diff --git a/.clang-tidy.hash b/.clang-tidy.hash
index 72a99675909..02aa990809e 100644
--- a/.clang-tidy.hash
+++ b/.clang-tidy.hash
@@ -1 +1 @@
-075ed2142432dc59883bb52db8ac11270f952851d6400deae080f5468c7cb592
+c65f1a0804a7765462d570c50891ac719260592df2c9cdfe88233fc346ac59e9
diff --git a/esphome/components/micro_wake_word/__init__.py b/esphome/components/micro_wake_word/__init__.py
index 5ab1e4bb805..22d2098de0d 100644
--- a/esphome/components/micro_wake_word/__init__.py
+++ b/esphome/components/micro_wake_word/__init__.py
@@ -454,12 +454,12 @@ async def to_code(config):
     # Pin esp-nn for stable future builds (esp-tflite-micro depends on esp-nn)
     esp32.add_idf_component(name="espressif/esp-nn", ref="1.1.2")
 
+    esp32.add_idf_component(name="esphome/esp-micro-speech-features", ref="1.2.3")
+
     cg.add_build_flag("-DTF_LITE_STATIC_MEMORY")
     cg.add_build_flag("-DTF_LITE_DISABLE_X86_NEON")
     cg.add_build_flag("-DESP_NN")
 
-    cg.add_library("kahrendt/ESPMicroSpeechFeatures", "1.1.0")
-
     if vad_model := config.get(CONF_VAD):
         cg.add_define("USE_MICRO_WAKE_WORD_VAD")
 
diff --git a/esphome/idf_component.yml b/esphome/idf_component.yml
index f4e3e751ec0..3637481c924 100644
--- a/esphome/idf_component.yml
+++ b/esphome/idf_component.yml
@@ -3,6 +3,8 @@ dependencies:
     version: "7.4.2"
   esphome/esp-audio-libs:
     version: 2.0.4
+  esphome/esp-micro-speech-features:
+    version: 1.2.3
   esphome/micro-decoder:
     version: 0.1.1
   esphome/micro-flac:
diff --git a/platformio.ini b/platformio.ini
index e2c7e2b097d..d7b14944e47 100644
--- a/platformio.ini
+++ b/platformio.ini
@@ -155,7 +155,6 @@ lib_deps =
     makuna/NeoPixelBus@2.8.0             ; neopixelbus
     esphome/ESP32-audioI2S@2.3.0         ; i2s_audio
     droscy/esp_wireguard@0.4.5           ; wireguard
-    kahrendt/ESPMicroSpeechFeatures@1.1.0  ; micro_wake_word
 
 build_flags =
     ${common:arduino.build_flags}
@@ -177,7 +176,6 @@ framework = espidf
 lib_deps =
     ${common:idf.lib_deps}
     droscy/esp_wireguard@0.4.5              ; wireguard
-    kahrendt/ESPMicroSpeechFeatures@1.1.0   ; micro_wake_word
     tonia/HeatpumpIR@1.0.41                 ; heatpumpir
 build_flags =
     ${common:idf.build_flags}