ /dev/null
@@ -1,19 +0,0 @@
----
-title: Write to File
-description: Writes text to a file, overwriting any existing content.
-author: ACR1209
-tags: haskell,file,write
----
-
-```hs
-import System.IO (writeFile)
-
-writeToFile :: FilePath -> String -> IO ()
-writeToFile = writeFile
-
-main :: IO ()
-main = do
-    let file = "example.txt"
-    let content = "This is new content."
-    writeToFile file content
-```
\ No newline at end of file
diff --git a/snippets/haskell/monads/either-monad.md b/snippets/haskell/monads/either-monad-for-error-handling.md
similarity index 91%
rename from snippets/haskell/monads/either-monad.md
rename to snippets/haskell/monads/either-monad-for-error-handling.md
index 883a4c50..bf4c107d 100644
--- a/snippets/haskell/monads/either-monad.md
+++ b/snippets/haskell/monads/either-monad-for-error-handling.md
@@ -2,7 +2,7 @@
 title: Either Monad for Error Handling
 description: Using the Either monad to handle errors in a computation.
 author: ACR1209
-tags: haskell, monads, either, error handling
+tags: monads, either, error handling
 ---
 
 ```hs
@@ -10,6 +10,7 @@ safeDiv :: Int -> Int -> Either String Int
 safeDiv _ 0 = Left "Division by zero error"
 safeDiv x y = Right (x `div` y)
 
+-- Usage:
 main :: IO ()
 main = do
     let result = do
diff --git a/snippets/haskell/monads/maybe-monad.md b/snippets/haskell/monads/maybe-monad.md
index 4c33f856..b452f70d 100644
--- a/snippets/haskell/monads/maybe-monad.md
+++ b/snippets/haskell/monads/maybe-monad.md
@@ -2,7 +2,7 @@
 title: Maybe Monad
 description: Using the Maybe monad to handle computations that might fail.
 author: ACR1209
-tags: haskell, monads, maybe
+tags: monads, maybe
 ---
 
 ```hs
@@ -10,6 +10,7 @@ safeDiv :: Int -> Int -> Maybe Int
 safeDiv _ 0 = Nothing
 safeDiv x y = Just (x `div` y)
 
+-- Usage:
 main :: IO ()
 main = do
     let result = do
diff --git a/snippets/haskell/monads/state-monad.md b/snippets/haskell/monads/state-monad.md
index a723bb55..baa09f14 100644
--- a/snippets/haskell/monads/state-monad.md
+++ b/snippets/haskell/monads/state-monad.md
@@ -2,7 +2,7 @@
 title: State Monad
 description: Managing mutable state using the State monad.
 author: ACR1209
-tags: haskell, monads, state, state-management
+tags: monads, state, state-management
 ---
 
 ```hs
@@ -14,6 +14,7 @@ increment = do
     put (count + 1)
     return count
 
+-- Usage:
 main :: IO ()
 main = do
     let (res1, intermediateState) = runState increment 0
diff --git a/snippets/haskell/monads/writer-monad.md b/snippets/haskell/monads/writer-monad.md
index f1b3ac97..089e2b17 100644
--- a/snippets/haskell/monads/writer-monad.md
+++ b/snippets/haskell/monads/writer-monad.md
@@ -2,7 +2,7 @@
 title: Writer Monad
 description: Using the Writer monad to accumulate logs or other outputs alongside a computation.
 author: ACR1209
-tags: haskell, monads, writer, logs
+tags: monads, writer, logs
 ---
 
 ```hs
@@ -13,6 +13,7 @@ addAndLog x y = do
     tell ["Adding " ++ show x ++ " and " ++ show y]
     return (x + y)
 
+-- Usage:
 main :: IO ()
 main = do
     let (result, logs) = runWriter $ do
diff --git a/snippets/haskell/string-manipulation/camelcase-to-snakecase.md b/snippets/haskell/string-manipulation/camelcase-to-snake-case.md
similarity index 81%
rename from snippets/haskell/string-manipulation/camelcase-to-snakecase.md
rename to snippets/haskell/string-manipulation/camelcase-to-snake-case.md
index c3c09a14..11c0fb34 100644
--- a/snippets/haskell/string-manipulation/camelcase-to-snakecase.md
+++ b/snippets/haskell/string-manipulation/camelcase-to-snake-case.md
@@ -1,8 +1,8 @@
 ---
-title: Transform Camel Case to Snake Case
+title: CamelCase to snake_case
 description: Converts a Camel Case string to Snake case.
 author: ACR1209
-tags: haskell,string,convert,camel-case,snake-case,utility
+tags: string,convert,camel-case,snake-case,utility
 ---
 
 ```hs
@@ -14,6 +14,7 @@ camelToSnake (x:xs)
     | isUpper x = '_' : toLower x : camelToSnake xs
     | otherwise = x : camelToSnake xs
 
+-- Usage:
 main :: IO ()
 main = do
     let camelCase = "camelCaseToSnakeCase"
diff --git a/snippets/haskell/string-manipulation/capitalize-words.md b/snippets/haskell/string-manipulation/capitalize-words.md
index dbf75c61..613bf1d5 100644
--- a/snippets/haskell/string-manipulation/capitalize-words.md
+++ b/snippets/haskell/string-manipulation/capitalize-words.md
@@ -2,7 +2,7 @@
 title: Capitalize Words
 description: Capitalizes the first letter of each word in a string.
 author: ACR1209
-tags: haskell,string,capitalize,words
+tags: string,capitalize,words
 ---
 
 ```hs
@@ -14,6 +14,7 @@ capitalizeWords = unwords . map capitalize . words
     capitalize []     = []
     capitalize (x:xs) = toUpper x : xs
 
+-- Usage:
 main :: IO ()
 main = do
     let sentence = "haskell is awesome"
diff --git a/snippets/haskell/string-manipulation/count-word-ocurrences.md b/snippets/haskell/string-manipulation/count-word-occurrences-in-string.md
similarity index 91%
rename from snippets/haskell/string-manipulation/count-word-ocurrences.md
rename to snippets/haskell/string-manipulation/count-word-occurrences-in-string.md
index 6c677631..eacf7249 100644
--- a/snippets/haskell/string-manipulation/count-word-ocurrences.md
+++ b/snippets/haskell/string-manipulation/count-word-occurrences-in-string.md
@@ -2,7 +2,7 @@
 title: Count Word Occurrences in String
 description: Counts the occurrences of each word in a given string.
 author: ACR1209
-tags: haskell,string,occurrences,word-count
+tags: string,occurrences,word-count
 ---
 
 ```hs
@@ -11,6 +11,7 @@ import Data.List (group, sort)
 countWordOccurrences :: String -> [(String, Int)]
 countWordOccurrences = map (\(w:ws) -> (w, length (w:ws))) . group . sort . words
 
+-- Usage:
 main :: IO ()
 main = do
     let text = "haskell is awesome and haskell is fun"
diff --git a/snippets/haskell/string-manipulation/remove-punctuation.md b/snippets/haskell/string-manipulation/remove-punctuation.md
index 64bc18be..b2e3d4ff 100644
--- a/snippets/haskell/string-manipulation/remove-punctuation.md
+++ b/snippets/haskell/string-manipulation/remove-punctuation.md
@@ -2,7 +2,7 @@
 title: Remove Punctuation
 description: Removes all punctuation from a given string.
 author: ACR1209
-tags: haskell,string,punctuation,remove
+tags: string,punctuation,remove
 ---
 
 ```hs
@@ -11,6 +11,7 @@ import Data.Char (isPunctuation)
 removePunctuation :: String -> String
 removePunctuation = filter (not . isPunctuation)
 
+-- Usage:
 main :: IO ()
 main = do
     let text = "Hello, Haskell! How's it going?"
diff --git a/snippets/haskell/string-manipulation/snakecase-to-camelcase.md b/snippets/haskell/string-manipulation/snake-case-to-camelcase.md
similarity index 79%
rename from snippets/haskell/string-manipulation/snakecase-to-camelcase.md
rename to snippets/haskell/string-manipulation/snake-case-to-camelcase.md
index 14664088..6086ddf9 100644
--- a/snippets/haskell/string-manipulation/snakecase-to-camelcase.md
+++ b/snippets/haskell/string-manipulation/snake-case-to-camelcase.md
@@ -1,8 +1,8 @@
 ---
-title: Transform from Snake Case to Camel Case
+title: Snake_Case to CamelCase
 description: Converts a Snake Case string to Camel Case.
 author: ACR1209
-tags: haskell,string,convert,snake-case,camel-case,utilty
+tags: string,convert,snake-case,camel-case,utilty
 ---
 
 ```hs
@@ -13,6 +13,7 @@ snakeToCamel [] = []
 snakeToCamel ('_':x:xs) = toUpper x : snakeToCamel xs
 snakeToCamel (x:xs) = x : snakeToCamel xs
 
+-- Usage:
 main :: IO ()
 main = do
     let snakeCase = "snake_case_to_camel_case"
diff --git a/snippets/haskell/string-manipulation/truncate-string.md b/snippets/haskell/string-manipulation/truncate-string.md
index fe687d3c..bf4aebff 100644
--- a/snippets/haskell/string-manipulation/truncate-string.md
+++ b/snippets/haskell/string-manipulation/truncate-string.md
@@ -1,8 +1,8 @@
 ---
-title: Truncate Strings
+title: Truncate String
 description: Truncates a string to a specified length, optionally adding an ellipsis.
 author: ACR1209
-tags: haskell,string,truncate,utility
+tags: string,truncate,utility
 ---
 
 ```hs
@@ -11,6 +11,7 @@ truncateString maxLength str
     | length str <= maxLength = str
     | otherwise = take (maxLength - 3) str ++ "..."
 
+-- Usage:
 main :: IO ()
 main = do
     let longString = "Haskell is a powerful functional programming language."
diff --git a/snippets/html/basic-layouts/grid-layout-with-navigation.md b/snippets/html/basic-layouts/grid-layout-with-navigation.md
index da6c47cf..fc23914e 100644
--- a/snippets/html/basic-layouts/grid-layout-with-navigation.md
+++ b/snippets/html/basic-layouts/grid-layout-with-navigation.md
@@ -2,7 +2,7 @@
 title: Grid Layout with Navigation
 description: Full-height grid layout with header navigation using nesting syntax.
 author: GreenMan36
-tags: html,css,layout,sticky,grid,full-height
+tags: css,layout,sticky,grid,full-height
 ---
 
 ```html
diff --git a/snippets/html/basic-layouts/sticky-header-footer-layout.md b/snippets/html/basic-layouts/sticky-header-footer-layout.md
index 26c065eb..56aae47f 100644
--- a/snippets/html/basic-layouts/sticky-header-footer-layout.md
+++ b/snippets/html/basic-layouts/sticky-header-footer-layout.md
@@ -2,7 +2,7 @@
 title: Sticky Header-Footer Layout
 description: Full-height layout with sticky header and footer, using modern viewport units and flexbox.
 author: GreenMan36
-tags: html,css,layout,sticky,flexbox,viewport
+tags: css,layout,sticky,flexbox,viewport
 ---
 
