diff --git a/ama-summarizer/.gitignore b/ama-summarizer/.gitignore
new file mode 100644
index 0000000..597e274
--- /dev/null
+++ b/ama-summarizer/.gitignore
@@ -0,0 +1 @@
+questions.md
\ No newline at end of file
diff --git a/ama-summarizer/main.py b/ama-summarizer/main.py
index e136224..2285ca4 100644
--- a/ama-summarizer/main.py
+++ b/ama-summarizer/main.py
@@ -1,60 +1,65 @@
 import praw
 import os
-from dotenv import dotenv_values
+
 
 def get_reddit_instance():
     # Reddit API credentials
-    user_agent = 'Mozilla/5.0 (Macintosh; Intel Mac OS X 14.2; rv:109.0) Gecko/20100101 Firefox/121.0'
+    user_agent = "Mozilla/5.0 (Macintosh; Intel Mac OS X 14.2; rv:109.0) Gecko/20100101 Firefox/121.0"
     client_id = os.environ["REDDIT_CLIENT_ID"]
     client_secret = os.environ["REDDIT_CLIENT_SECRET"]
     reddit_pass = os.environ["REDDIT_PASSWORD"]
     username = os.environ["REDDIT_USERNAME"]
 
     # Create a Reddit instance
-    reddit = praw.Reddit(client_id=client_id,
-                         client_secret=client_secret,
-                         password=reddit_pass,
-                         user_agent=user_agent,
-                         username=username)
+    reddit = praw.Reddit(
+        client_id=client_id,
+        client_secret=client_secret,
+        password=reddit_pass,
+        user_agent=user_agent,
+        username=username,
+    )
     return reddit
 
 
 def get_post_url():
-
-    post_url = input("Enter the AMA post URL: ") # reddit.com URLs preferred 
+    post_url = input("Enter the AMA post URL: ")  # reddit.com URLs preferred
     return post_url
 
-def get_guest_username():
 
-    guest_username = input("Enter the AMA guest username: ") 
+def get_guest_username():
+    guest_username = input("Enter the AMA guest username: ")
     return guest_username
 
+
 def main():
     reddit = get_reddit_instance()
-    
+
     post_url = get_post_url()
     guest_username = get_guest_username()
 
     submission = reddit.submission(url=post_url)
     submission.comments.replace_more(limit=None)
 
-    markdown_file = ''
+    markdown_file = ""
     question_number = 1
 
     for comment in submission.comments.list():
         if comment.author and comment.author.name.lower() == guest_username.lower():
-            question_text = comment.parent().body.replace('\n', ' ')
-            question_link = 'https://reddit.com' + comment.parent().permalink
-            markdown_file += f'{question_number}. [{question_text}]({question_link})\n'
-            question_number += 1
+            # TODO truncate long questions with ellipsis
+            question_text = comment.parent().body.replace("\n", " ")
+            # avoid deleted questions/comments
+            if question_text != "[deleted]":
+                question_link = "https://reddit.com" + comment.parent().permalink
+                markdown_file += (
+                    f"{question_number}. [{question_text}]({question_link})\n"
+                )
+                question_number += 1
 
-    # UTF-8 encoding
-    with open('questions.md', 'w', encoding='utf-8') as file:
+    with open("questions.md", "w", encoding="utf-8") as file:
         file.write(markdown_file)
 
-    print('Markdown file questions.md generated successfully.')
+    print(f"{question_number} questions generated successfully.")
+
 
 if __name__ == "__main__":
     main()
-
-
diff --git a/ama-summarizer/readme.md b/ama-summarizer/readme.md
index 18b4c47..4f40d10 100644
--- a/ama-summarizer/readme.md
+++ b/ama-summarizer/readme.md
@@ -1,5 +1,5 @@
-The Python script to help during AMAs. It generates a markdown file of questions and links of the questions the AMA guest has answered.
+# ama-summarizer
 
-This script is designed to generate a Markdown file containing questions and links from a Reddit post's comments. It specifically focuses on questions or comments answered by a specific user.
-
-The resulting Markdown file will contain a list of questions or comments that the specified guest has answered, with each question numbered and linked to the corresponding Reddit comment.
+- The Python script to help during [AMAs](https://developersindia.in/ama-archive/). It generates a markdown file of questions and links to the questions the AMA guest has answered.
+- This script is designed to generate a Markdown file containing questions and links from a Reddit post's comments. It specifically focuses on questions or comments answered by a specific user.
+- The resulting Markdown file will contain a list of questions or comments that the specified guest has answered, with each question numbered and linked to the corresponding Reddit comment.
diff --git a/ama-summarizer/requirements.txt b/ama-summarizer/requirements.txt
new file mode 100644
index 0000000..9d9d90a
--- /dev/null
+++ b/ama-summarizer/requirements.txt
@@ -0,0 +1 @@
+praw
\ No newline at end of file