diff --git a/requirements_dev.txt b/requirements_dev.txt
index 474bd7f..e94309c 100644
--- a/requirements_dev.txt
+++ b/requirements_dev.txt
@@ -7,5 +7,5 @@ coverage==4.5.4
 Sphinx==7.2.6
 twine==5.0.0
 ruff==0.3.5
-
-
+pdf2image==1.17.0
+pytesseract==0.3.13
diff --git a/source_pdf_files/.gitignore b/source_pdf_files/.gitignore
new file mode 100644
index 0000000..5e7d273
--- /dev/null
+++ b/source_pdf_files/.gitignore
@@ -0,0 +1,4 @@
+# Ignore everything in this directory
+*
+# Except this file
+!.gitignore
diff --git a/src/ocr_pdf_to_text.py b/src/ocr_pdf_to_text.py
new file mode 100644
index 0000000..f3c5ba6
--- /dev/null
+++ b/src/ocr_pdf_to_text.py
@@ -0,0 +1,53 @@
+import os
+import sys
+import pdf2image
+import pytesseract
+from pytesseract import Output, TesseractError
+
+# Ensure the user provides the directory with PDF files as an argument
+if len(sys.argv) < 2:
+    print("Usage: python script_name.py <pdf_directory>")
+    sys.exit(1)
+
+# Get the directory with PDFs from the command line argument
+pdf_dir = sys.argv[1]
+
+# Ensure the provided path is a directory
+if not os.path.isdir(pdf_dir):
+    print(f"{pdf_dir} is not a valid directory")
+    sys.exit(1)
+
+# Set up the output directory (assuming the script is in the src folder and we want data at the same level)
+script_dir = os.path.dirname(os.path.abspath(__file__))
+data_dir = os.path.join(os.path.dirname(script_dir), 'data')
+
+# Create the output directory if it doesn't exist
+if not os.path.exists(data_dir):
+    os.makedirs(data_dir)
+
+# Iterate over all the PDF files in the provided directory
+for file in os.listdir(pdf_dir):
+    if not file.endswith(".pdf"):
+        continue
+    pdf_path = os.path.join(pdf_dir, file)
+    print(f"Converting {pdf_path} to images")
+
+    try:
+        # Convert the PDF to images
+        images = pdf2image.convert_from_path(pdf_path)
+        print(f"pdf contains {len(images)} pages")
+        # Perform OCR on each image and save the result to a file
+        output_text_file = os.path.join(data_dir, f"{os.path.splitext(file)[0]}_ocr.txt")
+        with open(output_text_file, 'w') as f_out:
+            for i, image in enumerate(images):
+                # Perform OCR on the image
+                ocr_dict = pytesseract.image_to_data(image, lang='eng', output_type=Output.DICT)
+                text = " ".join(ocr_dict['text'])
+                f_out.write(f"{text}\n")
+
+        print(f"Finished processing {file}, output saved to {output_text_file}")
+
+    except TesseractError as e:
+        print(f"Error processing {file}: {e}")
+    except Exception as e:
+        print(f"An error occurred with {file}: {e}")
diff --git a/src/pdf_to_text.py b/src/pdf_to_text.py
new file mode 100755
index 0000000..786e067
--- /dev/null
+++ b/src/pdf_to_text.py
@@ -0,0 +1,42 @@
+import os
+import sys
+import pdftotext
+
+# Ensure the user provides the directory with PDF files as an argument
+if len(sys.argv) < 2:
+    print("Usage: python script_name.py <pdf_directory>")
+    sys.exit(1)
+
+# Get the directory with PDFs from the command line argument
+pdf_dir = sys.argv[1]
+
+# Ensure the provided path is a directory
+if not os.path.isdir(pdf_dir):
+    print(f"{pdf_dir} is not a valid directory")
+    sys.exit(1)
+
+# Set up the output directory (assuming the script is in the src folder and we want data at the same level)
+script_dir = os.path.dirname(os.path.abspath(__file__))
+data_dir = os.path.join(os.path.dirname(script_dir), 'data')
+
+# Create the output directory if it doesn't exist
+if not os.path.exists(data_dir):
+    os.makedirs(data_dir)
+
+# Iterate over all the PDF files in the provided directory
+for file in os.listdir(pdf_dir):
+    if not file.endswith(".pdf"):
+        continue
+
+    pdf_path = os.path.join(pdf_dir, file)
+    print(f"Converting {pdf_path} to text")
+
+    with open(pdf_path, "rb") as f:
+      pdf = pdftotext.PDF(f)
+
+    output_text_file = os.path.join(data_dir, f"{os.path.splitext(file)[0]}.txt")
+    with open(output_text_file, 'w') as f_out:
+      for page in pdf:
+        f_out.write(f"{page}\n")
+
+    print(f"Finished processing {file}, output saved to {output_text_file}")