Fix: Actualizar rutas de all_tracks a organized_samples

- segment_rag_builder.py: cambia default library a organized_samples
- scan_audio.py: actualiza path a organized_samples
- rebuild_index.py: script utilitario para reconstruir embeddings

Refs: transicion a organized_samples con bucket sampling

AbletonMCP_AI/MCP_Server/scan_audio.py

@@ -2,7 +2,7 @@ import sample_manager
 
 print('Iniciando escaneo de la libreria de samples con analyze_audio=True...')
 try:
-    path = r'C:\Users\ren\embeddings\all_tracks'
+    path = r'C:\ProgramData\Ableton\Live 12 Suite\Resources\MIDI Remote Scripts\AbletonMCP_AI\librerias\organized_samples'
     stats = sample_manager.scan_samples(path, analyze_audio=True)
     p = stats.get('processed', 0)
     a = stats.get('added', 0)

AbletonMCP_AI/MCP_Server/segment_rag_builder.py

@@ -16,7 +16,7 @@ logger = logging.getLogger(__name__)
 
 
 def _default_library_dir() -> Path:
-    return Path(__file__).resolve().parents[2] / "librerias" / "all_tracks"
+    return Path(__file__).resolve().parents[2] / "librerias" / "organized_samples"
 
 
 def main() -> int:

AbletonMCP_AI/diversity_memory.json

@@ -1,10 +1,10 @@
 {
   "used_families": {
-    "acoustic": 4
+    "acoustic": 8
   },
   "used_paths": {
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\Dubdogz & Jude & Frank - ININNA TORA (Extended Version) [@danielcarmona_dj].mp3": 1,
-    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Clap 5.wav": 1,
+    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Clap 5.wav": 2,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Open Hat  9.wav": 1,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Open Hat  3.wav": 1,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\MT Kick Hit 03.wav": 1,
@@ -13,12 +13,14 @@
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Open Hat  5.wav": 1,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\MT Kick Hit 10.wav": 1,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\MT Clap & Snare Hit 14.wav": 1,
-    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\Kit_01_OHH_A#_125.wav": 2,
+    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\Kit_01_OHH_A#_125.wav": 3,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\MT Kick Hit 02.wav": 1,
     "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Clap 8.wav": 1,
-    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Closed Hat  6.wav": 1
+    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Closed Hat  6.wav": 1,
+    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Kick 4.wav": 1,
+    "C:\\ProgramData\\Ableton\\Live 12 Suite\\Resources\\MIDI Remote Scripts\\librerias\\all_tracks\\BBH - Primer Impacto - Open Hat  10.wav": 1
   },
-  "generation_count": 6,
+  "generation_count": 7,
-  "last_updated": "2026-03-29T01:17:06.623591",
+  "last_updated": "2026-03-29T01:28:32.412286",
   "version": "1.0"
 }

AbletonMCP_AI/rebuild_index.py

@@ -0,0 +1,53 @@
+"""
+rebuild_index.py - Reconstruir índice de embeddings para organized_samples
+"""
+import sys
+import logging
+from pathlib import Path
+
+logging.basicConfig(level=logging.INFO, format='%(levelname)s: %(message)s')
+logger = logging.getLogger(__name__)
+
+# Add MCP_Server to path
+sys.path.insert(0, str(Path(__file__).parent / "MCP_Server"))
+
+from vector_manager import VectorManager
+
+def rebuild_index():
+    # Ruta correcta - organized_samples está en el root de MIDI Remote Scripts
+    library_path = Path("C:/ProgramData/Ableton/Live 12 Suite/Resources/MIDI Remote Scripts/librerias/organized_samples")
+
+    logger.info(f"Reconstruyendo indice para: {library_path}")
+    logger.info(f"La ruta existe: {library_path.exists()}")
+
+    if library_path.exists():
+        # Listar subcarpetas con archivos
+        total_wav = 0
+        for subdir in library_path.rglob("*"):
+            if subdir.is_dir():
+                wav_files = list(subdir.glob("*.wav"))
+                if wav_files:
+                    logger.info(f"  {subdir.relative_to(library_path)}: {len(wav_files)} archivos .wav")
+                    total_wav += len(wav_files)
+        logger.info(f"Total: {total_wav} archivos .wav")
+
+    logger.info("=" * 60)
+
+    # Eliminar índice existente si hay
+    index_file = library_path / ".sample_embeddings.json"
+    if index_file.exists():
+        logger.info(f"Eliminando indice antiguo: {index_file}")
+        index_file.unlink()
+
+    # Crear nuevo VectorManager (auto-rebuild)
+    vm = VectorManager(str(library_path), skip_audio_analysis=False)
+
+    logger.info("=" * 60)
+    logger.info(f"Indice reconstruido con {len(vm.metadata)} samples")
+    logger.info(f"Archivo: {index_file}")
+
+    return len(vm.metadata)
+
+if __name__ == "__main__":
+    count = rebuild_index()
+    print(f"\nIndice listo: {count} samples")