 ```html
diff --git a/snippets/javascript/array-manipulation/flatten-array.md b/snippets/javascript/array-manipulation/flatten-array.md
deleted file mode 100644
index 7d2546d8..00000000
--- a/snippets/javascript/array-manipulation/flatten-array.md
+++ /dev/null
@@ -1,14 +0,0 @@
----
-title: Flatten Array
-description: Flattens a multi-dimensional array.
-author: dostonnabotov
-tags: javascript,array,flatten,utility
----
-
-```js
-const flattenArray = (arr) => arr.flat(Infinity);
-
-// Usage:
-const nestedArray = [1, [2, [3, [4]]]];
-console.log(flattenArray(nestedArray)); // Output: [1, 2, 3, 4]
-```
diff --git a/snippets/javascript/array-manipulation/partition-an-array-into-two.md b/snippets/javascript/array-manipulation/partition-array.md
similarity index 75%
rename from snippets/javascript/array-manipulation/partition-an-array-into-two.md
rename to snippets/javascript/array-manipulation/partition-array.md
index cc26fd06..92c9bb3c 100644
--- a/snippets/javascript/array-manipulation/partition-an-array-into-two.md
+++ b/snippets/javascript/array-manipulation/partition-array.md
@@ -2,7 +2,7 @@
 title: Partition Array
 description: Splits an array into two arrays based on a callback function.
 author: Swaraj-Singh-30
-tags: javascript,array,partition,reduce,utility
+tags: array,partition,reduce
 ---
 
 ```js
@@ -15,5 +15,5 @@ const partition = (arr, callback) =>
 // Usage:
 const numbers = [1, 2, 3, 4, 5, 6];
 const isEven = (n) => n % 2 === 0;
-console.log(partition(numbers, isEven)); // Output: [[2, 4, 6], [1, 3, 5]]
+partition(numbers, isEven); // Returns: [[2, 4, 6], [1, 3, 5]]
 ```
\ No newline at end of file
diff --git a/snippets/javascript/array-manipulation/remove-duplicates.md b/snippets/javascript/array-manipulation/remove-duplicates.md
index 134bfc89..4f04ac93 100644
--- a/snippets/javascript/array-manipulation/remove-duplicates.md
+++ b/snippets/javascript/array-manipulation/remove-duplicates.md
@@ -2,7 +2,7 @@
 title: Remove Duplicates
 description: Removes duplicate values from an array.
 author: dostonnabotov
-tags: javascript,array,deduplicate,utility
+tags: array,deduplicate
 ---
 
 ```js
@@ -10,5 +10,5 @@ const removeDuplicates = (arr) => [...new Set(arr)];
 
 // Usage:
 const numbers = [1, 2, 2, 3, 4, 4, 5];
-console.log(removeDuplicates(numbers)); // Output: [1, 2, 3, 4, 5]
+removeDuplicates(numbers); // Returns: [1, 2, 3, 4, 5]
 ```
diff --git a/snippets/javascript/array-manipulation/remove-falsy-value.md b/snippets/javascript/array-manipulation/remove-falsy-value.md
deleted file mode 100644
index 2b9dd71f..00000000
--- a/snippets/javascript/array-manipulation/remove-falsy-value.md
+++ /dev/null
@@ -1,14 +0,0 @@
----
-title: Remove Falsy Values
-description: Removes falsy values like null, undefined, and false from an array.
-author: mubasshir
-tags: javascript,array,falsy,filter
----
-
-```js
-const removeFalsy = (arr) => arr.filter(Boolean);
-
-// Usage:
-const array = [0, 1, false, 2, "", 3, null];
-console.log(removeFalsy(array)); // Output: [1, 2, 3]
-```
diff --git a/snippets/javascript/array-manipulation/remove-falsy-values.md b/snippets/javascript/array-manipulation/remove-falsy-values.md
new file mode 100644
index 00000000..2a6c72d7
--- /dev/null
+++ b/snippets/javascript/array-manipulation/remove-falsy-values.md
@@ -0,0 +1,14 @@
+---
+title: Remove Falsy Values
+description: Removes falsy values from an array.
+author: mubasshir
+tags: array,falsy,filter
+---
+
+```js
+const removeFalsy = (arr) => arr.filter(Boolean);
+
+// Usage:
+const array = [0, 1, false, 2, "", 3, null];
+removeFalsy(array); // Returns: [1, 2, 3]
+```
diff --git a/snippets/javascript/array-manipulation/shuffle-array.md b/snippets/javascript/array-manipulation/shuffle-array.md
index 7f41f9aa..97670824 100644
--- a/snippets/javascript/array-manipulation/shuffle-array.md
+++ b/snippets/javascript/array-manipulation/shuffle-array.md
@@ -2,7 +2,7 @@
 title: Shuffle Array
 description: Shuffles an Array.
 author: loxt-nixo
-tags: javascript,array,shuffle,utility
+tags: array,shuffle
 ---
 
 ```js
@@ -12,4 +12,8 @@ function shuffleArray(array) {
         [array[i], array[j]] = [array[j], array[i]];
     }
 }
+
+// Usage:
+const array = [1, 2, 3, 4, 5];
+shuffleArray(array); // Shuffles `array` in place
 ```
diff --git a/snippets/javascript/array-manipulation/zip-arrays.md b/snippets/javascript/array-manipulation/zip-arrays.md
index 12d3a7d7..d18a8371 100644
--- a/snippets/javascript/array-manipulation/zip-arrays.md
+++ b/snippets/javascript/array-manipulation/zip-arrays.md
@@ -2,7 +2,7 @@
 title: Zip Arrays
 description: Combines two arrays by pairing corresponding elements from each array.
 author: Swaraj-Singh-30
-tags: javascript,array,utility,map
+tags: array,map
 ---
 
 ```js
diff --git a/snippets/javascript/basics/hello-world.md b/snippets/javascript/basics/hello-world.md
index b65c84b9..d553cde6 100644
--- a/snippets/javascript/basics/hello-world.md
+++ b/snippets/javascript/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: James-Beans
-tags: javascript,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
 ```js
diff --git a/snippets/javascript/date-and-time/add-days-to-a-date.md b/snippets/javascript/date-and-time/add-days-to-a-date.md
deleted file mode 100644
index 34cb879a..00000000
--- a/snippets/javascript/date-and-time/add-days-to-a-date.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-title: Add Days to a Date
-description: Adds a specified number of days to a given date.
-author: axorax
-tags: javascript,date,add-days,utility
----
-
-```js
-const addDays = (date, days) => {
-  const result = new Date(date);
-  result.setDate(result.getDate() + days);
-  return result;
-};
-
-// Usage:
-const today = new Date();
-console.log(addDays(today, 10)); // Output: Date object 10 days ahead
-```
diff --git a/snippets/javascript/date-and-time/check-leap-year.md b/snippets/javascript/date-and-time/check-leap-year.md
index c65fac67..520b990f 100644
--- a/snippets/javascript/date-and-time/check-leap-year.md
+++ b/snippets/javascript/date-and-time/check-leap-year.md
@@ -2,13 +2,13 @@
 title: Check Leap Year
 description: Determines if a given year is a leap year.
 author: axorax
-tags: javascript,date,leap-year,utility
+tags: date,leap-year
 ---
 
 ```js
 const isLeapYear = (year) => (year % 4 === 0 && year % 100 !== 0) || year % 400 === 0;
 
 // Usage:
-console.log(isLeapYear(2024)); // Output: true
-console.log(isLeapYear(2023)); // Output: false
+isLeapYear(2024); // Returns: true
+isLeapYear(2023); // Returns: false
 ```
diff --git a/snippets/javascript/date-and-time/convert-to-unix-timestamp.md b/snippets/javascript/date-and-time/convert-to-unix-timestamp.md
index 87bcceaa..12020d26 100644
--- a/snippets/javascript/date-and-time/convert-to-unix-timestamp.md
+++ b/snippets/javascript/date-and-time/convert-to-unix-timestamp.md
@@ -2,17 +2,10 @@
 title: Convert to Unix Timestamp
 description: Converts a date to a Unix timestamp in seconds.
 author: Yugveer06
-tags: javascript,date,unix,timestamp,utility
+tags: date,unix,timestamp
 ---
 
 ```js
-/**
- * Converts a date string or Date object to Unix timestamp in seconds.
- *
- * @param {string|Date} input - A valid date string or Date object.
- * @returns {number} - The Unix timestamp in seconds.
- * @throws {Error} - Throws an error if the input is invalid.
- */
 function convertToUnixSeconds(input) {
   if (typeof input === 'string') {
     if (!input.trim()) {
@@ -39,8 +32,8 @@ function convertToUnixSeconds(input) {
   return Math.floor(date.getTime() / 1000);
 }
 
-// Usage
-console.log(convertToUnixSeconds('2025-01-01T12:00:00Z')); // 1735732800
-console.log(convertToUnixSeconds(new Date('2025-01-01T12:00:00Z'))); // 1735732800
-console.log(convertToUnixSeconds(new Date())); //Current Unix timestamp in seconds (varies depending on execution time)
+// Usage:
+convertToUnixSeconds('2025-01-01T12:00:00Z'); // Returns: 1735732800
+convertToUnixSeconds(new Date('2025-01-01T12:00:00Z')); // Returns: 1735732800
+convertToUnixSeconds(new Date()); // Returns: Current Unix timestamp in seconds
 ```
diff --git a/snippets/javascript/date-and-time/format-date.md b/snippets/javascript/date-and-time/format-date.md
index db75a004..9c7ef8ff 100644
--- a/snippets/javascript/date-and-time/format-date.md
+++ b/snippets/javascript/date-and-time/format-date.md
@@ -2,12 +2,12 @@
 title: Format Date
 description: Formats a date in 'YYYY-MM-DD' format.
 author: dostonnabotov
-tags: javascript,date,format,utility
+tags: date,format
 ---
 
 ```js
 const formatDate = (date) => date.toISOString().split('T')[0];
 
 // Usage:
-console.log(formatDate(new Date())); // Output: '2024-12-10'
+formatDate(new Date(2024, 11, 10)); // Returns: '2024-12-10'
 ```
diff --git a/snippets/javascript/date-and-time/get-current-timestamp.md b/snippets/javascript/date-and-time/get-current-timestamp.md
deleted file mode 100644
index 2581e299..00000000
--- a/snippets/javascript/date-and-time/get-current-timestamp.md
+++ /dev/null
@@ -1,13 +0,0 @@
----
-title: Get Current Timestamp
-description: Retrieves the current timestamp in milliseconds since January 1, 1970.
-author: axorax
-tags: javascript,date,timestamp,utility
----
-
-```js
-const getCurrentTimestamp = () => Date.now();
-
-// Usage:
-console.log(getCurrentTimestamp()); // Output: 1691825935839 (example)
-```
diff --git a/snippets/javascript/date-and-time/get-day-of-the-year.md b/snippets/javascript/date-and-time/get-day-of-the-year.md
index 9ac076db..6c7349c1 100644
--- a/snippets/javascript/date-and-time/get-day-of-the-year.md
+++ b/snippets/javascript/date-and-time/get-day-of-the-year.md
@@ -2,7 +2,7 @@
 title: Get Day of the Year
 description: Calculates the day of the year (1-365 or 1-366 for leap years) for a given date.
 author: axorax
-tags: javascript,date,day-of-year,utility
+tags: date,day-of-year
 ---
 
 ```js
@@ -13,6 +13,5 @@ const getDayOfYear = (date) => {
 };
 
 // Usage:
-const today = new Date('2024-12-31');
-console.log(getDayOfYear(today)); // Output: 366 (in a leap year)
+getDayOfYear(new Date('2024-12-31')) // Returns: 366 (Leap year)
 ```
diff --git a/snippets/javascript/date-and-time/get-days-in-month.md b/snippets/javascript/date-and-time/get-days-in-month.md
index d1c97b3e..a9eb8661 100644
--- a/snippets/javascript/date-and-time/get-days-in-month.md
+++ b/snippets/javascript/date-and-time/get-days-in-month.md
@@ -2,13 +2,13 @@
 title: Get Days in Month
 description: Calculates the number of days in a specific month of a given year.
 author: axorax
-tags: javascript,date,days-in-month,utility
+tags: date,days-in-month
 ---
 
 ```js
 const getDaysInMonth = (year, month) => new Date(year, month + 1, 0).getDate();
 
 // Usage:
-console.log(getDaysInMonth(2024, 1)); // Output: 29 (February in a leap year)
-console.log(getDaysInMonth(2023, 1)); // Output: 28
+getDaysInMonth(2024, 1); // Returns: 29 (February in a leap year)
+getDaysInMonth(2023, 1); // Returns: 28
 ```
diff --git a/snippets/javascript/date-and-time/get-time-difference.md b/snippets/javascript/date-and-time/get-time-difference.md
index 57f4e210..11176ec7 100644
--- a/snippets/javascript/date-and-time/get-time-difference.md
+++ b/snippets/javascript/date-and-time/get-time-difference.md
@@ -2,7 +2,7 @@
 title: Get Time Difference
 description: Calculates the time difference in days between two dates.
 author: dostonnabotov
-tags: javascript,date,time-difference,utility
+tags: date,time-difference
 ---
 
 ```js
@@ -14,5 +14,5 @@ const getTimeDifference = (date1, date2) => {
 // Usage:
 const date1 = new Date('2024-01-01');
 const date2 = new Date('2024-12-31');
-console.log(getTimeDifference(date1, date2)); // Output: 365
+getTimeDifference(date1, date2); // Returns: 365
 ```
diff --git a/snippets/javascript/date-and-time/relative-time-formatter.md b/snippets/javascript/date-and-time/relative-time-formatter.md
index 936f6aaa..bc095bae 100644
--- a/snippets/javascript/date-and-time/relative-time-formatter.md
+++ b/snippets/javascript/date-and-time/relative-time-formatter.md
@@ -2,7 +2,7 @@
 title: Relative Time Formatter
 description: Displays how long ago a date occurred or how far in the future a date is.
 author: Yugveer06
-tags: javascript,date,time,relative,future,past,utility
+tags: date,time,relative,future,past
 ---
 
 ```js
@@ -27,10 +27,10 @@ const getRelativeTime = (date) => {
   return `${isFuture ? 'in ' : ''}${seconds} ${seconds === 1 ? 'second' : 'seconds'}${isFuture ? '' : ' ago'}`;
 }
 
-// usage
+// Usage:
 const pastDate = new Date('2021-12-29 13:00:00');
-const futureDate = new Date('2026-12-29 13:00:00');
-console.log(getRelativeTime(pastDate)); // x years ago
-console.log(getRelativeTime(new Date())); // just now
-console.log(getRelativeTime(futureDate)); // in x years
+const futureDate = new Date('2099-12-29 13:00:00');
+getRelativeTime(pastDate); // x years ago
+getRelativeTime(new Date()); // just now
+getRelativeTime(futureDate); // in x years
 ```
diff --git a/snippets/javascript/date-and-time/start-of-the-day.md b/snippets/javascript/date-and-time/start-of-the-day.md
index 39d417a8..f9f78524 100644
--- a/snippets/javascript/date-and-time/start-of-the-day.md
+++ b/snippets/javascript/date-and-time/start-of-the-day.md
@@ -2,7 +2,7 @@
 title: Start of the Day
 description: Returns the start of the day (midnight) for a given date.
 author: axorax
-tags: javascript,date,start-of-day,utility
+tags: date,start-of-day
 ---
 
 ```js
@@ -10,5 +10,5 @@ const startOfDay = (date) => new Date(date.setHours(0, 0, 0, 0));
 
 // Usage:
 const today = new Date();
-console.log(startOfDay(today)); // Output: Date object for midnight
+startOfDay(today); // Returns: Date object for midnight
 ```
diff --git a/snippets/javascript/dom-manipulation/change-element-style.md b/snippets/javascript/dom-manipulation/change-element-style.md
index 32ec73ea..453a212c 100644
--- a/snippets/javascript/dom-manipulation/change-element-style.md
+++ b/snippets/javascript/dom-manipulation/change-element-style.md
@@ -2,7 +2,7 @@
 title: Change Element Style
 description: Changes the inline style of an element.
 author: axorax
-tags: javascript,dom,style,utility
+tags: dom,style
 ---
 
 ```js
diff --git a/snippets/javascript/dom-manipulation/get-element-position.md b/snippets/javascript/dom-manipulation/get-element-position.md
deleted file mode 100644
index e7958b6a..00000000
--- a/snippets/javascript/dom-manipulation/get-element-position.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-title: Get Element Position
-description: Gets the position of an element relative to the viewport.
-author: axorax
-tags: javascript,dom,position,utility
----
-
-```js
-const getElementPosition = (element) => {
-  const rect = element.getBoundingClientRect();
-  return { x: rect.left, y: rect.top };
-};
-
-// Usage:
-const element = document.querySelector('.my-element');
-const position = getElementPosition(element);
-console.log(position); // { x: 100, y: 150 }
-```
diff --git a/snippets/javascript/dom-manipulation/remove-element.md b/snippets/javascript/dom-manipulation/remove-element.md
index 5874b3cd..f319b964 100644
--- a/snippets/javascript/dom-manipulation/remove-element.md
+++ b/snippets/javascript/dom-manipulation/remove-element.md
@@ -2,7 +2,7 @@
 title: Remove Element
 description: Removes a specified element from the DOM.
 author: axorax
-tags: javascript,dom,remove,utility
+tags: dom,remove
 ---
 
 ```js
diff --git a/snippets/javascript/dom-manipulation/smooth-scroll-to-element.md b/snippets/javascript/dom-manipulation/smooth-scroll-to-element.md
deleted file mode 100644
index eccc9c68..00000000
--- a/snippets/javascript/dom-manipulation/smooth-scroll-to-element.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Smooth Scroll to Element
-description: Scrolls smoothly to a specified element.
-author: dostonnabotov
-tags: javascript,dom,scroll,ui
----
-
-```js
-const smoothScroll = (element) => {
-  element.scrollIntoView({ behavior: 'smooth' });
-};
-
-// Usage:
-const target = document.querySelector('#target');
-smoothScroll(target);
-```
diff --git a/snippets/javascript/dom-manipulation/toggle-class.md b/snippets/javascript/dom-manipulation/toggle-class.md
deleted file mode 100644
index 30473093..00000000
--- a/snippets/javascript/dom-manipulation/toggle-class.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Toggle Class
-description: Toggles a class on an element.
-author: dostonnabotov
-tags: javascript,dom,class,utility
----
-
-```js
-const toggleClass = (element, className) => {
-  element.classList.toggle(className);
-};
-
-// Usage:
-const element = document.querySelector('.my-element');
-toggleClass(element, 'active');
-```
diff --git a/snippets/javascript/function-utilities/compose-functions.md b/snippets/javascript/function-utilities/compose-functions.md
index f05da50e..d56b95d2 100644
--- a/snippets/javascript/function-utilities/compose-functions.md
+++ b/snippets/javascript/function-utilities/compose-functions.md
@@ -2,7 +2,7 @@
 title: Compose Functions
 description: Composes multiple functions into a single function, where the output of one function becomes the input of the next.
 author: axorax
-tags: javascript,function,compose,utility
+tags: function,compose
 ---
 
 ```js
@@ -14,5 +14,5 @@ const compose = (...funcs) => (initialValue) => {
 const add2 = (x) => x + 2;
 const multiply3 = (x) => x * 3;
 const composed = compose(multiply3, add2);
-console.log(composed(5)); // Output: 21 ((5 + 2) * 3)
+composed(5); // Returns: 17 ((5 * 3) + 2)
 ```
diff --git a/snippets/javascript/function-utilities/curry-function.md b/snippets/javascript/function-utilities/curry-function.md
index aa74ab60..a16bb16b 100644
--- a/snippets/javascript/function-utilities/curry-function.md
+++ b/snippets/javascript/function-utilities/curry-function.md
@@ -2,7 +2,7 @@
 title: Curry Function
 description: Transforms a function into its curried form.
 author: axorax
-tags: javascript,curry,function,utility
+tags: curry,function
 ---
 
 ```js
@@ -19,6 +19,6 @@ const curry = (func) => {
 // Usage:
 const add = (a, b, c) => a + b + c;
 const curriedAdd = curry(add);
-console.log(curriedAdd(1)(2)(3)); // Output: 6
-console.log(curriedAdd(1, 2)(3)); // Output: 6
+curriedAdd(1)(2)(3); // Returns: 6
+curriedAdd(1, 2)(3); // Returns: 6
 ```
diff --git a/snippets/javascript/function-utilities/debounce-function.md b/snippets/javascript/function-utilities/debounce-function.md
index fc3674d4..0967eb01 100644
--- a/snippets/javascript/function-utilities/debounce-function.md
+++ b/snippets/javascript/function-utilities/debounce-function.md
@@ -2,7 +2,7 @@
 title: Debounce Function
 description: Delays a function execution until after a specified time.
 author: dostonnabotov
-tags: javascript,utility,debounce,performance
+tags: debounce,performance
 ---
 
 ```js
@@ -16,5 +16,8 @@ const debounce = (func, delay) => {
 };
 
 // Usage:
-window.addEventListener('resize', debounce(() => console.log('Resized!'), 500));
+window.addEventListener(
+  'resize',
+  debounce(() => console.log('Resized!'), 500), // Will only output after resizing has stopped for 500ms
+);
 ```
diff --git a/snippets/javascript/function-utilities/get-contrast-color.md b/snippets/javascript/function-utilities/get-contrast-color.md
index 2dd5862b..4f07dbe7 100644
--- a/snippets/javascript/function-utilities/get-contrast-color.md
+++ b/snippets/javascript/function-utilities/get-contrast-color.md
@@ -2,7 +2,7 @@
 title: Get Contrast Color
 description: Returns either black or white text color based on the brightness of the provided hex color.
 author: yaya12085
-tags: javascript,color,hex,contrast,brightness,utility
+tags: color,hex,contrast,brightness
 ---
 
 ```js
@@ -19,8 +19,8 @@ const getContrastColor = (hexColor) => {
 };
 
 // Usage:
-console.log(getContrastColor('#fff')); // Output: #000000 (black)
-console.log(getContrastColor('#123456')); // Output: #FFFFFF (white)
-console.log(getContrastColor('#ff6347')); // Output: #000000 (black)
-console.log(getContrastColor('#f4f')); // Output: #000000 (black)
+getContrastColor('#fff'); // Returns: #000000 (black)
+getContrastColor('#123456'); // Returns: #FFFFFF (white)
+getContrastColor('#ff6347'); // Returns: #000000 (black)
+getContrastColor('#f4f'); // Returns: #000000 (black)
 ```
diff --git a/snippets/javascript/function-utilities/memoize-function.md b/snippets/javascript/function-utilities/memoize-function.md
index dcde72bf..8902e100 100644
--- a/snippets/javascript/function-utilities/memoize-function.md
+++ b/snippets/javascript/function-utilities/memoize-function.md
@@ -2,7 +2,7 @@
 title: Memoize Function
 description: Caches the result of a function based on its arguments to improve performance.
 author: axorax
-tags: javascript,memoization,optimization,utility
+tags: memoization,optimization
 ---
 
 ```js
@@ -21,6 +21,6 @@ const memoize = (func) => {
 
 // Usage:
 const factorial = memoize((n) => (n <= 1 ? 1 : n * factorial(n - 1)));
-console.log(factorial(5)); // Output: 120
-console.log(factorial(5)); // Output: 120 (retrieved from cache)
+factorial(5); // Returns: 120
+factorial(5); // Returns: 120 (retrieved from cache)
 ```
diff --git a/snippets/javascript/function-utilities/once-function.md b/snippets/javascript/function-utilities/once-function.md
index 62db4b46..59be4260 100644
--- a/snippets/javascript/function-utilities/once-function.md
+++ b/snippets/javascript/function-utilities/once-function.md
@@ -2,7 +2,7 @@
 title: Once Function
 description: Ensures a function is only called once.
 author: axorax
-tags: javascript,function,once,utility
+tags: function,once
 ---
 
 ```js
diff --git a/snippets/javascript/function-utilities/rate-limit-function.md b/snippets/javascript/function-utilities/rate-limit-function.md
index d6dc81b2..fb1e19ed 100644
--- a/snippets/javascript/function-utilities/rate-limit-function.md
+++ b/snippets/javascript/function-utilities/rate-limit-function.md
@@ -2,7 +2,7 @@
 title: Rate Limit Function
 description: Limits how often a function can be executed within a given time window.
 author: axorax
-tags: javascript,function,rate-limiting,utility
+tags: function,rate-limiting
 ---
 
 ```js
@@ -24,5 +24,5 @@ const rateLimit = (func, limit, timeWindow) => {
 // Usage:
 const fetchData = () => console.log('Fetching data...');
 const rateLimitedFetch = rateLimit(fetchData, 2, 1000);
-setInterval(() => rateLimitedFetch(), 200); // Only calls fetchData twice every second
+setInterval(() => rateLimitedFetch(), 200); // Limits fetchData calls to twice a seconds
 ```
diff --git a/snippets/javascript/function-utilities/repeat-function-invocation.md b/snippets/javascript/function-utilities/repeat-function-invocation.md
index a425a995..908ab4aa 100644
--- a/snippets/javascript/function-utilities/repeat-function-invocation.md
+++ b/snippets/javascript/function-utilities/repeat-function-invocation.md
@@ -2,7 +2,7 @@
 title: Repeat Function Invocation
 description: Invokes a function a specified number of times.
 author: dostonnabotov
-tags: javascript,function,repeat,utility
+tags: function,repeat
 ---
 
