diff --git a/scripts/tag_autocomplete_helper.py b/scripts/tag_autocomplete_helper.py
index 7f589d9..eb5c133 100644
--- a/scripts/tag_autocomplete_helper.py
+++ b/scripts/tag_autocomplete_helper.py
@@ -1,48 +1,50 @@
 # This helper script scans folders for wildcards and embeddings and writes them
 # to a temporary file to expose it to the javascript side
 
-import os
+from pathlib import Path
 
 # The path to the folder containing the wildcards and embeddings
-FILE_DIR = os.path.dirname(os.path.realpath("__file__"))
-WILDCARD_PATH = os.path.join(FILE_DIR, 'scripts/wildcards')
-EMB_PATH = os.path.join(FILE_DIR, 'embeddings')
+FILE_DIR = Path().absolute()
+WILDCARD_PATH = FILE_DIR.joinpath('scripts/wildcards')
+EMB_PATH = FILE_DIR.joinpath('embeddings')
 # The path to the temporary file
-TEMP_PATH = os.path.join(FILE_DIR, 'tags/temp')
+TEMP_PATH = FILE_DIR.joinpath('tags/temp')
 
 
 def get_wildcards():
-    """Returns a list of all wildcards"""
-    return filter(lambda f: f.endswith(".txt"), os.listdir(WILDCARD_PATH))
+    """Returns a list of all wildcards. Works on nested folders."""
+    wildcard_files = list(WILDCARD_PATH.rglob("*.txt"))
+    resolved = [str(w.relative_to(WILDCARD_PATH)) for w in wildcard_files]
+    return resolved
 
 
 def get_embeddings():
     """Returns a list of all embeddings"""
-    return filter(lambda f: f.endswith(".bin") or f.endswith(".pt"), os.listdir(EMB_PATH))
+    return [str(e.relative_to(EMB_PATH)) for e in EMB_PATH.glob("**/*") if e.suffix in {".bin", ".pt"}]
 
 
 def write_to_temp_file(name, data):
     """Writes the given data to a temporary file"""
-    with open(os.path.join(TEMP_PATH, name), 'w', encoding="utf-8") as f:
+    with open(TEMP_PATH.joinpath(name), 'w', encoding="utf-8") as f:
         f.write(('\n'.join(data)))
 
 
 # Check if the temp path exists and create it if not
-if not os.path.exists(TEMP_PATH):
-    os.makedirs(TEMP_PATH)
+if not TEMP_PATH.exists():
+    TEMP_PATH.mkdir(parents=True, exist_ok=True)
     # Set up files to ensure the script doesn't fail to load them
     # even if no wildcards or embeddings are found
     write_to_temp_file('wc.txt', [])
     write_to_temp_file('emb.txt', [])
 
 # Write wildcards to wc.txt if found
-if os.path.exists(WILDCARD_PATH):
+if WILDCARD_PATH.exists():
     wildcards = get_wildcards()
     if wildcards:
         write_to_temp_file('wc.txt', wildcards)
 
 # Write embeddings to emb.txt if found
-if os.path.exists(EMB_PATH):
+if EMB_PATH.exists():
     embeddings = get_embeddings()
     if embeddings:
         write_to_temp_file('emb.txt', embeddings)