diff --git a/modules/cache.py b/modules/cache.py
index f4e5f702b42..3a44993fd1d 100644
--- a/modules/cache.py
+++ b/modules/cache.py
@@ -121,3 +121,50 @@ def cached_data_for_file(subsection, title, filename, func):
         dump_cache()
 
     return entry['value']
+
+
+def prune_unused_hash():
+    import glob
+
+    from modules.paths_internal import extensions_dir
+
+    existing_cache = cache('extensions-git')
+    total_count = len(existing_cache)
+    with tqdm.tqdm(total=total_count, desc='pruning extensions') as progress:
+        for name in existing_cache:
+            if not os.path.isdir(os.path.join(extensions_dir, name)):
+                existing_cache.pop(name)
+            progress.update(1)
+
+    def file_exists(parent_dir, filename):
+        matches = glob.glob(os.path.join(parent_dir, '**', f'{filename}*'), recursive=True)
+        return len(matches) > 0
+
+    from modules.paths_internal import models_path
+    from modules.shared import cmd_opts
+
+    for db in ('hashes', 'hashes-addnet', 'safetensors-metadata'):
+        existing_cache = cache(db)
+        total_count = len(existing_cache)
+        with tqdm.tqdm(total=total_count, desc=f'pruning {db}') as progress:
+            for name in existing_cache:
+                if '/' not in name:
+                    progress.update(1)
+                    continue
+
+                category, filename = name.split('/', 1)
+                if category.lower() == 'lora':
+                    exists = file_exists(os.path.join(models_path, 'Lora'), filename)
+                elif category.lower() == 'checkpoint':
+                    exists = file_exists(os.path.join(models_path, 'Stable-diffusion'), filename)
+                elif category.lower() == 'textual_inversion':
+                    exists = file_exists(cmd_opts.embeddings_dir, filename)
+                else:
+                    progress.update(1)
+                    continue
+
+                if not exists:
+                    del existing_cache[name]
+                progress.update(1)
+
+    print('Finish pruning hash')
diff --git a/modules/ui_settings.py b/modules/ui_settings.py
index e53ad50f8f4..e7c8e5707a2 100644
--- a/modules/ui_settings.py
+++ b/modules/ui_settings.py
@@ -1,6 +1,7 @@
 import gradio as gr
 
 from modules import ui_common, shared, script_callbacks, scripts, sd_models, sysinfo, timer, shared_items
+from modules.cache import prune_unused_hash
 from modules.call_queue import wrap_gradio_call_no_job
 from modules.options import options_section
 from modules.shared import opts
@@ -190,6 +191,7 @@ def create_ui(self, loadsave, dummy_component):
                     with gr.Row():
                         calculate_all_checkpoint_hash = gr.Button(value='Calculate hash for all checkpoint', elem_id="calculate_all_checkpoint_hash")
                         calculate_all_checkpoint_hash_threads = gr.Number(value=1, label="Number of parallel calculations", elem_id="calculate_all_checkpoint_hash_threads", precision=0, minimum=1)
+                        prune_all_unused_hash = gr.Button(value='Prune all unused hash', elem_id="prune_all_unused_hash")
 
                 with gr.TabItem("Licenses", id="licenses", elem_id="settings_tab_licenses"):
                     gr.HTML(shared.html("licenses.html"), elem_id="licenses")
@@ -285,6 +287,8 @@ def calculate_all_checkpoint_hash_fn(max_thread):
                 inputs=[calculate_all_checkpoint_hash_threads],
             )
 
+            prune_all_unused_hash.click(fn=prune_unused_hash)
+
         self.interface = settings_interface
 
     def add_quicksettings(self):