 ```js
diff --git a/snippets/javascript/function-utilities/sleep-function.md b/snippets/javascript/function-utilities/sleep-function.md
index 991390ea..a84ca69c 100644
--- a/snippets/javascript/function-utilities/sleep-function.md
+++ b/snippets/javascript/function-utilities/sleep-function.md
@@ -9,11 +9,7 @@ tags: javascript,sleep,delay,utility,promises
 const sleep = (ms) => new Promise((resolve) => setTimeout(resolve, ms));
 
 // Usage:
-async function main() {
-  console.log('Hello');
-  await sleep(2000); // Waits for 2 seconds
-  console.log('World!');
-}
-
-main();
+console.log('Hello');
+await sleep(2000); // Waits for 2 seconds
+console.log('World!');
 ```
diff --git a/snippets/javascript/function-utilities/throttle-function.md b/snippets/javascript/function-utilities/throttle-function.md
deleted file mode 100644
index a425479f..00000000
--- a/snippets/javascript/function-utilities/throttle-function.md
+++ /dev/null
@@ -1,31 +0,0 @@
----
-title: Throttle Function
-description: Limits a function execution to once every specified time interval.
-author: dostonnabotov
-tags: javascript,utility,throttle,performance
----
-
-```js
-const throttle = (func, limit) => {
-  let lastFunc;
-  let lastRan;
-  return (...args) => {
-    const context = this;
-    if (!lastRan) {
-      func.apply(context, args);
-      lastRan = Date.now();
-    } else {
-      clearTimeout(lastFunc);
-      lastFunc = setTimeout(() => {
-        if (Date.now() - lastRan >= limit) {
-          func.apply(context, args);
-          lastRan = Date.now();
-        }
-      }, limit - (Date.now() - lastRan));
-    }
-  };
-};
-
-// Usage:
-document.addEventListener('scroll', throttle(() => console.log('Scrolled!'), 1000));
-```
diff --git a/snippets/javascript/local-storage/add-item-to-localstorage.md b/snippets/javascript/local-storage/add-item-to-localstorage.md
index 853f2949..1d12cb06 100644
--- a/snippets/javascript/local-storage/add-item-to-localstorage.md
+++ b/snippets/javascript/local-storage/add-item-to-localstorage.md
@@ -2,7 +2,7 @@
 title: Add Item to localStorage
 description: Stores a value in localStorage under the given key.
 author: dostonnabotov
-tags: javascript,localStorage,storage,utility
+tags: localStorage,storage
 ---
 
 ```js
diff --git a/snippets/javascript/local-storage/check-if-item-exists-in-localstorage.md b/snippets/javascript/local-storage/check-if-item-exists-in-localstorage.md
index 77fbe5d5..077234f3 100644
--- a/snippets/javascript/local-storage/check-if-item-exists-in-localstorage.md
+++ b/snippets/javascript/local-storage/check-if-item-exists-in-localstorage.md
@@ -2,7 +2,7 @@
 title: Check if Item Exists in localStorage
 description: Checks if a specific item exists in localStorage.
 author: axorax
-tags: javascript,localStorage,storage,utility
+tags: localStorage,storage
 ---
 
 ```js
diff --git a/snippets/javascript/local-storage/clear-all-localstorage.md b/snippets/javascript/local-storage/clear-all-localstorage.md
deleted file mode 100644
index f5f9a6d8..00000000
--- a/snippets/javascript/local-storage/clear-all-localstorage.md
+++ /dev/null
@@ -1,15 +0,0 @@
----
-title: Clear All localStorage
-description: Clears all data from localStorage.
-author: dostonnabotov
-tags: javascript,localStorage,storage,utility
----
-
-```js
-const clearLocalStorage = () => {
-  localStorage.clear();
-};
-
-// Usage:
-clearLocalStorage(); // Removes all items from localStorage
-```
diff --git a/snippets/javascript/local-storage/retrieve-item-from-localstorage.md b/snippets/javascript/local-storage/retrieve-item-from-localstorage.md
index e6dba542..90ec3e63 100644
--- a/snippets/javascript/local-storage/retrieve-item-from-localstorage.md
+++ b/snippets/javascript/local-storage/retrieve-item-from-localstorage.md
@@ -2,7 +2,7 @@
 title: Retrieve Item from localStorage
 description: Retrieves a value from localStorage by key and parses it.
 author: dostonnabotov
-tags: javascript,localStorage,storage,utility
+tags: localStorage,storage
 ---
 
 ```js
@@ -12,6 +12,5 @@ const getFromLocalStorage = (key) => {
 };
 
 // Usage:
-const user = getFromLocalStorage('user');
-console.log(user); // Output: { name: 'John', age: 30 }
+getFromLocalStorage('user'); // Returns: { name: 'John', age: 30 }
 ```
diff --git a/snippets/javascript/number-formatting/convert-number-to-currency.md b/snippets/javascript/number-formatting/convert-number-to-currency.md
index 2600cfd5..8ec168cc 100644
--- a/snippets/javascript/number-formatting/convert-number-to-currency.md
+++ b/snippets/javascript/number-formatting/convert-number-to-currency.md
@@ -2,7 +2,7 @@
 title: Convert Number to Currency
 description: Converts a number to a currency format with a specific locale.
 author: axorax
-tags: javascript,number,currency,utility
+tags: number,currency
 ---
 
 ```js
@@ -14,6 +14,6 @@ const convertToCurrency = (num, locale = 'en-US', currency = 'USD') => {
 };
 
 // Usage:
-console.log(convertToCurrency(1234567.89)); // Output: '$1,234,567.89'
-console.log(convertToCurrency(987654.32, 'de-DE', 'EUR')); // Output: '987.654,32 €'
+convertToCurrency(1234567.89); // Returns: '$1,234,567.89'
+convertToCurrency(987654.32, 'de-DE', 'EUR'); // Returns: '987.654,32 €'
 ```
diff --git a/snippets/javascript/number-formatting/convert-number-to-roman-numerals.md b/snippets/javascript/number-formatting/convert-number-to-roman-numerals.md
index 7830174a..21fa4c96 100644
--- a/snippets/javascript/number-formatting/convert-number-to-roman-numerals.md
+++ b/snippets/javascript/number-formatting/convert-number-to-roman-numerals.md
@@ -2,7 +2,7 @@
 title: Convert Number to Roman Numerals
 description: Converts a number to Roman numeral representation.
 author: axorax
-tags: javascript,number,roman,utility
+tags: number,roman
 ---
 
 ```js
@@ -22,6 +22,6 @@ const numberToRoman = (num) => {
 };
 
 // Usage:
-console.log(numberToRoman(1994)); // Output: 'MCMXCIV'
-console.log(numberToRoman(58)); // Output: 'LVIII'
+numberToRoman(1994); // Returns: 'MCMXCIV'
+numberToRoman(58); // Returns: 'LVIII'
 ```
diff --git a/snippets/javascript/number-formatting/convert-to-scientific-notation.md b/snippets/javascript/number-formatting/convert-to-scientific-notation.md
index dc16282d..1d4a2f68 100644
--- a/snippets/javascript/number-formatting/convert-to-scientific-notation.md
+++ b/snippets/javascript/number-formatting/convert-to-scientific-notation.md
@@ -2,7 +2,7 @@
 title: Convert to Scientific Notation
 description: Converts a number to scientific notation.
 author: axorax
-tags: javascript,number,scientific,utility
+tags: number,scientific
 ---
 
 ```js
@@ -19,9 +19,9 @@ const toScientificNotation = (num) => {
 };
 
 // Usage:
-console.log(toScientificNotation(12345)); // Output: '1.23e+4'
-console.log(toScientificNotation(0.0005678)); // Output: '5.68e-4'
-console.log(toScientificNotation(1000)); // Output: '1.00e+3'
-console.log(toScientificNotation(0)); // Output: '0e+0'
-console.log(toScientificNotation(-54321)); // Output: '-5.43e+4'
+toScientificNotation(12345); // Returns: '1.23e+4'
+toScientificNotation(0.0005678); // Returns: '5.68e-4'
+toScientificNotation(1000); // Returns: '1.00e+3'
+toScientificNotation(0); // Returns: '0e+0'
+toScientificNotation(-54321); // Returns: '-5.43e+4'
 ```
diff --git a/snippets/javascript/number-formatting/format-number-with-commas.md b/snippets/javascript/number-formatting/format-number-with-commas.md
index 27bd7175..5275e833 100644
--- a/snippets/javascript/number-formatting/format-number-with-commas.md
+++ b/snippets/javascript/number-formatting/format-number-with-commas.md
@@ -2,7 +2,7 @@
 title: Format Number with Commas
 description: Formats a number with commas for better readability (e.g., 1000 -> 1,000).
 author: axorax
-tags: javascript,number,format,utility
+tags: number,format
 ---
 
 ```js
@@ -11,7 +11,7 @@ const formatNumberWithCommas = (num) => {
 };
 
 // Usage:
-console.log(formatNumberWithCommas(1000)); // Output: '1,000'
-console.log(formatNumberWithCommas(1234567)); // Output: '1,234,567'
-console.log(formatNumberWithCommas(987654321)); // Output: '987,654,321'
+formatNumberWithCommas(1000); // Returns: '1,000'
+formatNumberWithCommas(1234567); // Returns: '1,234,567'
+formatNumberWithCommas(987654321); // Returns: '987,654,321'
 ```
diff --git a/snippets/javascript/number-formatting/number-formatter.md b/snippets/javascript/number-formatting/number-formatter.md
index 83996903..8633ade3 100644
--- a/snippets/javascript/number-formatting/number-formatter.md
+++ b/snippets/javascript/number-formatting/number-formatter.md
@@ -2,7 +2,7 @@
 title: Number Formatter
 description: Formats a number with suffixes (K, M, B, etc.).
 author: realvishalrana
-tags: javascript,number,format,utility
+tags: number,format
 ---
 
 ```js
@@ -19,5 +19,5 @@ const nFormatter = (num) => {
 };
 
 // Usage:
-console.log(nFormatter(1234567)); // Output: '1.23M'
+nFormatter(1234567); // Returns: '1.23M'
 ```
diff --git a/snippets/javascript/number-formatting/number-to-words-converter.md b/snippets/javascript/number-formatting/number-to-words-converter.md
index cdac597d..7878d12a 100644
--- a/snippets/javascript/number-formatting/number-to-words-converter.md
+++ b/snippets/javascript/number-formatting/number-to-words-converter.md
@@ -2,7 +2,7 @@
 title: Number to Words Converter
 description: Converts a number to its word representation in English.
 author: axorax
-tags: javascript,number,words,utility
+tags: number,words
 ---
 
 ```js
@@ -25,6 +25,6 @@ const numberToWords = (num) => {
 };
 
 // Usage:
-console.log(numberToWords(123)); // Output: 'One Hundred Twenty Three'
-console.log(numberToWords(2045)); // Output: 'Two Thousand Forty Five'
+numberToWords(123); // Returns: 'One Hundred Twenty Three'
+numberToWords(2045); // Returns: 'Two Thousand Forty Five'
 ```
diff --git a/snippets/javascript/object-manipulation/check-if-object-is-empty.md b/snippets/javascript/object-manipulation/check-if-object-is-empty.md
index bb0dfde9..f89b5087 100644
--- a/snippets/javascript/object-manipulation/check-if-object-is-empty.md
+++ b/snippets/javascript/object-manipulation/check-if-object-is-empty.md
@@ -2,7 +2,7 @@
 title: Check if Object is Empty
 description: Checks whether an object has no own enumerable properties.
 author: axorax
-tags: javascript,object,check,empty
+tags: object,check,empty
 ---
 
 ```js
@@ -11,6 +11,6 @@ function isEmptyObject(obj) {
 }
 
 // Usage:
-console.log(isEmptyObject({})); // Output: true
-console.log(isEmptyObject({ a: 1 })); // Output: false
+isEmptyObject({}); // Returns: true
+isEmptyObject({ a: 1 }); // Returns: false
 ```
diff --git a/snippets/javascript/object-manipulation/clone-object-shallowly.md b/snippets/javascript/object-manipulation/clone-object-shallowly.md
deleted file mode 100644
index 546ad090..00000000
--- a/snippets/javascript/object-manipulation/clone-object-shallowly.md
+++ /dev/null
@@ -1,17 +0,0 @@
----
-title: Clone Object Shallowly
-description: Creates a shallow copy of an object.
-author: axorax
-tags: javascript,object,clone,shallow
----
-
-```js
-function shallowClone(obj) {
-  return { ...obj };
-}
-
-// Usage:
-const obj = { a: 1, b: 2 };
-const clone = shallowClone(obj);
-console.log(clone); // Output: { a: 1, b: 2 }
-```
diff --git a/snippets/javascript/object-manipulation/compare-two-objects-shallowly.md b/snippets/javascript/object-manipulation/compare-two-objects-shallowly.md
index 6d3d3eaf..03dd41f6 100644
--- a/snippets/javascript/object-manipulation/compare-two-objects-shallowly.md
+++ b/snippets/javascript/object-manipulation/compare-two-objects-shallowly.md
@@ -2,7 +2,7 @@
 title: Compare Two Objects Shallowly
 description: Compares two objects shallowly and returns whether they are equal.
 author: axorax
-tags: javascript,object,compare,shallow
+tags: object,compare,shallow
 ---
 
 ```js
@@ -17,6 +17,6 @@ function shallowEqual(obj1, obj2) {
 const obj1 = { a: 1, b: 2 };
 const obj2 = { a: 1, b: 2 };
 const obj3 = { a: 1, b: 3 };
-console.log(shallowEqual(obj1, obj2)); // Output: true
-console.log(shallowEqual(obj1, obj3)); // Output: false
+shallowEqual(obj1, obj2); // Returns: true
+shallowEqual(obj1, obj3); // Returns: false
 ```
diff --git a/snippets/javascript/object-manipulation/convert-object-to-query-string.md b/snippets/javascript/object-manipulation/convert-object-to-query-string.md
index 568057f4..31abe05d 100644
--- a/snippets/javascript/object-manipulation/convert-object-to-query-string.md
+++ b/snippets/javascript/object-manipulation/convert-object-to-query-string.md
@@ -2,7 +2,7 @@
 title: Convert Object to Query String
 description: Converts an object to a query string for use in URLs.
 author: axorax
-tags: javascript,object,query string,url
+tags: object,query string,url
 ---
 
 ```js
@@ -14,5 +14,5 @@ function toQueryString(obj) {
 
 // Usage:
 const params = { search: 'test', page: 1 };
-console.log(toQueryString(params)); // Output: 'search=test&page=1'
+toQueryString(params); // Returns: 'search=test&page=1'
 ```
diff --git a/snippets/javascript/object-manipulation/count-properties-in-object.md b/snippets/javascript/object-manipulation/count-properties-in-object.md
index 67aa9227..577eb30e 100644
--- a/snippets/javascript/object-manipulation/count-properties-in-object.md
+++ b/snippets/javascript/object-manipulation/count-properties-in-object.md
@@ -2,7 +2,7 @@
 title: Count Properties in Object
 description: Counts the number of own properties in an object.
 author: axorax
-tags: javascript,object,count,properties
+tags: object,count,properties
 ---
 
 ```js
@@ -12,5 +12,5 @@ function countProperties(obj) {
 
 // Usage:
 const obj = { a: 1, b: 2, c: 3 };
-console.log(countProperties(obj)); // Output: 3
+countProperties(obj); // Returns: 3
 ```
diff --git a/snippets/javascript/object-manipulation/filter-object.md b/snippets/javascript/object-manipulation/filter-object.md
index 889387a6..ee24f7d2 100644
--- a/snippets/javascript/object-manipulation/filter-object.md
+++ b/snippets/javascript/object-manipulation/filter-object.md
@@ -2,7 +2,7 @@
 title: Filter Object
 description: Filter out entries in an object where the value is falsy, including empty strings, empty objects, null, and undefined.
 author: realvishalrana
-tags: javascript,object,filter,utility
+tags: object,filter
 ---
 
 ```js
@@ -14,14 +14,14 @@ export const filterObject = (object = {}) =>
 
 // Usage:
 const obj1 = { a: 1, b: null, c: undefined, d: 4, e: '', f: {} };
-console.log(filterObject(obj1)); // Output: { a: 1, d: 4 }
+filterObject(obj1); // Returns: { a: 1, d: 4 }
 
 const obj2 = { x: 0, y: false, z: 'Hello', w: [] };
-console.log(filterObject(obj2)); // Output: { z: 'Hello' }
+filterObject(obj2); // Returns: { z: 'Hello' }
 
 const obj3 = { name: 'John', age: null, address: { city: 'New York' }, phone: '' };
-console.log(filterObject(obj3)); // Output: { name: 'John', address: { city: 'New York' } }
+filterObject(obj3); // Returns: { name: 'John', address: { city: 'New York' } }
 
 const obj4 = { a: 0, b: '', c: false, d: {}, e: 'Valid' };
-console.log(filterObject(obj4)); // Output: { e: 'Valid' }
+filterObject(obj4); // Returns: { e: 'Valid' }
 ```
diff --git a/snippets/javascript/object-manipulation/flatten-nested-object.md b/snippets/javascript/object-manipulation/flatten-nested-object.md
index d30219d1..8e1726d8 100644
--- a/snippets/javascript/object-manipulation/flatten-nested-object.md
+++ b/snippets/javascript/object-manipulation/flatten-nested-object.md
@@ -2,7 +2,7 @@
 title: Flatten Nested Object
 description: Flattens a nested object into a single-level object with dot notation for keys.
 author: axorax
-tags: javascript,object,flatten,utility
+tags: object,flatten
 ---
 
 ```js
@@ -20,5 +20,5 @@ function flattenObject(obj, prefix = '') {
 
 // Usage:
 const nestedObj = { a: { b: { c: 1 }, d: 2 }, e: 3 };
-console.log(flattenObject(nestedObj)); // Output: { 'a.b.c': 1, 'a.d': 2, e: 3 }
+flattenObject(nestedObj); // Returns: { 'a.b.c': 1, 'a.d': 2, e: 3 }
 ```
diff --git a/snippets/javascript/object-manipulation/freeze-object.md b/snippets/javascript/object-manipulation/freeze-object.md
index b933019f..dbdd481a 100644
--- a/snippets/javascript/object-manipulation/freeze-object.md
+++ b/snippets/javascript/object-manipulation/freeze-object.md
@@ -2,7 +2,7 @@
 title: Freeze Object
 description: Freezes an object to make it immutable.
 author: axorax
-tags: javascript,object,freeze,immutable
+tags: object,freeze,immutable
 ---
 
