diff --git a/ComfyUI-basic-pitch/__init__.py b/ComfyUI-basic-pitch/__init__.py
new file mode 100644
index 0000000..50fb1bb
--- /dev/null
+++ b/ComfyUI-basic-pitch/__init__.py
@@ -0,0 +1,3 @@
+from .nodes import NODE_CLASS_MAPPINGS, NODE_DISPLAY_NAME_MAPPINGS
+
+__all__ = ['NODE_CLASS_MAPPINGS', 'NODE_DISPLAY_NAME_MAPPINGS']
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diff --git a/ComfyUI-basic-pitch/nodes.py b/ComfyUI-basic-pitch/nodes.py
new file mode 100644
index 0000000..097579b
--- /dev/null
+++ b/ComfyUI-basic-pitch/nodes.py
@@ -0,0 +1,161 @@
+import os
+from typing import Tuple, List, Dict, Any
+from basic_pitch.inference import predict
+from midiutil import MIDIFile
+
+class AudioToMidi:
+    @classmethod
+    def INPUT_TYPES(cls) -> Dict[str, Dict[str, Any]]:
+        return {
+            "required": {
+                "audio_path": ("STRING", {
+                    "multiline": False,
+                    "placeholder": "Path to audio file"
+                }),
+            },
+            "optional": {
+                "onset_threshold": ("FLOAT", {
+                    "default": 0.5,
+                    "min": 0.0,
+                    "max": 1.0,
+                    "step": 0.01
+                }),
+                "frame_threshold": ("FLOAT", {
+                    "default": 0.3,
+                    "min": 0.0,
+                    "max": 1.0,
+                    "step": 0.01
+                }),
+            }
+        }
+
+    RETURN_TYPES = ("MIDI_DATA",)
+    FUNCTION = "convert_audio_to_midi"
+    CATEGORY = "basic-pitch"
+
+    def convert_audio_to_midi(self, 
+                            audio_path: str, 
+                            onset_threshold: float = 0.5, 
+                            frame_threshold: float = 0.3) -> Tuple[List]:
+        if not os.path.exists(audio_path):
+            raise ValueError(f"Audio file not found: {audio_path}")
+
+        try:
+            # Perform pitch estimation with the correct parameters
+            model_output, midi_data, note_events = predict(
+                audio_path,
+                onset_threshold=onset_threshold,
+                frame_threshold=frame_threshold
+            )
+            
+            # Process the MIDI data from the PrettyMIDI object
+            processed_midi_data = []
+            
+            # Iterate through all instruments
+            for instrument in midi_data.instruments:
+                # Get all notes from the instrument
+                for note in instrument.notes:
+                    processed_midi_data.append((
+                        int(note.pitch),
+                        float(note.start),
+                        float(note.end),
+                        int(note.velocity)
+                    ))
+            
+            # Sort by start time
+            processed_midi_data.sort(key=lambda x: x[1])
+            
+            return (processed_midi_data,)
+
+        except Exception as e:
+            raise RuntimeError(f"Error during audio-to-MIDI conversion: {str(e)}")
+
+
+class SaveMidi:
+    @classmethod
+    def INPUT_TYPES(cls) -> Dict[str, Dict[str, Any]]:
+        return {
+            "required": {
+                "midi_data": ("MIDI_DATA",),
+                "file_name": ("STRING", {
+                    "default": "output.mid",
+                    "multiline": False,
+                    "placeholder": "Output file name"
+                }),
+                "output_path": ("STRING", {
+                    "default": "D:\\OLD_ComfyUI_windows_portable\\ComfyUI\\output\\midi",
+                    "multiline": False,
+                    "placeholder": "Output directory path"
+                }),
+                "tempo": ("INT", {
+                    "default": 120,
+                    "min": 20,
+                    "max": 300,
+                    "step": 1
+                }),
+            },
+        }
+
+    RETURN_TYPES = ()
+    FUNCTION = "save_midi"
+    CATEGORY = "basic-pitch"
+    OUTPUT_NODE = True
+
+    def save_midi(self, midi_data: List, file_name: str, output_path: str, tempo: int = 120) -> Tuple:
+        if not midi_data:
+            raise ValueError("No MIDI data provided")
+
+        # Create a MIDI file
+        midi = MIDIFile(1)  # One track
+        track = 0
+        time = 0
+        channel = 0
+
+        # Add track name and tempo
+        midi.addTrackName(track, time, "Track 1")
+        midi.addTempo(track, time, tempo)
+
+        # Add notes
+        for note in midi_data:
+            if len(note) != 4:
+                continue  # Skip invalid note data
+                
+            pitch, start_time, end_time, velocity = note
+            duration = end_time - start_time
+            
+            # Ensure values are within valid MIDI ranges
+            pitch = max(0, min(127, int(pitch)))
+            velocity = max(0, min(127, int(velocity)))
+            
+            midi.addNote(
+                track=track,
+                channel=channel,
+                pitch=pitch,
+                time=start_time,
+                duration=duration,
+                volume=velocity
+            )
+
+        # Ensure output directory exists
+        os.makedirs(output_path, exist_ok=True)
+
+        # Save the MIDI file
+        output_file = os.path.join(output_path, file_name)
+        try:
+            with open(output_file, "wb") as f:
+                midi.writeFile(f)
+        except Exception as e:
+            raise RuntimeError(f"Error saving MIDI file: {str(e)}")
+
+        return ()
+
+
+NODE_CLASS_MAPPINGS = {
+    "AudioToMidi": AudioToMidi,
+    "SaveMidi": SaveMidi,
+}
+
+NODE_DISPLAY_NAME_MAPPINGS = {
+    "AudioToMidi": "Audio to MIDI Converter",
+    "SaveMidi": "Save MIDI File",
+}
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diff --git a/ComfyUI-basic-pitch/requirements.txt b/ComfyUI-basic-pitch/requirements.txt
new file mode 100644
index 0000000..a87ee75
--- /dev/null
+++ b/ComfyUI-basic-pitch/requirements.txt
@@ -0,0 +1,2 @@
+basic-pitch
+midiutil
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