diff --git a/file_list.txt b/file_list.txt
new file mode 100644
index 00000000..3fe9ba56
--- /dev/null
+++ b/file_list.txt
@@ -0,0 +1,12 @@
+- pdf_to_text: "swarms/utils/pdf_to_text.md"
+- load_model_torch: "swarms/utils/load_model_torch.md"
+- metrics_decorator: "swarms/utils/metrics_decorator.md"
+- prep_torch_inference: "swarms/utils/prep_torch_inference.md"
+- find_image_path: "swarms/utils/find_image_path.md"
+- print_class_parameters: "swarms/utils/print_class_parameters.md"
+- extract_code_from_markdown: "swarms/utils/extract_code_from_markdown.md"
+- check_device: "swarms/utils/check_device.md"
+- display_markdown_message: "swarms/utils/display_markdown_message.md"
+- phoenix_tracer: "swarms/utils/phoenix_tracer.md"
+- limit_tokens_from_string: "swarms/utils/limit_tokens_from_string.md"
+- math_eval: "swarms/utils/math_eval.md"
diff --git a/mkdocs.yml b/mkdocs.yml
index 431251be..b9f1e856 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -112,20 +112,18 @@ nav:
     - PGVectorStore: "swarms/memory/pg.md"
     - ShortTermMemory: "swarms/memory/short_term_memory.md"
   - swarms.utils:
-    - phoenix_trace_decorator: "swarms/utils/phoenix_tracer.md"
+    - pdf_to_text: "swarms/utils/pdf_to_text.md"
+    - load_model_torch: "swarms/utils/load_model_torch.md"
+    - metrics_decorator: "swarms/utils/metrics_decorator.md"
+    - prep_torch_inference: "swarms/utils/prep_torch_inference.md"
+    - find_image_path: "swarms/utils/find_image_path.md"
+    - print_class_parameters: "swarms/utils/print_class_parameters.md"
+    - extract_code_from_markdown: "swarms/utils/extract_code_from_markdown.md"
+    - check_device: "swarms/utils/check_device.md"
+    - display_markdown_message: "swarms/utils/display_markdown_message.md"
+    - phoenix_tracer: "swarms/utils/phoenix_tracer.md"
+    - limit_tokens_from_string: "swarms/utils/limit_tokens_from_string.md"
     - math_eval: "swarms/utils/math_eval.md"
-    - pdf_to_text: "pdf_to_text.md"
-    - load_model_torch: "load_model_torch.md"
-    - metrics_decorator: "metrics_decorator.md"
-    - prep_torch_inference: "prep_torch_inference.md"
-    - find_image_path: "find_image_path.md"
-    - print_class_parameters: "print_class_parameters.md"
-    - extract_code_from_markdown: "extract_code_from_markdown.md"
-    - check_device: "check_device.md"
-    - display_markdown_message: "display_markdown_message.md"
-    - phoenix_tracer: "phoenix_tracer.md"
-    - limit_tokens_from_string: "limit_tokens_from_string.md"
-    - math_eval: "math_eval.md"
 - Guides:
     - Overview: "examples/index.md"
     - Agents:
diff --git a/pyproject.toml b/pyproject.toml
index b8e4fb3a..34339640 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "swarms"
-version = "2.6.1"
+version = "3.1.0"
 description = "Swarms - Pytorch"
 license = "MIT"
 authors = ["Kye Gomez <kye@apac.ai>"]
diff --git a/scripts/auto_tests_docs/mkdocs_handler.py b/scripts/auto_tests_docs/mkdocs_handler.py
index b1cfdaa5..58718bf3 100644
--- a/scripts/auto_tests_docs/mkdocs_handler.py
+++ b/scripts/auto_tests_docs/mkdocs_handler.py
@@ -1,5 +1,6 @@
 import os
 
+
 def generate_file_list(directory, output_file):
     """
     Generate a list of files in a directory in the specified format and write it to a file.
@@ -8,16 +9,21 @@ def generate_file_list(directory, output_file):
     directory (str): The directory to list the files from.
     output_file (str): The file to write the output to.
     """
-    with open(output_file, 'w') as f:
+    with open(output_file, "w") as f:
         for root, dirs, files in os.walk(directory):
             for file in files:
-                if file.endswith('.md'):
+                if file.endswith(".md"):
                     # Remove the directory from the file path and replace slashes with dots
-                    file_path = os.path.join(root, file).replace(directory + '/', '').replace('/', '.')
+                    file_path = (
+                        os.path.join(root, file)
+                        .replace(directory + "/", "")
+                        .replace("/", ".")
+                    )
                     # Remove the file extension
                     file_name, _ = os.path.splitext(file)
                     # Write the file name and path to the output file
-                    f.write(f"- {file_name}: \"{file_path}\"\n")
+                    f.write(f'- {file_name}: "swarms/utils/{file_path}"\n')
+
 
 # Use the function to generate the file list
-generate_file_list('docs/swarms/utils', 'file_list.txt')
\ No newline at end of file
+generate_file_list("docs/swarms/utils", "file_list.txt")