 ```js
@@ -14,5 +14,5 @@ function freezeObject(obj) {
 const obj = { a: 1, b: 2 };
 const frozenObj = freezeObject(obj);
 frozenObj.a = 42;         // This will fail silently in strict mode.
-console.log(frozenObj.a); // Output: 1
+frozenObj.a; // Returns: 1
 ```
diff --git a/snippets/javascript/object-manipulation/get-nested-value.md b/snippets/javascript/object-manipulation/get-nested-value.md
index 398ca88f..d0d87149 100644
--- a/snippets/javascript/object-manipulation/get-nested-value.md
+++ b/snippets/javascript/object-manipulation/get-nested-value.md
@@ -2,7 +2,7 @@
 title: Get Nested Value
 description: Retrieves the value at a given path in a nested object.
 author: realvishalrana
-tags: javascript,object,nested,utility
+tags: object,nested
 ---
 
 ```js
@@ -15,5 +15,5 @@ const getNestedValue = (obj, path) => {
 
 // Usage:
 const obj = { a: { b: { c: 42 } } };
-console.log(getNestedValue(obj, 'a.b.c')); // Output: 42
+getNestedValue(obj, 'a.b.c'); // Returns: 42
 ```
diff --git a/snippets/javascript/object-manipulation/invert-object-keys-and-values.md b/snippets/javascript/object-manipulation/invert-object-keys-and-values.md
index 14f1c4d4..91441360 100644
--- a/snippets/javascript/object-manipulation/invert-object-keys-and-values.md
+++ b/snippets/javascript/object-manipulation/invert-object-keys-and-values.md
@@ -2,7 +2,7 @@
 title: Invert Object Keys and Values
 description: Creates a new object by swapping keys and values of the given object.
 author: axorax
-tags: javascript,object,invert,utility
+tags: object,invert
 ---
 
 ```js
@@ -14,5 +14,5 @@ function invertObject(obj) {
 
 // Usage:
 const obj = { a: 1, b: 2, c: 3 };
-console.log(invertObject(obj)); // Output: { '1': 'a', '2': 'b', '3': 'c' }
+invertObject(obj); // Returns: { '1': 'a', '2': 'b', '3': 'c' }
 ```
diff --git a/snippets/javascript/object-manipulation/merge-objects-deeply.md b/snippets/javascript/object-manipulation/merge-objects-deeply.md
index e7dadbad..6e6e92e3 100644
--- a/snippets/javascript/object-manipulation/merge-objects-deeply.md
+++ b/snippets/javascript/object-manipulation/merge-objects-deeply.md
@@ -2,7 +2,7 @@
 title: Merge Objects Deeply
 description: Deeply merges two or more objects, including nested properties.
 author: axorax
-tags: javascript,object,merge,deep
+tags: object,merge,deep
 ---
 
 ```js
@@ -22,5 +22,5 @@ function deepMerge(...objects) {
 // Usage:
 const obj1 = { a: 1, b: { c: 2 } };
 const obj2 = { b: { d: 3 }, e: 4 };
-console.log(deepMerge(obj1, obj2)); // Output: { a: 1, b: { c: 2, d: 3 }, e: 4 }
+deepMerge(obj1, obj2); // Returns: { a: 1, b: { c: 2, d: 3 }, e: 4 }
 ```
diff --git a/snippets/javascript/object-manipulation/omit-keys-from-object.md b/snippets/javascript/object-manipulation/omit-keys-from-object.md
index 4487e332..846ce038 100644
--- a/snippets/javascript/object-manipulation/omit-keys-from-object.md
+++ b/snippets/javascript/object-manipulation/omit-keys-from-object.md
@@ -2,7 +2,7 @@
 title: Omit Keys from Object
 description: Creates a new object with specific keys omitted.
 author: axorax
-tags: javascript,object,omit,utility
+tags: object,omit
 ---
 
 ```js
@@ -14,5 +14,5 @@ function omitKeys(obj, keys) {
 
 // Usage:
 const obj = { a: 1, b: 2, c: 3 };
-console.log(omitKeys(obj, ['b', 'c'])); // Output: { a: 1 }
+omitKeys(obj, ['b', 'c']); // Returns: { a: 1 }
 ```
diff --git a/snippets/javascript/object-manipulation/pick-keys-from-object.md b/snippets/javascript/object-manipulation/pick-keys-from-object.md
index ae900203..36e3e67e 100644
--- a/snippets/javascript/object-manipulation/pick-keys-from-object.md
+++ b/snippets/javascript/object-manipulation/pick-keys-from-object.md
@@ -2,7 +2,7 @@
 title: Pick Keys from Object
 description: Creates a new object with only the specified keys.
 author: axorax
-tags: javascript,object,pick,utility
+tags: object,pick
 ---
 
 ```js
@@ -14,5 +14,5 @@ function pickKeys(obj, keys) {
 
 // Usage:
 const obj = { a: 1, b: 2, c: 3 };
-console.log(pickKeys(obj, ['a', 'c'])); // Output: { a: 1, c: 3 }
+pickKeys(obj, ['a', 'c']); // Returns: { a: 1, c: 3 }
 ```
diff --git a/snippets/javascript/object-manipulation/unique-by-key.md b/snippets/javascript/object-manipulation/unique-by-key.md
index 3a9e9fe1..07d2fc07 100644
--- a/snippets/javascript/object-manipulation/unique-by-key.md
+++ b/snippets/javascript/object-manipulation/unique-by-key.md
@@ -2,7 +2,7 @@
 title: Unique By Key
 description: Filters an array of objects to only include unique objects by a specified key.
 author: realvishalrana
-tags: javascript,array,unique,utility
+tags: array,unique
 ---
 
 ```js
@@ -15,5 +15,5 @@ const arr = [
   { id: 2, name: 'Jane' },
   { id: 1, name: 'John' }
 ];
-console.log(uniqueByKey('id', arr)); // Output: [{ id: 1, name: 'John' }, { id: 2, name: 'Jane' }]
+uniqueByKey('id', arr); // Returns: [{ id: 1, name: 'John' }, { id: 2, name: 'Jane' }]
 ```
diff --git a/snippets/javascript/regular-expression/regex-match-utility-function.md b/snippets/javascript/regular-expression/regex-match-utility-function.md
deleted file mode 100644
index 266d6ec4..00000000
--- a/snippets/javascript/regular-expression/regex-match-utility-function.md
+++ /dev/null
@@ -1,39 +0,0 @@
----
-title: Regex Match Utility Function
-description: Enhanced regular expression matching utility.
-author: aumirza
-tags: javascript,regex
----
-
-```js
-/**
-* @param {string | number} input
-*          The input string to match
-* @param {regex | string}  expression
-*          Regular expression
-* @param {string} flags
-*          Optional Flags
-*
-* @returns {array}
-* [{
-* match: '...',
-* matchAtIndex: 0,
-* capturedGroups: [ '...', '...' ]
-* }]
-*/
-function regexMatch(input, expression, flags = 'g') {
-  let regex =
-    expression instanceof RegExp
-      ? expression
-      : new RegExp(expression, flags);
-  let matches = input.matchAll(regex);
-  matches = [...matches];
-  return matches.map((item) => {
-    return {
-      match: item[0],
-      matchAtIndex: item.index,
-      capturedGroups: item.length > 1 ? item.slice(1) : undefined,
-    };
-  });
-}
-```
diff --git a/snippets/javascript/string-manipulation/capitalize-string.md b/snippets/javascript/string-manipulation/capitalize-string.md
index 1b515664..590ee798 100644
--- a/snippets/javascript/string-manipulation/capitalize-string.md
+++ b/snippets/javascript/string-manipulation/capitalize-string.md
@@ -2,12 +2,14 @@
 title: Capitalize String
 description: Capitalizes the first letter of a string.
 author: dostonnabotov
-tags: javascript,string,capitalize,utility
+tags: string,capitalize
 ---
 
 ```js
-const capitalize = (str) => str.charAt(0).toUpperCase() + str.slice(1);
+function capitalize(str) {
+    return str.charAt(0).toUpperCase() + str.slice(1);
+}
 
 // Usage:
-console.log(capitalize('hello')); // Output: 'Hello'
+capitalize('hello'); // Returns: 'Hello'
 ```
diff --git a/snippets/javascript/string-manipulation/check-if-string-is-a-palindrome.md b/snippets/javascript/string-manipulation/check-if-string-is-a-palindrome.md
index 5cd487ee..51845254 100644
--- a/snippets/javascript/string-manipulation/check-if-string-is-a-palindrome.md
+++ b/snippets/javascript/string-manipulation/check-if-string-is-a-palindrome.md
@@ -2,7 +2,7 @@
 title: Check if String is a Palindrome
 description: Checks whether a given string is a palindrome.
 author: axorax
-tags: javascript,check,palindrome,string
+tags: check,palindrome,string
 ---
 
 ```js
@@ -12,5 +12,5 @@ function isPalindrome(str) {
 }
 
 // Example usage:
-console.log(isPalindrome('A man, a plan, a canal, Panama')); // Output: true
+isPalindrome('A man, a plan, a canal, Panama'); // Returns: true
 ```
diff --git a/snippets/javascript/string-manipulation/convert-string-to-camel-case.md b/snippets/javascript/string-manipulation/convert-string-to-camel-case.md
index d58026de..b282fd74 100644
--- a/snippets/javascript/string-manipulation/convert-string-to-camel-case.md
+++ b/snippets/javascript/string-manipulation/convert-string-to-camel-case.md
@@ -10,6 +10,6 @@ function toCamelCase(str) {
   return str.replace(/\W+(.)/g, (match, chr) => chr.toUpperCase());
 }
 
-// Example usage:
-console.log(toCamelCase('hello world test')); // Output: 'helloWorldTest'
+// Usage:
+toCamelCase('hello world test'); // Returns: 'helloWorldTest'
 ```
diff --git a/snippets/javascript/string-manipulation/convert-string-to-param-case.md b/snippets/javascript/string-manipulation/convert-string-to-param-case.md
index 9d2617bc..31e023ed 100644
--- a/snippets/javascript/string-manipulation/convert-string-to-param-case.md
+++ b/snippets/javascript/string-manipulation/convert-string-to-param-case.md
@@ -10,6 +10,6 @@ function toParamCase(str) {
   return str.toLowerCase().replace(/\s+/g, '-');
 }
 
-// Example usage:
-console.log(toParamCase('Hello World Test')); // Output: 'hello-world-test'
+// Usage:
+toParamCase('Hello World Test'); // Returns: 'hello-world-test'
 ```
diff --git a/snippets/javascript/string-manipulation/convert-string-to-pascal-case.md b/snippets/javascript/string-manipulation/convert-string-to-pascal-case.md
index ece7cc10..baa71de5 100644
--- a/snippets/javascript/string-manipulation/convert-string-to-pascal-case.md
+++ b/snippets/javascript/string-manipulation/convert-string-to-pascal-case.md
@@ -10,6 +10,6 @@ function toPascalCase(str) {
   return str.replace(/\b\w/g, (s) => s.toUpperCase()).replace(/\W+(.)/g, (match, chr) => chr.toUpperCase());
 }
 
-// Example usage:
-console.log(toPascalCase('hello world test')); // Output: 'HelloWorldTest'
+// Usage:
+toPascalCase('hello world test'); // Returns: 'HelloWorldTest'
 ```
diff --git a/snippets/javascript/string-manipulation/convert-string-to-snake-case.md b/snippets/javascript/string-manipulation/convert-string-to-snake-case.md
index 67a30e33..ed42eec0 100644
--- a/snippets/javascript/string-manipulation/convert-string-to-snake-case.md
+++ b/snippets/javascript/string-manipulation/convert-string-to-snake-case.md
@@ -12,6 +12,6 @@ function toSnakeCase(str) {
             .toLowerCase();
 }
 
-// Example usage:
-console.log(toSnakeCase('Hello World Test')); // Output: 'hello_world_test'
+// Usage:
+toSnakeCase('Hello World Test'); // Returns: 'hello_world_test'
 ```
diff --git a/snippets/javascript/string-manipulation/convert-string-to-title-case.md b/snippets/javascript/string-manipulation/convert-string-to-title-case.md
index cbea3521..32bdaf72 100644
--- a/snippets/javascript/string-manipulation/convert-string-to-title-case.md
+++ b/snippets/javascript/string-manipulation/convert-string-to-title-case.md
@@ -10,6 +10,6 @@ function toTitleCase(str) {
   return str.toLowerCase().replace(/\b\w/g, (s) => s.toUpperCase());
 }
 
-// Example usage:
-console.log(toTitleCase('hello world test')); // Output: 'Hello World Test'
+// Usage:
+toTitleCase('hello world test'); // Returns: 'Hello World Test'
 ```
diff --git a/snippets/javascript/string-manipulation/convert-tabs-to-spaces.md b/snippets/javascript/string-manipulation/convert-tabs-to-spaces.md
index fbeb9816..b6ae634a 100644
--- a/snippets/javascript/string-manipulation/convert-tabs-to-spaces.md
+++ b/snippets/javascript/string-manipulation/convert-tabs-to-spaces.md
@@ -10,6 +10,6 @@ function tabsToSpaces(str, spacesPerTab = 4) {
   return str.replace(/\t/g, ' '.repeat(spacesPerTab));
 }
 
-// Example usage:
-console.log(tabsToSpaces('Hello\tWorld', 2)); // Output: 'Hello  World'
+// Usage:
+tabsToSpaces('Hello\tWorld', 2); // Returns: 'Hello  World'
 ```
diff --git a/snippets/javascript/string-manipulation/count-words-in-a-string.md b/snippets/javascript/string-manipulation/count-words-in-a-string.md
index 036457a5..1816cec6 100644
--- a/snippets/javascript/string-manipulation/count-words-in-a-string.md
+++ b/snippets/javascript/string-manipulation/count-words-in-a-string.md
@@ -2,7 +2,7 @@
 title: Count Words in a String
 description: Counts the number of words in a string.
 author: axorax
-tags: javascript,string,manipulation,word count,count
+tags: string,manipulation,word count,count
 ---
 
 ```js
@@ -10,6 +10,6 @@ function countWords(str) {
   return str.trim().split(/\s+/).length;
 }
 
-// Example usage:
-console.log(countWords('Hello world! This is a test.')); // Output: 6
+// Usage:
+countWords('Hello world! This is a test.'); // Returns: 6
 ```
diff --git a/snippets/javascript/string-manipulation/data-with-prefix.md b/snippets/javascript/string-manipulation/data-with-prefix.md
index d9a916c7..04fd1f47 100644
--- a/snippets/javascript/string-manipulation/data-with-prefix.md
+++ b/snippets/javascript/string-manipulation/data-with-prefix.md
@@ -2,7 +2,7 @@
 title: Data with Prefix
 description: Adds a prefix and postfix to data, with a fallback value.
 author: realvishalrana
-tags: javascript,data,utility
+tags: data,prefix,postfix,format
 ---
 
 ```js
@@ -11,8 +11,8 @@ const dataWithPrefix = (data, fallback = '-', prefix = '', postfix = '') => {
 };
 
 // Usage:
-console.log(dataWithPrefix('123', '-', '(', ')')); // Output: '(123)'
-console.log(dataWithPrefix('', '-', '(', ')')); // Output: '-'
-console.log(dataWithPrefix('Hello', 'N/A', 'Mr. ', '')); // Output: 'Mr. Hello'
-console.log(dataWithPrefix(null, 'N/A', 'Mr. ', '')); // Output: 'N/A'
+dataWithPrefix('123', '-', '(', ')'); // Returns: '(123)'
+dataWithPrefix('', '-', '(', ')'); // Returns: '-'
+dataWithPrefix('Hello', 'N/A', 'Mr. ', ''); // Returns: 'Mr. Hello'
+dataWithPrefix(null, 'N/A', 'Mr. ', ''); // Returns: 'N/A'
 ```
diff --git a/snippets/javascript/string-manipulation/extract-initials-from-name.md b/snippets/javascript/string-manipulation/extract-initials-from-name.md
index d782a152..da3a09e2 100644
--- a/snippets/javascript/string-manipulation/extract-initials-from-name.md
+++ b/snippets/javascript/string-manipulation/extract-initials-from-name.md
@@ -10,6 +10,6 @@ function getInitials(name) {
   return name.split(' ').map(part => part.charAt(0).toUpperCase()).join('');
 }
 
-// Example usage:
-console.log(getInitials('John Doe')); // Output: 'JD'
+// Usage:
+getInitials('John Doe'); // Returns: 'JD'
 ```
diff --git a/snippets/javascript/string-manipulation/mask-sensitive-information.md b/snippets/javascript/string-manipulation/mask-sensitive-information.md
index 28123404..bd0e2dde 100644
--- a/snippets/javascript/string-manipulation/mask-sensitive-information.md
+++ b/snippets/javascript/string-manipulation/mask-sensitive-information.md
@@ -10,7 +10,7 @@ function maskSensitiveInfo(str, visibleCount = 4, maskChar = '*') {
   return str.slice(0, visibleCount) + maskChar.repeat(Math.max(0, str.length - visibleCount));
 }
 
-// Example usage:
-console.log(maskSensitiveInfo('123456789', 4)); // Output: '1234*****'
-console.log(maskSensitiveInfo('example@mail.com', 2, '#')); // Output: 'ex#############'
+// Usage:
+maskSensitiveInfo('123456789', 4); // Returns: '1234*****'
+maskSensitiveInfo('example@mail.com', 2, '#'); // Returns: 'ex#############'
 ```
diff --git a/snippets/javascript/string-manipulation/pad-string-on-both-sides.md b/snippets/javascript/string-manipulation/pad-string-on-both-sides.md
index a8c4e359..2be57616 100644
--- a/snippets/javascript/string-manipulation/pad-string-on-both-sides.md
+++ b/snippets/javascript/string-manipulation/pad-string-on-both-sides.md
@@ -13,6 +13,6 @@ function padString(str, length, char = ' ') {
   return char.repeat(padStart) + str + char.repeat(padEnd);
 }
 
-// Example usage:
-console.log(padString('hello', 10, '*')); // Output: '**hello***'
+// Usage:
+padString('hello', 10, '*'); // Returns: '**hello***'
 ```
diff --git a/snippets/javascript/string-manipulation/random-string.md b/snippets/javascript/string-manipulation/random-string.md
index 3512f04c..9c3a5cc1 100644
--- a/snippets/javascript/string-manipulation/random-string.md
+++ b/snippets/javascript/string-manipulation/random-string.md
@@ -2,7 +2,7 @@
 title: Random string
 description: Generates a random string of characters of a certain length
 author: kruimol
-tags: javascript,function,random
+tags: function,random
 ---
 
 ```js
@@ -10,5 +10,6 @@ function makeid(length, characters = 'ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnop
   return Array.from({ length }, () => characters.charAt(Math.floor(Math.random() * characters.length))).join('');
 }
 
-console.log(makeid(5, "1234" /* (optional) */));
+makeid(3); // Returns: gDs (Random)
+makeid(5, "1234" /* (optional) */); // Returns: "35453" (Random)
 ```
diff --git a/snippets/javascript/string-manipulation/remove-all-whitespace.md b/snippets/javascript/string-manipulation/remove-all-whitespace.md
index 6c5c8f23..a24b6deb 100644
--- a/snippets/javascript/string-manipulation/remove-all-whitespace.md
+++ b/snippets/javascript/string-manipulation/remove-all-whitespace.md
@@ -2,7 +2,7 @@
 title: Remove All Whitespace
 description: Removes all whitespace from a string.
 author: axorax
-tags: javascript,string,whitespace
+tags: string,whitespace
 ---
 
 ```js
@@ -10,6 +10,6 @@ function removeWhitespace(str) {
   return str.replace(/\s+/g, '');
 }
 
-// Example usage:
-console.log(removeWhitespace('Hello world!')); // Output: 'Helloworld!'
+// Usage:
+removeWhitespace('Hello world!'); // Returns: 'Helloworld!'
 ```
diff --git a/snippets/javascript/string-manipulation/remove-vowels-from-a-string.md b/snippets/javascript/string-manipulation/remove-vowels-from-a-string.md
index 377017e6..49f15601 100644
--- a/snippets/javascript/string-manipulation/remove-vowels-from-a-string.md
+++ b/snippets/javascript/string-manipulation/remove-vowels-from-a-string.md
@@ -10,6 +10,6 @@ function removeVowels(str) {
   return str.replace(/[aeiouAEIOU]/g, '');
 }
 
-// Example usage:
-console.log(removeVowels('Hello World')); // Output: 'Hll Wrld'
+// Usage:
+removeVowels('Hello World'); // Returns: 'Hll Wrld'
 ```
diff --git a/snippets/javascript/string-manipulation/reverse-string.md b/snippets/javascript/string-manipulation/reverse-string.md
index 70a57428..73389b4b 100644
--- a/snippets/javascript/string-manipulation/reverse-string.md
+++ b/snippets/javascript/string-manipulation/reverse-string.md
@@ -2,12 +2,12 @@
 title: Reverse String
 description: Reverses the characters in a string.
 author: dostonnabotov
-tags: javascript,string,reverse,utility
+tags: string,reverse
 ---
 
 ```js
 const reverseString = (str) => str.split('').reverse().join('');
 
 // Usage:
-console.log(reverseString('hello')); // Output: 'olleh'
+reverseString('hello'); // Returns: 'olleh'
 ```
diff --git a/snippets/javascript/string-manipulation/slugify-string.md b/snippets/javascript/string-manipulation/slugify-string.md
index 94471dc0..ddfcffa6 100644
--- a/snippets/javascript/string-manipulation/slugify-string.md
+++ b/snippets/javascript/string-manipulation/slugify-string.md
@@ -2,7 +2,7 @@
 title: Slugify String
 description: Converts a string into a URL-friendly slug format.
 author: dostonnabotov
-tags: javascript,string,slug,utility
+tags: string,slug
 ---
 
 ```js
@@ -20,6 +20,6 @@ const slugify = (string, separator = "-") => {
 
 // Usage:
 const title = "Hello, World! This is a Test.";
-console.log(slugify(title)); // Output: 'hello-world-this-is-a-test'
-console.log(slugify(title, "_")); // Output: 'hello_world_this_is_a_test'
+slugify(title); // Returns: 'hello-world-this-is-a-test'
+slugify(title, "_"); // Returns: 'hello_world_this_is_a_test'
 ```
diff --git a/snippets/javascript/string-manipulation/truncate-text.md b/snippets/javascript/string-manipulation/truncate-text.md
index a216eb48..a66e6db3 100644
--- a/snippets/javascript/string-manipulation/truncate-text.md
+++ b/snippets/javascript/string-manipulation/truncate-text.md
@@ -2,7 +2,7 @@
 title: Truncate Text
 description: Truncates the text to a maximum length and appends '...' if the text exceeds the maximum length.
 author: realvishalrana
-tags: javascript,string,truncate,utility,text
+tags: string,truncate,text
 ---
 
 ```js
@@ -12,6 +12,6 @@ const truncateText = (text = '', maxLength = 50) => {
 
 // Usage:
 const title = "Hello, World! This is a Test.";
-console.log(truncateText(title)); // Output: 'Hello, World! This is a Test.'
-console.log(truncateText(title, 10)); // Output: 'Hello, Wor...'
+truncateText(title); // Returns: 'Hello, World! This is a Test.'
+truncateText(title, 10); // Returns: 'Hello, Wor...'
 ```
diff --git a/snippets/python/basics/hello-world.md b/snippets/python/basics/hello-world.md
index 948370e3..0910bbb5 100644
--- a/snippets/python/basics/hello-world.md
+++ b/snippets/python/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: James-Beans
-tags: python,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
 ```py
diff --git a/snippets/python/datetime-utilities/calculate-date-difference-in-milliseconds.md b/snippets/python/datetime-utilities/calculate-date-difference-in-milliseconds.md
index 9daf08f3..a24139b5 100644
--- a/snippets/python/datetime-utilities/calculate-date-difference-in-milliseconds.md
+++ b/snippets/python/datetime-utilities/calculate-date-difference-in-milliseconds.md
@@ -2,7 +2,7 @@
 title: Calculate Date Difference in Milliseconds
 description: Calculates the difference between two dates in milliseconds.
 author: e3nviction
-tags: python,datetime,utility
+tags: datetime,difference
 ---
 
 ```py
@@ -15,5 +15,5 @@ def date_difference_in_millis(date1, date2):
 # Usage:
 d1 = datetime(2023, 1, 1, 12, 0, 0)
 d2 = datetime(2023, 1, 1, 12, 1, 0)
-print(date_difference_in_millis(d1, d2))
+date_difference_in_millis(d1, d2) # Returns: 60000
 ```
diff --git a/snippets/python/datetime-utilities/check-if-date-is-a-weekend.md b/snippets/python/datetime-utilities/check-if-date-is-a-weekend.md
index 1e9fa63f..0bb1c80c 100644
--- a/snippets/python/datetime-utilities/check-if-date-is-a-weekend.md
+++ b/snippets/python/datetime-utilities/check-if-date-is-a-weekend.md
@@ -2,7 +2,7 @@
 title: Check if Date is a Weekend
 description: Checks whether a given date falls on a weekend.
 author: axorax
-tags: python,datetime,weekend,utility
+tags: datetime,weekend
 ---
 
 ```py
@@ -16,6 +16,5 @@ def is_weekend(date):
 
 # Usage:
 date = datetime(2023, 1, 1)
-weekend = is_weekend(date)
-print(weekend)  # Output: True (Sunday)
+is_weekend(date) # Returns: True (Sunday)
 ```
diff --git a/snippets/python/datetime-utilities/determine-day-of-the-week.md b/snippets/python/datetime-utilities/day-of-the-week-string.md
similarity index 63%
rename from snippets/python/datetime-utilities/determine-day-of-the-week.md
rename to snippets/python/datetime-utilities/day-of-the-week-string.md
index 4f1fa00d..3846602a 100644
--- a/snippets/python/datetime-utilities/determine-day-of-the-week.md
+++ b/snippets/python/datetime-utilities/day-of-the-week-string.md
@@ -1,8 +1,8 @@
 ---
-title: Determine Day of the Week
-description: Calculates the day of the week for a given date.
+title: Day of the Week String
+description: Gets the string of the day of the week for a given date.
 author: axorax
-tags: python,datetime,weekday,utility
+tags: datetime,weekday
 ---
 
 ```py
@@ -17,6 +17,5 @@ def get_day_of_week(date):
 
 # Usage:
 date = datetime(2023, 1, 1)
-day = get_day_of_week(date)
-print(day)  # Output: 'Sunday'
+get_day_of_week(date) # Returns: 'Sunday'
 ```
diff --git a/snippets/python/datetime-utilities/generate-date-range-list.md b/snippets/python/datetime-utilities/generate-date-range-list.md
index 054591c8..2d92b00a 100644
--- a/snippets/python/datetime-utilities/generate-date-range-list.md
+++ b/snippets/python/datetime-utilities/generate-date-range-list.md
@@ -2,7 +2,7 @@
 title: Generate Date Range List
 description: Generates a list of dates between two given dates.
 author: axorax
-tags: python,datetime,range,utility
+tags: datetime,range
 ---
 
 ```py
@@ -26,5 +26,5 @@ end = datetime(2023, 1, 5)
 dates = generate_date_range(start, end)
 for d in dates:
     print(d.strftime('%Y-%m-%d'))
-# Output: '2023-01-01', '2023-01-02', '2023-01-03', '2023-01-04', '2023-01-05'
+# Outputs: '2023-01-01', '2023-01-02', '2023-01-03', '2023-01-04', '2023-01-05'
 ```
diff --git a/snippets/python/datetime-utilities/get-current-date-and-time-string.md b/snippets/python/datetime-utilities/get-current-date-and-time-as-string.md
similarity index 63%
rename from snippets/python/datetime-utilities/get-current-date-and-time-string.md
rename to snippets/python/datetime-utilities/get-current-date-and-time-as-string.md
index 683ece2d..6b56fe56 100644
--- a/snippets/python/datetime-utilities/get-current-date-and-time-string.md
+++ b/snippets/python/datetime-utilities/get-current-date-and-time-as-string.md
@@ -1,8 +1,8 @@
 ---
-title: Get Current Date and Time String
+title: Get Current Date and Time as String
 description: Fetches the current date and time as a formatted string.
 author: e3nviction
-tags: python,datetime,utility
+tags: datetime,current,string
 ---
 
 ```py
@@ -12,5 +12,5 @@ def get_current_datetime_string():
     return datetime.now().strftime('%Y-%m-%d %H:%M:%S')
 
 # Usage:
-print(get_current_datetime_string())  # Output: '2023-01-01 12:00:00'
+get_current_datetime_string() # Returns: '2023-01-01 12:00:00'
 ```
diff --git a/snippets/python/datetime-utilities/get-number-of-days-in-a-month.md b/snippets/python/datetime-utilities/get-number-of-days-in-a-month.md
index 85a0adf2..61fcb0f8 100644
--- a/snippets/python/datetime-utilities/get-number-of-days-in-a-month.md
+++ b/snippets/python/datetime-utilities/get-number-of-days-in-a-month.md
@@ -2,7 +2,7 @@
 title: Get Number of Days in a Month
 description: Determines the number of days in a specific month and year.
 author: axorax
-tags: python,datetime,calendar,utility
+tags: datetime,calendar
 ---
 
 ```py
@@ -16,6 +16,5 @@ def get_days_in_month(year, month):
         raise ValueError(f"Invalid month or year: {e}")
 
 # Usage:
-days = get_days_in_month(2023, 2)
-print(days)  # Output: 28 (for non-leap year February)
+get_days_in_month(2023, 2) # Returns: 28 (for non-leap year February)
 ```
diff --git a/snippets/python/utilities/measure-execution-time.md b/snippets/python/datetime-utilities/measure-execution-time.md
similarity index 81%
rename from snippets/python/utilities/measure-execution-time.md
rename to snippets/python/datetime-utilities/measure-execution-time.md
index 8ffdd291..d6301d34 100644
--- a/snippets/python/utilities/measure-execution-time.md
+++ b/snippets/python/datetime-utilities/measure-execution-time.md
@@ -2,7 +2,7 @@
 title: Measure Execution Time
 description: Measures the execution time of a code block.
 author: dostonnabotov
-tags: python,time,execution,utility
+tags: time,execution
 ---
 
 ```py
@@ -19,5 +19,5 @@ def measure_time(func, *args):
 def slow_function():
     time.sleep(2)
 
-measure_time(slow_function)
+measure_time(slow_function) # Outputs an execution time of ~2s
 ```
diff --git a/snippets/python/error-handling/custom-exception-type.md b/snippets/python/error-handling/create-custom-exception-type.md
similarity index 100%
rename from snippets/python/error-handling/custom-exception-type.md
rename to snippets/python/error-handling/create-custom-exception-type.md
diff --git a/snippets/python/error-handling/handle-file-not-found-error.md b/snippets/python/error-handling/handle-file-not-found-error.md
deleted file mode 100644
index f2cb9c6c..00000000
--- a/snippets/python/error-handling/handle-file-not-found-error.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-title: Handle File Not Found Error
-description: Attempts to open a file and handles the case where the file does not exist.
-author: axorax
-tags: python,error-handling,file,utility
----
-
-```py
-def read_file_safe(filepath):
-    try:
-        with open(filepath, 'r') as file:
-            return file.read()
-    except FileNotFoundError:
-        return "File not found!"
-
-# Usage:
-print(read_file_safe('nonexistent.txt'))  # Output: 'File not found!'
-```
diff --git a/snippets/python/error-handling/retry-function-execution-on-exception.md b/snippets/python/error-handling/retry-function-execution-on-exception.md
index 47e60295..3dac2f56 100644
--- a/snippets/python/error-handling/retry-function-execution-on-exception.md
+++ b/snippets/python/error-handling/retry-function-execution-on-exception.md
@@ -2,7 +2,7 @@
 title: Retry Function Execution on Exception
 description: Retries a function execution a specified number of times if it raises an exception.
 author: axorax
-tags: python,error-handling,retry,utility
+tags: error-handling,retry
 ---
 
 ```py
diff --git a/snippets/python/error-handling/safe-division.md b/snippets/python/error-handling/safe-division.md
deleted file mode 100644
index 256f6c97..00000000
--- a/snippets/python/error-handling/safe-division.md
+++ /dev/null
@@ -1,18 +0,0 @@
----
-title: Safe Division
-description: Performs division with error handling.
-author: e3nviction
-tags: python,error-handling,division,utility
----
-
-```py
-def safe_divide(a, b):
-    try:
-        return a / b
-    except ZeroDivisionError:
-        return 'Cannot divide by zero!'
-
-# Usage:
-print(safe_divide(10, 2))  # Output: 5.0
-print(safe_divide(10, 0))  # Output: 'Cannot divide by zero!'
-```
diff --git a/snippets/python/error-handling/validate-input-with-exception-handling.md b/snippets/python/error-handling/validate-input-with-exception-handling.md
deleted file mode 100644
index 19383917..00000000
--- a/snippets/python/error-handling/validate-input-with-exception-handling.md
+++ /dev/null
@@ -1,22 +0,0 @@
----
-title: Validate Input with Exception Handling
-description: Validates user input and handles invalid input gracefully.
-author: axorax
-tags: python,error-handling,validation,utility
----
-
-```py
-def validate_positive_integer(input_value):
-    try:
-        value = int(input_value)
-        if value < 0:
-            raise ValueError("The number must be positive")
-        return value
-    except ValueError as e:
-        return f"Invalid input: {e}"
-
-# Usage:
-print(validate_positive_integer('10'))  # Output: 10
-print(validate_positive_integer('-5'))  # Output: Invalid input: The number must be positive
-print(validate_positive_integer('abc'))  # Output: Invalid input: invalid literal for int() with base 10: 'abc'
-```
diff --git a/snippets/python/file-handling/append-to-file.md b/snippets/python/file-handling/append-to-file.md
deleted file mode 100644
index e370aed1..00000000
--- a/snippets/python/file-handling/append-to-file.md
+++ /dev/null
@@ -1,15 +0,0 @@
----
-title: Append to File
-description: Appends content to the end of a file.
-author: axorax
-tags: python,file,append,utility
----
-
-```py
-def append_to_file(filepath, content):
-    with open(filepath, 'a') as file:
-        file.write(content + '\n')
-
-# Usage:
-append_to_file('example.txt', 'This is an appended line.')
-```
diff --git a/snippets/python/file-handling/check-if-file-exists.md b/snippets/python/file-handling/check-if-file-exists.md
deleted file mode 100644
index c4ae48b9..00000000
--- a/snippets/python/file-handling/check-if-file-exists.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Check if File Exists
-description: Checks if a file exists at the specified path.
-author: axorax
-tags: python,file,exists,check,utility
----
-
-```py
-import os
-
-def file_exists(filepath):
-    return os.path.isfile(filepath)
-
-# Usage:
-print(file_exists('example.txt'))  # Output: True or False
-```
diff --git a/snippets/python/file-handling/copy-file.md b/snippets/python/file-handling/copy-file.md
deleted file mode 100644
index d2a8388f..00000000
--- a/snippets/python/file-handling/copy-file.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Copy File
-description: Copies a file from source to destination.
-author: axorax
-tags: python,file,copy,utility
----
-
-```py
-import shutil
-
-def copy_file(src, dest):
-    shutil.copy(src, dest)
-
-# Usage:
-copy_file('example.txt', 'copy_of_example.txt')
-```
diff --git a/snippets/python/file-handling/delete-file.md b/snippets/python/file-handling/delete-file.md
deleted file mode 100644
index 7edb228c..00000000
--- a/snippets/python/file-handling/delete-file.md
+++ /dev/null
@@ -1,20 +0,0 @@
----
-title: Delete File
-description: Deletes a file at the specified path.
-author: axorax
-tags: python,file,delete,utility
----
-
-```py
-import os
-
-def delete_file(filepath):
-    if os.path.exists(filepath):
-        os.remove(filepath)
-        print(f'File {filepath} deleted.')
-    else:
-        print(f'File {filepath} does not exist.')
-
-# Usage:
-delete_file('example.txt')
-```
diff --git a/snippets/python/file-handling/find-files.md b/snippets/python/file-handling/find-files.md
index 3355c5cf..92b22972 100644
--- a/snippets/python/file-handling/find-files.md
+++ b/snippets/python/file-handling/find-files.md
@@ -2,7 +2,7 @@
 title: Find Files
 description: Finds all files of the specified type within a given directory.
 author: Jackeastern
-tags: python,os,filesystem,file_search
+tags: os,filesystem,file_search
 ---
 
 ```py
@@ -22,6 +22,5 @@ def find_files(directory, file_type):
   return found_files
 
 # Example Usage:
-pdf_files = find_files('/path/to/your/directory', '.pdf')
-print(pdf_files)
+find_files('/path/to/your/directory', '.pdf') # Returns all .pdf in directory
 ```
diff --git a/snippets/python/file-handling/get-file-extension.md b/snippets/python/file-handling/get-file-extension.md
index 84e1b849..2947eec2 100644
--- a/snippets/python/file-handling/get-file-extension.md
+++ b/snippets/python/file-handling/get-file-extension.md
@@ -2,7 +2,7 @@
 title: Get File Extension
 description: Gets the extension of a file.
 author: axorax
-tags: python,file,extension,utility
+tags: file,extension
 ---
 
 ```py
@@ -12,5 +12,5 @@ def get_file_extension(filepath):
     return os.path.splitext(filepath)[1]
 
 # Usage:
-print(get_file_extension('example.txt'))  # Output: '.txt'
+get_file_extension('example.txt') # Returns: '.txt'
 ```
diff --git a/snippets/python/file-handling/list-files-in-directory.md b/snippets/python/file-handling/list-files-in-directory.md
index 515a5ee0..40adf0ac 100644
--- a/snippets/python/file-handling/list-files-in-directory.md
+++ b/snippets/python/file-handling/list-files-in-directory.md
@@ -2,7 +2,7 @@
 title: List Files in Directory
 description: Lists all files in a specified directory.
 author: axorax
-tags: python,file,list,directory,utility
+tags: file,list,directory
 ---
 
 ```py
@@ -12,6 +12,5 @@ def list_files(directory):
     return [f for f in os.listdir(directory) if os.path.isfile(os.path.join(directory, f))]
 
 # Usage:
-files = list_files('/path/to/directory')
-print(files)
+list_files('/path/to/directory') # Returns: List of file in the directory
 ```
diff --git a/snippets/python/file-handling/read-file-in-chunks.md b/snippets/python/file-handling/read-file-in-chunks.md
index ea876a23..44a8bd4f 100644
--- a/snippets/python/file-handling/read-file-in-chunks.md
+++ b/snippets/python/file-handling/read-file-in-chunks.md
@@ -2,7 +2,7 @@
 title: Read File in Chunks
 description: Reads a file in chunks of a specified size.
 author: axorax
-tags: python,file,read,chunks,utility
+tags: file,read,chunks
 ---
 
 ```py
@@ -13,5 +13,5 @@ def read_file_in_chunks(filepath, chunk_size):
 
 # Usage:
 for chunk in read_file_in_chunks('example.txt', 1024):
-    print(chunk)
+    print(chunk) # Outputs: Chucks of 1024 bytes
 ```
diff --git a/snippets/python/file-handling/read-file-lines.md b/snippets/python/file-handling/read-file-lines.md
deleted file mode 100644
index 9ec68806..00000000
--- a/snippets/python/file-handling/read-file-lines.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Read File Lines
-description: Reads all lines from a file and returns them as a list.
-author: dostonnabotov
-tags: python,file,read,utility
----
-
-```py
-def read_file_lines(filepath):
-    with open(filepath, 'r') as file:
-        return file.readlines()
-
-# Usage:
-lines = read_file_lines('example.txt')
-print(lines)
-```
diff --git a/snippets/python/file-handling/write-to-file.md b/snippets/python/file-handling/write-to-file.md
deleted file mode 100644
index a9155260..00000000
--- a/snippets/python/file-handling/write-to-file.md
+++ /dev/null
@@ -1,15 +0,0 @@
----
-title: Write to File
-description: Writes content to a file.
-author: dostonnabotov
-tags: python,file,write,utility
----
-
-```py
-def write_to_file(filepath, content):
-    with open(filepath, 'w') as file:
-        file.write(content)
-
-# Usage:
-write_to_file('example.txt', 'Hello, World!')
-```
diff --git a/snippets/python/json-manipulation/filter-json-data.md b/snippets/python/json-manipulation/filter-json-data.md
index d087b762..79edafd6 100644
--- a/snippets/python/json-manipulation/filter-json-data.md
+++ b/snippets/python/json-manipulation/filter-json-data.md
@@ -2,7 +2,7 @@
 title: Filter JSON Data
 description: Filters a JSON object based on a condition and returns the filtered data.
 author: axorax
-tags: python,json,filter,data
+tags: json,filter,data
 ---
 
 ```py
@@ -19,6 +19,5 @@ def filter_json_data(filepath, condition):
 
 # Usage:
 condition = lambda x: x['age'] > 25
-filtered = filter_json_data('data.json', condition)
-print(filtered)
+filter_json_data('data.json', condition) # Returns: `data.json` filtered with `condition`
 ```
diff --git a/snippets/python/json-manipulation/flatten-nested-json.md b/snippets/python/json-manipulation/flatten-nested-json.md
index 8cdb0dd6..3a1710ba 100644
--- a/snippets/python/json-manipulation/flatten-nested-json.md
+++ b/snippets/python/json-manipulation/flatten-nested-json.md
@@ -2,7 +2,7 @@
 title: Flatten Nested JSON
 description: Flattens a nested JSON object into a flat dictionary.
 author: axorax
-tags: python,json,flatten,nested
+tags: json,flatten,nested
 ---
 
 ```py
@@ -17,6 +17,5 @@ def flatten_json(nested_json, prefix=''):
 
 # Usage:
 nested_json = {'name': 'John', 'address': {'city': 'New York', 'zip': '10001'}}
-flattened = flatten_json(nested_json)
-print(flattened)  # Output: {'name': 'John', 'address.city': 'New York', 'address.zip': '10001'}
+flatten_json(nested_json) # Returns: {'name': 'John', 'address.city': 'New York', 'address.zip': '10001'}
 ```
diff --git a/snippets/python/json-manipulation/merge-multiple-json-files.md b/snippets/python/json-manipulation/merge-multiple-json-files.md
index dc00e0e8..c32a3f46 100644
--- a/snippets/python/json-manipulation/merge-multiple-json-files.md
+++ b/snippets/python/json-manipulation/merge-multiple-json-files.md
@@ -2,7 +2,7 @@
 title: Merge Multiple JSON Files
 description: Merges multiple JSON files into one and writes the merged data into a new file.
 author: axorax
-tags: python,json,merge,file
+tags: json,merge,file
 ---
 
 ```py
diff --git a/snippets/python/json-manipulation/read-json-file.md b/snippets/python/json-manipulation/read-json-file.md
index 8c9bf77c..e3db2285 100644
--- a/snippets/python/json-manipulation/read-json-file.md
+++ b/snippets/python/json-manipulation/read-json-file.md
@@ -2,7 +2,7 @@
 title: Read JSON File
 description: Reads a JSON file and parses its content.
 author: e3nviction
-tags: python,json,file,read
+tags: json,file,read
 ---
 
 ```py
@@ -13,6 +13,5 @@ def read_json(filepath):
         return json.load(file)
 
 # Usage:
-data = read_json('data.json')
-print(data)
+read_json('data.json') # Returns: Content of file as dict
 ```
diff --git a/snippets/python/json-manipulation/update-json-file.md b/snippets/python/json-manipulation/update-json-file.md
index 69a83672..c8b191a6 100644
--- a/snippets/python/json-manipulation/update-json-file.md
+++ b/snippets/python/json-manipulation/update-json-file.md
@@ -2,7 +2,7 @@
 title: Update JSON File
 description: Updates an existing JSON file with new data or modifies the existing values.
 author: axorax
-tags: python,json,update,file
+tags: json,update,file
 ---
 
 ```py
@@ -22,5 +22,5 @@ def update_json(filepath, new_data):
 
 # Usage:
 new_data = {'age': 31}
-update_json('data.json', new_data)
+update_json('data.json', new_data) # Updates `age` in `data.json` without modifying other keys
 ```
diff --git a/snippets/python/json-manipulation/validate-json-schema.md b/snippets/python/json-manipulation/validate-json-schema.md
deleted file mode 100644
index d7dd4f7b..00000000
--- a/snippets/python/json-manipulation/validate-json-schema.md
+++ /dev/null
@@ -1,31 +0,0 @@
----
-title: Validate JSON Schema
-description: Validates a JSON object against a predefined schema.
-author: axorax
-tags: python,json,validation,schema
----
-
-```py
-import jsonschema
-from jsonschema import validate
-
-def validate_json_schema(data, schema):
-    try:
-        validate(instance=data, schema=schema)
-        return True  # Data is valid
-    except jsonschema.exceptions.ValidationError as err:
-        return False  # Data is invalid
-
-# Usage:
-schema = {
-    'type': 'object',
-    'properties': {
-        'name': {'type': 'string'},
-        'age': {'type': 'integer'}
-    },
-    'required': ['name', 'age']
-}
-data = {'name': 'John', 'age': 30}
-is_valid = validate_json_schema(data, schema)
-print(is_valid)  # Output: True
-```
diff --git a/snippets/python/json-manipulation/write-json-file.md b/snippets/python/json-manipulation/write-json-file.md
index 624b856b..18a66b36 100644
--- a/snippets/python/json-manipulation/write-json-file.md
+++ b/snippets/python/json-manipulation/write-json-file.md
@@ -2,7 +2,7 @@
 title: Write JSON File
 description: Writes a dictionary to a JSON file.
 author: e3nviction
-tags: python,json,file,write
+tags: json,file,write
 ---
 
 ```py
diff --git a/snippets/python/list-manipulation/find-duplicates-in-a-list.md b/snippets/python/list-manipulation/find-duplicates-in-a-list.md
index 9627fba8..3a38c97c 100644
--- a/snippets/python/list-manipulation/find-duplicates-in-a-list.md
+++ b/snippets/python/list-manipulation/find-duplicates-in-a-list.md
@@ -2,7 +2,7 @@
 title: Find Duplicates in a List
 description: Identifies duplicate elements in a list.
 author: axorax
-tags: python,list,duplicates,utility
+tags: list,duplicates
 ---
 
 ```py
@@ -18,5 +18,5 @@ def find_duplicates(lst):
 
 # Usage:
 data = [1, 2, 3, 2, 4, 5, 1]
-print(find_duplicates(data))  # Output: [1, 2]
+find_duplicates(data) # Returns: [1, 2]
 ```
diff --git a/snippets/python/list-manipulation/find-intersection-of-two-lists.md b/snippets/python/list-manipulation/find-intersection-of-two-lists.md
index d3964090..1682db62 100644
--- a/snippets/python/list-manipulation/find-intersection-of-two-lists.md
+++ b/snippets/python/list-manipulation/find-intersection-of-two-lists.md
@@ -2,7 +2,7 @@
 title: Find Intersection of Two Lists
 description: Finds the common elements between two lists.
 author: axorax
-tags: python,list,intersection,utility
+tags: list,intersection
 ---
 
 ```py
@@ -12,5 +12,5 @@ def list_intersection(lst1, lst2):
 # Usage:
 list_a = [1, 2, 3, 4]
 list_b = [3, 4, 5, 6]
-print(list_intersection(list_a, list_b))  # Output: [3, 4]
+list_intersection(list_a, list_b) # Returns: [3, 4]
 ```
diff --git a/snippets/python/list-manipulation/find-maximum-difference-in-list.md b/snippets/python/list-manipulation/find-maximum-difference-in-list.md
index 2173f3b9..776d6644 100644
--- a/snippets/python/list-manipulation/find-maximum-difference-in-list.md
+++ b/snippets/python/list-manipulation/find-maximum-difference-in-list.md
@@ -2,7 +2,7 @@
 title: Find Maximum Difference in List
 description: Finds the maximum difference between any two elements in a list.
 author: axorax
-tags: python,list,difference,utility
+tags: list,difference
 ---
 
 ```py
@@ -13,5 +13,5 @@ def max_difference(lst):
 
 # Usage:
 data = [10, 3, 5, 20, 7]
-print(max_difference(data))  # Output: 17
+max_difference(data) # Returns: 17
 ```
diff --git a/snippets/python/list-manipulation/flatten-nested-list.md b/snippets/python/list-manipulation/flatten-nested-list.md
index 1cff2bec..b5d604d5 100644
--- a/snippets/python/list-manipulation/flatten-nested-list.md
+++ b/snippets/python/list-manipulation/flatten-nested-list.md
@@ -2,7 +2,7 @@
 title: Flatten Nested List
 description: Flattens a multi-dimensional list into a single list.
 author: dostonnabotov
-tags: python,list,flatten,utility
+tags: list,flatten
 ---
 
 ```py
@@ -11,5 +11,5 @@ def flatten_list(lst):
 
 # Usage:
 nested_list = [[1, 2], [3, 4], [5]]
-print(flatten_list(nested_list))  # Output: [1, 2, 3, 4, 5]
+flatten_list(nested_list)  # Returns: [1, 2, 3, 4, 5]
 ```
diff --git a/snippets/python/list-manipulation/flatten-unevenly-nested-lists.md b/snippets/python/list-manipulation/flatten-unevenly-nested-lists.md
index 87a13eb5..98bd1273 100644
--- a/snippets/python/list-manipulation/flatten-unevenly-nested-lists.md
+++ b/snippets/python/list-manipulation/flatten-unevenly-nested-lists.md
@@ -2,14 +2,11 @@
 title: Flatten Unevenly Nested Lists
 description: Converts unevenly nested lists of any depth into a single flat list.
 author: agilarasu
-tags: python,list,flattening,nested-lists,depth,utilities
+tags: list,flattening,nested-lists,depth
 ---
 
 ```py
 def flatten(nested_list):
-    """
-    Flattens unevenly nested lists of any depth into a single flat list.
-    """
     for item in nested_list:
         if isinstance(item, list):
             yield from flatten(item)
@@ -18,6 +15,5 @@ def flatten(nested_list):
 
 # Usage:
 nested_list = [1, [2, [3, 4]], 5]
-flattened = list(flatten(nested_list))
-print(flattened)  # Output: [1, 2, 3, 4, 5]
+list(flatten(nested_list))  # Returns: [1, 2, 3, 4, 5]
 ```
diff --git a/snippets/python/list-manipulation/partition-list.md b/snippets/python/list-manipulation/partition-list.md
index 5e4565b5..be2f832b 100644
--- a/snippets/python/list-manipulation/partition-list.md
+++ b/snippets/python/list-manipulation/partition-list.md
@@ -2,7 +2,7 @@
 title: Partition List
 description: Partitions a list into sublists of a given size.
 author: axorax
-tags: python,list,partition,utility
+tags: list,partition
 ---
 
 ```py
@@ -12,6 +12,5 @@ def partition_list(lst, size):
 
 # Usage:
 data = [1, 2, 3, 4, 5, 6, 7]
-partitions = list(partition_list(data, 3))
-print(partitions)  # Output: [[1, 2, 3], [4, 5, 6], [7]]
+list(partition_list(data, 3)) # Returns: [[1, 2, 3], [4, 5, 6], [7]]
 ```
diff --git a/snippets/python/list-manipulation/remove-duplicates.md b/snippets/python/list-manipulation/remove-duplicates.md
index 2b83961d..06ee4ebe 100644
--- a/snippets/python/list-manipulation/remove-duplicates.md
+++ b/snippets/python/list-manipulation/remove-duplicates.md
@@ -2,7 +2,7 @@
 title: Remove Duplicates
 description: Removes duplicate elements from a list while maintaining order.
 author: dostonnabotov
-tags: python,list,duplicates,utility
+tags: list,duplicates,filter
 ---
 
 ```py
@@ -10,5 +10,5 @@ def remove_duplicates(lst):
     return list(dict.fromkeys(lst))
 
 # Usage:
-print(remove_duplicates([1, 2, 2, 3, 4, 4, 5]))  # Output: [1, 2, 3, 4, 5]
+remove_duplicates([1, 2, 2, 3, 4, 4, 5])  # Returns: [1, 2, 3, 4, 5]
 ```
diff --git a/snippets/python/math-and-numbers/calculate-compound-interest.md b/snippets/python/math-and-numbers/calculate-compound-interest.md
index 68df23b8..0685a678 100644
--- a/snippets/python/math-and-numbers/calculate-compound-interest.md
+++ b/snippets/python/math-and-numbers/calculate-compound-interest.md
@@ -10,6 +10,6 @@ def compound_interest(principal, rate, time, n=1):
     return principal * (1 + rate / n) ** (n * time)
 
 # Usage:
-print(compound_interest(1000, 0.05, 5))   # Output: 1276.2815625000003
-print(compound_interest(1000, 0.05, 5, 12)) # Output: 1283.68
+compound_interest(1000, 0.05, 5) # Returns: 1276.2815625000003
+compound_interest(1000, 0.05, 5, 12) # Returns: 1283.68
 ```
diff --git a/snippets/python/math-and-numbers/check-perfect-square.md b/snippets/python/math-and-numbers/check-perfect-square.md
index 3cf91bc7..41395d71 100644
--- a/snippets/python/math-and-numbers/check-perfect-square.md
+++ b/snippets/python/math-and-numbers/check-perfect-square.md
@@ -2,7 +2,7 @@
 title: Check Perfect Square
 description: Checks if a number is a perfect square.
 author: axorax
-tags: python,math,perfect square,check
+tags: math,perfect square,check
 ---
 
 ```py
@@ -13,6 +13,6 @@ def is_perfect_square(n):
     return root * root == n
 
 # Usage:
-print(is_perfect_square(16))  # Output: True
-print(is_perfect_square(20))  # Output: False
+is_perfect_square(16) # Returns: True
+is_perfect_square(20) # Returns: False
 ```
diff --git a/snippets/python/math-and-numbers/check-prime-number.md b/snippets/python/math-and-numbers/check-prime-number.md
index bbb4aa96..b0835bdd 100644
--- a/snippets/python/math-and-numbers/check-prime-number.md
+++ b/snippets/python/math-and-numbers/check-prime-number.md
@@ -2,7 +2,7 @@
 title: Check Prime Number
 description: Checks if a number is a prime number.
 author: dostonnabotov
-tags: python,math,prime,check
+tags: math,prime,check
 ---
 
 ```py
@@ -15,5 +15,5 @@ def is_prime(n):
     return True
 
 # Usage:
-print(is_prime(17))  # Output: True
+is_prime(17) # Returns: True
 ```
diff --git a/snippets/python/math-and-numbers/convert-binary-to-decimal.md b/snippets/python/math-and-numbers/convert-binary-to-decimal.md
index 6abdfffa..6f1c4771 100644
--- a/snippets/python/math-and-numbers/convert-binary-to-decimal.md
+++ b/snippets/python/math-and-numbers/convert-binary-to-decimal.md
@@ -2,7 +2,7 @@
 title: Convert Binary to Decimal
 description: Converts a binary string to its decimal equivalent.
 author: axorax
-tags: python,math,binary,decimal,conversion
+tags: math,binary,decimal,conversion
 ---
 
 ```py
@@ -10,6 +10,6 @@ def binary_to_decimal(binary_str):
     return int(binary_str, 2)
 
 # Usage:
-print(binary_to_decimal('1010'))  # Output: 10
-print(binary_to_decimal('1101'))  # Output: 13
+binary_to_decimal('1010') # Returns: 10
+binary_to_decimal('1101') # Returns: 13
 ```
diff --git a/snippets/python/utilities/convert-bytes-to-human-readable-format.md b/snippets/python/math-and-numbers/convert-bytes-to-human-readable-format.md
similarity index 76%
rename from snippets/python/utilities/convert-bytes-to-human-readable-format.md
rename to snippets/python/math-and-numbers/convert-bytes-to-human-readable-format.md
index 08fc338e..96f5ddc7 100644
--- a/snippets/python/utilities/convert-bytes-to-human-readable-format.md
+++ b/snippets/python/math-and-numbers/convert-bytes-to-human-readable-format.md
@@ -2,7 +2,7 @@
 title: Convert Bytes to Human-Readable Format
 description: Converts a size in bytes to a human-readable format.
 author: axorax
-tags: python,bytes,format,utility
+tags: bytes,format
 ---
 
 ```py
@@ -13,5 +13,5 @@ def bytes_to_human_readable(num):
         num /= 1024
 
 # Usage:
-print(bytes_to_human_readable(123456789))  # Output: '117.74 MB'
+bytes_to_human_readable(123456789) # Returns: '117.74 MB'
 ```
diff --git a/snippets/python/math-and-numbers/find-factorial.md b/snippets/python/math-and-numbers/find-factorial.md
deleted file mode 100644
index 939e8fa6..00000000
--- a/snippets/python/math-and-numbers/find-factorial.md
+++ /dev/null
@@ -1,16 +0,0 @@
----
-title: Find Factorial
-description: Calculates the factorial of a number.
-author: dostonnabotov
-tags: python,math,factorial,utility
----
-
-```py
-def factorial(n):
-    if n == 0:
-        return 1
-    return n * factorial(n - 1)
-
-# Usage:
-print(factorial(5))  # Output: 120
-```
diff --git a/snippets/python/math-and-numbers/find-lcm-least-common-multiple.md b/snippets/python/math-and-numbers/find-lcm-least-common-multiple.md
index 31a44f5b..c749bf7f 100644
--- a/snippets/python/math-and-numbers/find-lcm-least-common-multiple.md
+++ b/snippets/python/math-and-numbers/find-lcm-least-common-multiple.md
@@ -10,6 +10,6 @@ def lcm(a, b):
     return abs(a * b) // gcd(a, b)
 
 # Usage:
-print(lcm(12, 15))  # Output: 60
-print(lcm(7, 5))    # Output: 35
+lcm(12, 15) # Returns: 60
+lcm(7, 5) # Returns: 35
 ```
diff --git a/snippets/python/math-and-numbers/solve-quadratic-equation.md b/snippets/python/math-and-numbers/solve-quadratic-equation.md
index 2a66bf3e..e4d56263 100644
--- a/snippets/python/math-and-numbers/solve-quadratic-equation.md
+++ b/snippets/python/math-and-numbers/solve-quadratic-equation.md
@@ -2,7 +2,7 @@
 title: Solve Quadratic Equation
 description: Solves a quadratic equation ax^2 + bx + c = 0 and returns the roots.
 author: axorax
-tags: python,math,quadratic,equation,solver
+tags: math,quadratic,equation,solver
 ---
 
 ```py
@@ -15,6 +15,6 @@ def solve_quadratic(a, b, c):
     return root1, root2
 
 # Usage:
-print(solve_quadratic(1, -3, 2))  # Output: ((2+0j), (1+0j))
-print(solve_quadratic(1, 2, 5))   # Output: ((-1+2j), (-1-2j))
+solve_quadratic(1, -3, 2) # Returns: ((2+0j), (1+0j))
+solve_quadratic(1, 2, 5) # Returns: ((-1+2j), (-1-2j))
 ```
diff --git a/snippets/python/sqlite-database/create-sqlite-database-table.md b/snippets/python/sqlite-database/create-sqlite-database-table.md
index fef20041..be2da737 100644
--- a/snippets/python/sqlite-database/create-sqlite-database-table.md
+++ b/snippets/python/sqlite-database/create-sqlite-database-table.md
@@ -2,7 +2,7 @@
 title: Create SQLite Database Table
 description: Creates a table in an SQLite database with a dynamic schema.
 author: e3nviction
-tags: python,sqlite,database,table
+tags: sqlite,database,table
 ---
 
 ```py
diff --git a/snippets/python/sqlite-database/insert-data-into-sqlite-table.md b/snippets/python/sqlite-database/insert-data-into-sqlite-table.md
index 3e8cb557..44c4e736 100644
--- a/snippets/python/sqlite-database/insert-data-into-sqlite-table.md
+++ b/snippets/python/sqlite-database/insert-data-into-sqlite-table.md
@@ -2,7 +2,7 @@
 title: Insert Data into Sqlite Table
 description: Inserts a row into a specified SQLite table using a dictionary of fields and values.
 author: e3nviction
-tags: python,sqlite,database,utility
+tags: sqlite,database
 ---
 
 ```py
diff --git a/snippets/python/sqlite-database/query-data-from-sqlite-table.md b/snippets/python/sqlite-database/query-data-from-sqlite-table.md
index 95e4abab..4a06079e 100644
--- a/snippets/python/sqlite-database/query-data-from-sqlite-table.md
+++ b/snippets/python/sqlite-database/query-data-from-sqlite-table.md
@@ -2,7 +2,7 @@
 title: Query Data from Sqlite Table
 description: Fetches data from a specified SQLite table, with options for selecting specific columns and applying a WHERE clause.
 author: pl44t
-tags: python,sqlite,database,utility
+tags: sqlite,database
 ---
 
 ```py
diff --git a/snippets/python/sqlite-database/update-records-sqlite-table.md b/snippets/python/sqlite-database/update-records-in-sqlite-table.md
similarity index 95%
rename from snippets/python/sqlite-database/update-records-sqlite-table.md
rename to snippets/python/sqlite-database/update-records-in-sqlite-table.md
index 14104c8f..ffee4e87 100644
--- a/snippets/python/sqlite-database/update-records-sqlite-table.md
+++ b/snippets/python/sqlite-database/update-records-in-sqlite-table.md
@@ -2,7 +2,7 @@
 title: Update Records in Sqlite Table
 description: Updates records in a specified SQLite table, allowing dynamic column updates and an optional WHERE clause.
 author: pl44t
-tags: python,sqlite,database,utility
+tags: sqlite,database
 ---
 
 ```py
diff --git a/snippets/python/string-manipulation/capitalize-words.md b/snippets/python/string-manipulation/capitalize-words.md
index e6acdcd4..ed55311d 100644
--- a/snippets/python/string-manipulation/capitalize-words.md
+++ b/snippets/python/string-manipulation/capitalize-words.md
@@ -2,7 +2,7 @@
 title: Capitalize Words
 description: Capitalizes the first letter of each word in a string.
 author: axorax
-tags: python,string,capitalize,utility
+tags: string,capitalize
 ---
 
 ```py
@@ -10,5 +10,5 @@ def capitalize_words(s):
     return ' '.join(word.capitalize() for word in s.split())
 
 # Usage:
-print(capitalize_words('hello world'))  # Output: 'Hello World'
+capitalize_words('hello world') # Returns: 'Hello World'
 ```
diff --git a/snippets/python/string-manipulation/check-anagram.md b/snippets/python/string-manipulation/check-anagram.md
index 311c9c76..ddaa63b6 100644
--- a/snippets/python/string-manipulation/check-anagram.md
+++ b/snippets/python/string-manipulation/check-anagram.md
@@ -2,7 +2,7 @@
 title: Check Anagram
 description: Checks if two strings are anagrams of each other.
 author: SteliosGee
-tags: python,string,anagram,check,utility
+tags: string,anagram,check
 ---
 
 ```py
@@ -10,5 +10,5 @@ def is_anagram(s1, s2):
     return sorted(s1) == sorted(s2)
 
 # Usage:
-print(is_anagram('listen', 'silent'))  # Output: True
+is_anagram('listen', 'silent') # Returns: True
 ```
diff --git a/snippets/python/string-manipulation/check-palindrome.md b/snippets/python/string-manipulation/check-palindrome.md
index 08e30294..7cf1611e 100644
--- a/snippets/python/string-manipulation/check-palindrome.md
+++ b/snippets/python/string-manipulation/check-palindrome.md
@@ -2,7 +2,7 @@
 title: Check Palindrome
 description: Checks if a string is a palindrome.
 author: dostonnabotov
-tags: python,string,palindrome,utility
+tags: string,palindrome
 ---
 
 ```py
@@ -11,5 +11,5 @@ def is_palindrome(s):
     return s == s[::-1]
 
 # Usage:
-print(is_palindrome('A man a plan a canal Panama'))  # Output: True
+is_palindrome('A man a plan a canal Panama') # Returns: True
 ```
diff --git a/snippets/python/string-manipulation/convert-snake-case-to-camel-case.md b/snippets/python/string-manipulation/convert-snake-case-to-camel-case.md
index c3caf5e2..30956259 100644
--- a/snippets/python/string-manipulation/convert-snake-case-to-camel-case.md
+++ b/snippets/python/string-manipulation/convert-snake-case-to-camel-case.md
@@ -2,7 +2,7 @@
 title: Convert Snake Case to Camel Case
 description: Converts a snake_case string to camelCase.
 author: axorax
-tags: python,string,snake-case,camel-case,convert,utility
+tags: string,snake-case,camel-case,convert
 ---
 
 ```py
@@ -11,5 +11,5 @@ def snake_to_camel(s):
     return parts[0] + ''.join(word.capitalize() for word in parts[1:])
 
 # Usage:
-print(snake_to_camel('hello_world'))  # Output: 'helloWorld'
+snake_to_camel('hello_world') # Returns: 'helloWorld'
 ```
diff --git a/snippets/python/string-manipulation/convert-string-to-ascii.md b/snippets/python/string-manipulation/convert-string-to-ascii.md
index 2af792d1..61e830ba 100644
--- a/snippets/python/string-manipulation/convert-string-to-ascii.md
+++ b/snippets/python/string-manipulation/convert-string-to-ascii.md
@@ -2,7 +2,7 @@
 title: Convert String to ASCII
 description: Converts a string into its ASCII representation.
 author: axorax
-tags: python,string,ascii,convert,utility
+tags: string,ascii,convert
 ---
 
 ```py
@@ -10,5 +10,5 @@ def string_to_ascii(s):
     return [ord(char) for char in s]
 
 # Usage:
-print(string_to_ascii('hello'))  # Output: [104, 101, 108, 108, 111]
+string_to_ascii('hello') # Returns: [104, 101, 108, 108, 111]
 ```
diff --git a/snippets/python/string-manipulation/count-character-frequency.md b/snippets/python/string-manipulation/count-character-frequency.md
index 8665eb67..ce8d8563 100644
--- a/snippets/python/string-manipulation/count-character-frequency.md
+++ b/snippets/python/string-manipulation/count-character-frequency.md
@@ -2,7 +2,7 @@
 title: Count Character Frequency
 description: Counts the frequency of each character in a string.
 author: axorax
-tags: python,string,character-frequency,utility
+tags: string,character-frequency
 ---
 
 ```py
@@ -12,5 +12,5 @@ def char_frequency(s):
     return dict(Counter(s))
 
 # Usage:
-print(char_frequency('hello'))  # Output: {'h': 1, 'e': 1, 'l': 2, 'o': 1}
+char_frequency('hello') # Returns: {'h': 1, 'e': 1, 'l': 2, 'o': 1}
 ```
diff --git a/snippets/python/string-manipulation/count-vowels.md b/snippets/python/string-manipulation/count-vowels.md
index 3500ad6c..7dbcacab 100644
--- a/snippets/python/string-manipulation/count-vowels.md
+++ b/snippets/python/string-manipulation/count-vowels.md
@@ -2,7 +2,7 @@
 title: Count Vowels
 description: Counts the number of vowels in a string.
 author: SteliosGee
-tags: python,string,vowels,count,utility
+tags: string,vowels,count
 ---
 
 ```py
@@ -11,5 +11,5 @@ def count_vowels(s):
     return len([char for char in s.lower() if char in vowels])
 
 # Usage:
-print(count_vowels('hello'))  # Output: 2
+count_vowels('hello') # Returns: 2
 ```
diff --git a/snippets/python/string-manipulation/count-words.md b/snippets/python/string-manipulation/count-words.md
index 301de052..60aeb369 100644
--- a/snippets/python/string-manipulation/count-words.md
+++ b/snippets/python/string-manipulation/count-words.md
@@ -2,7 +2,7 @@
 title: Count Words
 description: Counts the number of words in a string.
 author: axorax
-tags: python,string,word-count,utility
+tags: string,word-count
 ---
 
 ```py
@@ -10,5 +10,5 @@ def count_words(s):
     return len(s.split())
 
 # Usage:
-print(count_words('The quick brown fox'))  # Output: 4
+count_words('The quick brown fox') # Returns: 4
 ```
diff --git a/snippets/python/string-manipulation/find-all-substrings.md b/snippets/python/string-manipulation/find-all-substrings.md
index be2c16ec..0148e356 100644
--- a/snippets/python/string-manipulation/find-all-substrings.md
+++ b/snippets/python/string-manipulation/find-all-substrings.md
@@ -2,7 +2,7 @@
 title: Find All Substrings
 description: Finds all substrings of a given string.
 author: axorax
-tags: python,string,substring,find,utility
+tags: string,substring,find
 ---
 
 ```py
@@ -14,5 +14,5 @@ def find_substrings(s):
     return substrings
 
 # Usage:
-print(find_substrings('abc'))  # Output: ['a', 'ab', 'abc', 'b', 'bc', 'c']
+find_substrings('abc') # Returns: ['a', 'ab', 'abc', 'b', 'bc', 'c']
 ```
diff --git a/snippets/python/string-manipulation/find-longest-word.md b/snippets/python/string-manipulation/find-longest-word.md
index aec61eea..2422b2c2 100644
--- a/snippets/python/string-manipulation/find-longest-word.md
+++ b/snippets/python/string-manipulation/find-longest-word.md
@@ -2,7 +2,7 @@
 title: Find Longest Word
 description: Finds the longest word in a string.
 author: axorax
-tags: python,string,longest-word,utility
+tags: string,longest-word
 ---
 
 ```py
@@ -11,5 +11,5 @@ def find_longest_word(s):
     return max(words, key=len) if words else ''
 
 # Usage:
-print(find_longest_word('The quick brown fox'))  # Output: 'quick'
+find_longest_word('The quick brown fox') # Returns: 'quick'
 ```
diff --git a/snippets/python/string-manipulation/find-unique-characters.md b/snippets/python/string-manipulation/find-unique-characters.md
index 8b6bd787..d6306254 100644
--- a/snippets/python/string-manipulation/find-unique-characters.md
+++ b/snippets/python/string-manipulation/find-unique-characters.md
@@ -2,7 +2,7 @@
 title: Find Unique Characters
 description: Finds all unique characters in a string.
 author: axorax
-tags: python,string,unique,characters,utility
+tags: string,unique,characters
 ---
 
 ```py
@@ -10,5 +10,5 @@ def find_unique_chars(s):
     return ''.join(sorted(set(s)))
 
 # Usage:
-print(find_unique_chars('banana'))  # Output: 'abn'
+find_unique_chars('banana') # Results: 'abn'
 ```
diff --git a/snippets/python/utilities/generate-random-string.md b/snippets/python/string-manipulation/generate-random-string.md
similarity index 77%
rename from snippets/python/utilities/generate-random-string.md
rename to snippets/python/string-manipulation/generate-random-string.md
index b680cf49..a8dccdd5 100644
--- a/snippets/python/utilities/generate-random-string.md
+++ b/snippets/python/string-manipulation/generate-random-string.md
@@ -2,7 +2,7 @@
 title: Generate Random String
 description: Generates a random alphanumeric string.
 author: dostonnabotov
-tags: python,random,string,utility
+tags: random,string
 ---
 
 ```py
@@ -14,5 +14,5 @@ def random_string(length):
     return ''.join(random.choice(letters_and_digits) for _ in range(length))
 
 # Usage:
-print(random_string(10))  # Output: Random 10-character string
+random_string(10) # Results: Random 10-character string
 ```
diff --git a/snippets/python/string-manipulation/remove-duplicate-characters.md b/snippets/python/string-manipulation/remove-duplicate-characters.md
index 02ca422c..fda3d0a4 100644
--- a/snippets/python/string-manipulation/remove-duplicate-characters.md
+++ b/snippets/python/string-manipulation/remove-duplicate-characters.md
@@ -2,7 +2,7 @@
 title: Remove Duplicate Characters
 description: Removes duplicate characters from a string while maintaining the order.
 author: axorax
-tags: python,string,duplicates,remove,utility
+tags: string,duplicates,remove
 ---
 
 ```py
@@ -11,5 +11,5 @@ def remove_duplicate_chars(s):
     return ''.join(char for char in s if not (char in seen or seen.add(char)))
 
 # Usage:
-print(remove_duplicate_chars('programming'))  # Output: 'progamin'
+remove_duplicate_chars('programming') # Returns: 'progamin'
 ```
diff --git a/snippets/python/string-manipulation/remove-punctuation.md b/snippets/python/string-manipulation/remove-punctuation.md
index ad2616f5..301be4f7 100644
--- a/snippets/python/string-manipulation/remove-punctuation.md
+++ b/snippets/python/string-manipulation/remove-punctuation.md
@@ -2,7 +2,7 @@
 title: Remove Punctuation
 description: Removes punctuation from a string.
 author: SteliosGee
-tags: python,string,punctuation,remove,utility
+tags: string,punctuation,remove
 ---
 
 ```py
@@ -12,5 +12,5 @@ def remove_punctuation(s):
     return s.translate(str.maketrans('', '', string.punctuation))
 
 # Usage:
-print(remove_punctuation('Hello, World!'))  # Output: 'Hello World'
+remove_punctuation('Hello, World!') # Returns: 'Hello World'
 ```
diff --git a/snippets/python/string-manipulation/remove-specific-characters.md b/snippets/python/string-manipulation/remove-specific-characters.md
index e686c299..3965ae9b 100644
--- a/snippets/python/string-manipulation/remove-specific-characters.md
+++ b/snippets/python/string-manipulation/remove-specific-characters.md
@@ -2,7 +2,7 @@
 title: Remove Specific Characters
 description: Removes specific characters from a string.
 author: axorax
-tags: python,string,remove,characters,utility
+tags: string,remove,characters
 ---
 
 ```py
@@ -10,5 +10,5 @@ def remove_chars(s, chars):
     return ''.join(c for c in s if c not in chars)
 
 # Usage:
-print(remove_chars('hello world', 'eo'))  # Output: 'hll wrld'
+remove_chars('hello world', 'eo') # Returns: 'hll wrld'
 ```
diff --git a/snippets/python/string-manipulation/remove-whitespace.md b/snippets/python/string-manipulation/remove-whitespace.md
index 34ed871d..c541a198 100644
--- a/snippets/python/string-manipulation/remove-whitespace.md
+++ b/snippets/python/string-manipulation/remove-whitespace.md
@@ -2,7 +2,7 @@
 title: Remove Whitespace
 description: Removes all whitespace from a string.
 author: axorax
-tags: python,string,whitespace,remove,utility
+tags: string,whitespace,remove
 ---
 
 ```py
@@ -10,5 +10,5 @@ def remove_whitespace(s):
     return ''.join(s.split())
 
 # Usage:
-print(remove_whitespace('hello world'))  # Output: 'helloworld'
+remove_whitespace('hello world') # Returns: 'helloworld'
 ```
diff --git a/snippets/python/string-manipulation/reverse-string.md b/snippets/python/string-manipulation/reverse-string.md
index 2bfa2765..fa045607 100644
--- a/snippets/python/string-manipulation/reverse-string.md
+++ b/snippets/python/string-manipulation/reverse-string.md
@@ -2,7 +2,7 @@
 title: Reverse String
 description: Reverses the characters in a string.
 author: dostonnabotov
-tags: python,string,reverse,utility
+tags: string,reverse
 ---
 
 ```py
@@ -10,5 +10,5 @@ def reverse_string(s):
     return s[::-1]
 
 # Usage:
-print(reverse_string('hello'))  # Output: 'olleh'
+reverse_string('hello') # Returns: 'olleh'
 ```
diff --git a/snippets/python/string-manipulation/split-camel-case.md b/snippets/python/string-manipulation/split-camel-case.md
index b5561287..bb57c42d 100644
--- a/snippets/python/string-manipulation/split-camel-case.md
+++ b/snippets/python/string-manipulation/split-camel-case.md
@@ -2,7 +2,7 @@
 title: Split Camel Case
 description: Splits a camel case string into separate words.
 author: axorax
-tags: python,string,camel-case,split,utility
+tags: string,camel-case,split
 ---
 
 ```py
@@ -12,5 +12,5 @@ def split_camel_case(s):
     return ' '.join(re.findall(r'[A-Z][a-z]*|[a-z]+', s))
 
 # Usage:
-print(split_camel_case('camelCaseString'))  # Output: 'camel Case String'
+split_camel_case('camelCaseString') # Returns: 'camel Case String'
 ```
diff --git a/snippets/python/string-manipulation/truncate-string.md b/snippets/python/string-manipulation/truncate-string.md
index e07b5f79..9788ac3e 100644
--- a/snippets/python/string-manipulation/truncate-string.md
+++ b/snippets/python/string-manipulation/truncate-string.md
@@ -2,7 +2,7 @@
 title: Truncate String
 description: Truncates a string to a specified length and adds an ellipsis.
 author: axorax
-tags: python,string,truncate,utility
+tags: string,truncate
 ---
 
 ```py
@@ -10,5 +10,5 @@ def truncate_string(s, length):
     return s[:length] + '...' if len(s) > length else s
 
 # Usage:
-print(truncate_string('This is a long string', 10))  # Output: 'This is a ...'
+truncate_string('This is a long string', 10) # Returns: 'This is a ...'
 ```
diff --git a/snippets/rust/basics/hello-world.md b/snippets/rust/basics/hello-world.md
index da2502dd..334e93b6 100644
--- a/snippets/rust/basics/hello-world.md
+++ b/snippets/rust/basics/hello-world.md
@@ -2,7 +2,7 @@
 title: Hello, World!
 description: Prints Hello, World! to the terminal.
 author: James-Beans
-tags: rust,printing,hello-world,utility
+tags: printing,hello-world
 ---
 
 ```rust
diff --git a/snippets/rust/file-handling/find-files.md b/snippets/rust/file-handling/find-files.md
index 2dfac208..1504d402 100644
--- a/snippets/rust/file-handling/find-files.md
+++ b/snippets/rust/file-handling/find-files.md
@@ -2,7 +2,7 @@
 title: Find Files
 description: Finds all files of the specified extension within a given directory.
 author: Mathys-Gasnier
-tags: rust,file,search
+tags: file,search
 ---
 
 ```rust
@@ -23,5 +23,5 @@ fn find_files(directory: &str, file_type: &str) -> std::io::Result<Vec<std::path
 }
 
 // Usage:
-let files = find_files("/path/to/your/directory", ".pdf")
+find_files("/path/to/your/directory", ".pdf"); // Returns: if Ok(), a vector of path to `.pdf` files in the directory
 ```
diff --git a/snippets/rust/file-handling/read-file-lines.md b/snippets/rust/file-handling/read-file-lines.md
index e2ebe6bc..7a094e07 100644
--- a/snippets/rust/file-handling/read-file-lines.md
+++ b/snippets/rust/file-handling/read-file-lines.md
@@ -2,7 +2,7 @@
 title: Read File Lines
 description: Reads all lines from a file and returns them as a vector of strings.
 author: Mathys-Gasnier
-tags: rust,file,read,utility
+tags: file,read
 ---
 
 ```rust
@@ -16,5 +16,5 @@ fn read_lines(file_name: &str) -> std::io::Result<Vec<String>>
 }
 
 // Usage:
-let lines = read_lines("path/to/file.txt").expect("Failed to read lines from file")
+read_lines("path/to/file.txt"); // Returns: If Ok(), a Vec of the lines of the file
 ```
diff --git a/snippets/rust/string-manipulation/capitalize-string.md b/snippets/rust/string-manipulation/capitalize-string.md
index 1fc9a26b..d11431c4 100644
--- a/snippets/rust/string-manipulation/capitalize-string.md
+++ b/snippets/rust/string-manipulation/capitalize-string.md
@@ -2,7 +2,7 @@
 title: Capitalize String
 description: Makes the first letter of a string uppercase.
 author: Mathys-Gasnier
-tags: rust,string,capitalize,utility
+tags: string,capitalize
 ---
 
 ```rust
@@ -15,5 +15,5 @@ fn capitalized(str: &str) -> String {
 }
 
 // Usage:
-assert_eq!(capitalized("lower_case"), "Lower_case")
+capitalized("lower_case"); // Returns: Lower_case
 ```
diff --git a/snippets/scss/animations/fade-in-animation.md b/snippets/scss/animations/fade-in-animation.md
index 029f6deb..a228653f 100644
--- a/snippets/scss/animations/fade-in-animation.md
+++ b/snippets/scss/animations/fade-in-animation.md
@@ -2,7 +2,7 @@
 title: Fade In Animation
 description: Animates the fade-in effect.
 author: dostonnabotov
-tags: scss,animation,fade,css
+tags: animation,fade,css
 ---
 
 ```scss
diff --git a/snippets/scss/animations/slide-in-from-left.md b/snippets/scss/animations/slide-in-from-left.md
index decfc2dc..852d238c 100644
--- a/snippets/scss/animations/slide-in-from-left.md
+++ b/snippets/scss/animations/slide-in-from-left.md
@@ -2,7 +2,7 @@
 title: Slide In From Left
 description: Animates content sliding in from the left.
 author: dostonnabotov
-tags: scss,animation,slide,css
+tags: animation,slide,css
 ---
 
 ```scss
diff --git a/snippets/scss/borders-shadows/border-radius-helper.md b/snippets/scss/borders-shadows/border-radius-helper.md
index a6cdcc2e..b90b8230 100644
--- a/snippets/scss/borders-shadows/border-radius-helper.md
+++ b/snippets/scss/borders-shadows/border-radius-helper.md
@@ -2,7 +2,7 @@
 title: Border Radius Helper
 description: Applies a customizable border-radius.
 author: dostonnabotov
-tags: scss,border,radius,css
+tags: border,radius,css
 ---
 
 ```scss
diff --git a/snippets/scss/borders-shadows/box-shadow-helper.md b/snippets/scss/borders-shadows/box-shadow-helper.md
index dc33f1d5..c73ab292 100644
--- a/snippets/scss/borders-shadows/box-shadow-helper.md
+++ b/snippets/scss/borders-shadows/box-shadow-helper.md
@@ -2,7 +2,7 @@
 title: Box Shadow Helper
 description: Generates a box shadow with customizable values.
 author: dostonnabotov
-tags: scss,box-shadow,css,effects
+tags: box-shadow,css,effects
 ---
 
 ```scss
diff --git a/snippets/scss/components/primary-button.md b/snippets/scss/components/primary-button.md
index 47dc6a4d..b945735d 100644
--- a/snippets/scss/components/primary-button.md
+++ b/snippets/scss/components/primary-button.md
@@ -2,7 +2,7 @@
 title: Primary Button
 description: Generates a styled primary button.
 author: dostonnabotov
-tags: scss,button,primary,css
+tags: button,primary,css
 ---
 
 ```scss
diff --git a/snippets/scss/layouts/aspect-ratio.md b/snippets/scss/layouts/aspect-ratio.md
index ddd8d072..a99d14a2 100644
--- a/snippets/scss/layouts/aspect-ratio.md
+++ b/snippets/scss/layouts/aspect-ratio.md
@@ -2,7 +2,7 @@
 title: Aspect Ratio
 description: Ensures that elements maintain a specific aspect ratio.
 author: dostonnabotov
-tags: scss,aspect-ratio,layout,css
+tags: aspect-ratio,layout,css
 ---
 
 ```scss
diff --git a/snippets/scss/layouts/dark-theme.md b/snippets/scss/layouts/dark-theme.md
index 418776c3..ecda0619 100644
--- a/snippets/scss/layouts/dark-theme.md
+++ b/snippets/scss/layouts/dark-theme.md
@@ -2,7 +2,7 @@
 title: Dark Theme
 description: SCSS mixin to change styles for dark themes.
 author: gihanrangana
-tags: scss, css, mixin, snippet, dark-theme, layout
+tags: css, mixin, snippet, dark-theme, layout
 ---
 
 ```scss
diff --git a/snippets/scss/layouts/flex-center.md b/snippets/scss/layouts/flex-center.md
index c74908c6..a36ac106 100644
--- a/snippets/scss/layouts/flex-center.md
+++ b/snippets/scss/layouts/flex-center.md
@@ -2,7 +2,7 @@
 title: Flex Center
 description: A mixin to center content using flexbox.
 author: dostonnabotov
-tags: scss,flex,center,css
+tags: flex,center,css
 ---
 
 ```scss
diff --git a/snippets/scss/layouts/grid-container.md b/snippets/scss/layouts/grid-container.md
index c11a4168..4febfe40 100644
--- a/snippets/scss/layouts/grid-container.md
+++ b/snippets/scss/layouts/grid-container.md
@@ -2,7 +2,7 @@
 title: Grid Container
 description: Creates a responsive grid container with customizable column counts.
 author: dostonnabotov
-tags: scss,grid,layout,css
+tags: grid,layout,css
 ---
 
 ```scss
diff --git a/snippets/scss/typography/font-import-helper.md b/snippets/scss/typography/font-import-helper.md
index 4ad41181..fe10360e 100644
--- a/snippets/scss/typography/font-import-helper.md
+++ b/snippets/scss/typography/font-import-helper.md
@@ -2,7 +2,7 @@
 title: Font Import Helper
 description: Simplifies importing custom fonts in Sass.
 author: dostonnabotov
-tags: sass,mixin,fonts,css
+tags: mixin,fonts,css
 ---
 
 ```scss
diff --git a/snippets/scss/typography/line-clamp-mixin.md b/snippets/scss/typography/line-clamp-mixin.md
index af48f1a8..fd0f2198 100644
--- a/snippets/scss/typography/line-clamp-mixin.md
+++ b/snippets/scss/typography/line-clamp-mixin.md
@@ -2,7 +2,7 @@
 title: Line Clamp Mixin
 description: A Sass mixin to clamp text to a specific number of lines.
 author: dostonnabotov
-tags: sass,mixin,typography,css
+tags: mixin,typography,css
 ---
 
 ```scss
diff --git a/snippets/scss/typography/text-gradient.md b/snippets/scss/typography/text-gradient.md
index 91776580..f3369cb1 100644
--- a/snippets/scss/typography/text-gradient.md
+++ b/snippets/scss/typography/text-gradient.md
@@ -2,7 +2,7 @@
 title: Text Gradient
 description: Adds a gradient color effect to text.
 author: dostonnabotov
-tags: sass,mixin,gradient,text,css
+tags: mixin,gradient,text,css
 ---
 
 ```scss
diff --git a/snippets/scss/typography/text-overflow-ellipsis.md b/snippets/scss/typography/text-overflow-ellipsis.md
index f5e75caf..bc47dc69 100644
--- a/snippets/scss/typography/text-overflow-ellipsis.md
+++ b/snippets/scss/typography/text-overflow-ellipsis.md
@@ -2,7 +2,7 @@
 title: Text Overflow Ellipsis
 description: Ensures long text is truncated with an ellipsis.
 author: dostonnabotov
-tags: sass,mixin,text,css
+tags: mixin,text,css
 ---
 
 ```scss
diff --git a/snippets/scss/utilities/clearfix.md b/snippets/scss/utilities/clearfix.md
index 24285f82..32a599dd 100644
--- a/snippets/scss/utilities/clearfix.md
+++ b/snippets/scss/utilities/clearfix.md
@@ -2,7 +2,7 @@
 title: Clearfix
 description: Provides a clearfix utility for floating elements.
 author: dostonnabotov
-tags: scss,clearfix,utility,css
+tags: clearfix,utility,css
 ---
 
 ```scss
diff --git a/snippets/scss/utilities/responsive-breakpoints.md b/snippets/scss/utilities/responsive-breakpoints.md
index 0a29e98e..dc0f2147 100644
--- a/snippets/scss/utilities/responsive-breakpoints.md
+++ b/snippets/scss/utilities/responsive-breakpoints.md
@@ -2,7 +2,7 @@
 title: Responsive Breakpoints
 description: Generates media queries for responsive design.
 author: dostonnabotov
-tags: scss,responsive,media-queries,css
+tags: responsive,media-queries,css
 ---
 
 ```scss
diff --git a/utils/snippetParser.js b/utils/snippetParser.js
index e2ea33ad..0989ab5e 100644
--- a/utils/snippetParser.js
+++ b/utils/snippetParser.js
@@ -8,6 +8,17 @@ export function reverseSlugify(string, separator = "-") {
         .join(' ')
         .trim();
 }
+export function slugify(string, separator = "-") {
+    return string
+        .toString() // Cast to string (optional)
+        .toLowerCase() // Convert the string to lowercase letters
+        .trim() // Remove whitespace from both sides of a string (optional)
+        .replace(/\s+/g, separator) // Replace spaces with {separator}
+        .replace(/[^\w\-]+/g, "") // Remove all non-word chars
+        .replace(/\_/g, separator) // Replace _ with {separator}
+        .replace(/\-\-+/g, separator) // Replace multiple - with single {separator}
+        .replace(/\-$/g, ""); // Remove trailing -
+}
 
 let errored = false;
 function raise(issue, snippet = '') {
@@ -20,7 +31,7 @@ const crlfRegex = /\r\n/gm;
 const propertyRegex = /^\s+([a-zA-Z]+):\s*(.+)/;
 const headerEndCodeStartRegex = /^\s*---\s*```.*\n/;
 const codeRegex = /^(.+)```/s
-function parseSnippet(snippetPath, text) {
+function parseSnippet(snippetPath, name, text) {
     if(crlfRegex.exec(text) !== null) return raise('Found CRLF line endings instead of LF line endings', snippetPath);
     let cursor = 0;
 
@@ -41,6 +52,8 @@ function parseSnippet(snippetPath, text) {
     if(!('author' in properties)) return raise(`Missing 'author' property`, snippetPath);
     if(!('tags' in properties)) return raise(`Missing 'tags' property`, snippetPath);
 
+    if(slugify(properties.title) !== name) return raise(`slugifyed 'title' property doesn't match snippet file name`, snippetPath);
+
     match = headerEndCodeStartRegex.exec(fromCursor());
     if(match === null) return raise('Missing header end \'---\' or code start \'```\'', snippetPath);
     cursor += match[0].length;
@@ -82,8 +95,9 @@ export function parseAllSnippets() {
             for(const snippet of readdirSync(categoryPath)) {
                 const snippetPath = join(categoryPath, snippet);
                 const snippetContent = readFileSync(snippetPath).toString();
+                const snippetFileName = snippet.slice(0, -3);
     
-                const snippetData = parseSnippet(snippetPath, snippetContent);
+                const snippetData = parseSnippet(snippetPath, snippetFileName, snippetContent);
                 if(!snippetData) continue;
                 categorySnippets.push(snippetData);
             }