diff --git a/tests/pkg_tensorflow-lite/Makefile b/tests/pkg_tensorflow-lite/Makefile
deleted file mode 100644
index cdb9b2b7c00c..000000000000
--- a/tests/pkg_tensorflow-lite/Makefile
+++ /dev/null
@@ -1,23 +0,0 @@
-# Ensure minimal size by default
-DEVELHELP ?= 0
-
-include ../Makefile.tests_common
-
-# Other available example: hello_world
-EXAMPLE ?= mnist
-
-USEPKG += tensorflow-lite
-
-# internal mnist example is available as an external module
-ifeq (mnist,$(EXAMPLE))
-  # TensorFlow-Lite crashes on M4/M7 CPUs when FPU is enabled, so disable it by
-  # default for now
-  DISABLE_MODULE += cortexm_fpu
-  USEMODULE += $(EXAMPLE)
-  EXTERNAL_MODULE_DIRS += external_modules
-else
-  # Use upstream example
-  USEMODULE += tensorflow-lite-$(EXAMPLE)
-endif
-
-include $(RIOTBASE)/Makefile.include
diff --git a/tests/pkg_tflite-micro/Makefile b/tests/pkg_tflite-micro/Makefile
new file mode 100644
index 000000000000..eec183604c53
--- /dev/null
+++ b/tests/pkg_tflite-micro/Makefile
@@ -0,0 +1,14 @@
+# Ensure minimal size by default
+DEVELHELP ?= 0
+
+include ../Makefile.tests_common
+
+USEPKG += tflite-micro
+
+# TensorFlow-Lite crashes on M4/M7 CPUs when FPU is enabled, so disable it by
+# default for now
+DISABLE_MODULE += cortexm_fpu
+USEMODULE += mnist
+EXTERNAL_MODULE_DIRS += external_modules
+
+include $(RIOTBASE)/Makefile.include
diff --git a/tests/pkg_tensorflow-lite/Makefile.ci b/tests/pkg_tflite-micro/Makefile.ci
similarity index 55%
rename from tests/pkg_tensorflow-lite/Makefile.ci
rename to tests/pkg_tflite-micro/Makefile.ci
index 3e3a074832f1..34cb70561716 100644
--- a/tests/pkg_tensorflow-lite/Makefile.ci
+++ b/tests/pkg_tflite-micro/Makefile.ci
@@ -4,15 +4,37 @@ BOARD_INSUFFICIENT_MEMORY := \
     arduino-mkrfox1200 \
     arduino-mkrwan1300 \
     arduino-mkrzero \
+    arduino-nano-33-iot \
+    arduino-zero \
     b-l072z-lrwan1 \
+    bastwan \
     blackpill \
+    blackpill-128kib \
     bluepill \
+    bluepill-128kib \
     bluepill-stm32f030c8 \
     calliope-mini \
+    cc1350-launchpad \
+    cc2650-launchpad \
+    cc2650stk \
+    e104-bt5010a-tb \
+    e104-bt5011a-tb \
+    e180-zg120b-tb \
+    esp8266-esp-12x \
+    esp8266-olimex-mod \
+    esp8266-sparkfun-thing \
     feather-m0 \
+    feather-m0-lora \
+    feather-m0-wifi \
+    frdm-kl43z \
     frdm-kw41z \
+    hamilton \
     i-nucleo-lrwan1 \
+    ikea-tradfri \
+    im880b \
+    lobaro-lorabox \
     lsn50 \
+    maple-mini \
     microbit \
     nrf51dk \
     nrf51dongle \
@@ -23,16 +45,28 @@ BOARD_INSUFFICIENT_MEMORY := \
     nucleo-f070rb \
     nucleo-f072rb \
     nucleo-f091rc \
+    nucleo-f103rb \
     nucleo-f302r8 \
     nucleo-f303k8 \
     nucleo-f334r8 \
+    nucleo-f410rb \
+    nucleo-g070rb \
     nucleo-g071rb \
+    nucleo-g431kb \
+    nucleo-g431rb \
     nucleo-l011k4 \
     nucleo-l031k6 \
     nucleo-l053r8 \
     nucleo-l073rz \
+    nucleo-l412kb \
+    nucleo-wl55jc \
+    olimexino-stm32 \
+    opencm904 \
+    openlabs-kw41z-mini-256kib \
+    pba-d-01-kw2x \
     phynode-kw41z \
     samd10-xmini \
+    samd20-xpro \
     samd21-xpro \
     saml10-xpro \
     saml11-xpro \
@@ -40,19 +74,31 @@ BOARD_INSUFFICIENT_MEMORY := \
     samr21-xpro \
     samr30-xpro \
     samr34-xpro \
+    seeeduino_xiao \
     sensebox_samd21 \
+    serpente \
     slstk3400a \
+    slstk3401a \
+    sltb001a \
+    slwstk6000b-slwrb4150a \
+    slwstk6220a \
     sodaq-autonomo \
     sodaq-explorer \
     sodaq-one \
     sodaq-sara-aff \
     sodaq-sara-sff \
+    spark-core \
     stk3200 \
+    stk3600 \
     stm32f030f4-demo \
     stm32f0discovery \
     stm32g0316-disco \
     stm32l0538-disco \
     stm32mp157c-dk2 \
+    teensy31 \
     usb-kw41z \
+    weact-f401cc \
+    wemos-zero \
+    yarm \
     yunjia-nrf51822 \
     #
diff --git a/tests/pkg_tensorflow-lite/README.md b/tests/pkg_tflite-micro/README.md
similarity index 100%
rename from tests/pkg_tensorflow-lite/README.md
rename to tests/pkg_tflite-micro/README.md
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/.gitignore b/tests/pkg_tflite-micro/external_modules/mnist/.gitignore
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/.gitignore
rename to tests/pkg_tflite-micro/external_modules/mnist/.gitignore
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/Makefile b/tests/pkg_tflite-micro/external_modules/mnist/Makefile
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/Makefile
rename to tests/pkg_tflite-micro/external_modules/mnist/Makefile
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/digit b/tests/pkg_tflite-micro/external_modules/mnist/digit
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/digit
rename to tests/pkg_tflite-micro/external_modules/mnist/digit
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/generate_digit.py b/tests/pkg_tflite-micro/external_modules/mnist/generate_digit.py
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/generate_digit.py
rename to tests/pkg_tflite-micro/external_modules/mnist/generate_digit.py
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/main_functions.cc b/tests/pkg_tflite-micro/external_modules/mnist/main_functions.cc
similarity index 79%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/main_functions.cc
rename to tests/pkg_tflite-micro/external_modules/mnist/main_functions.cc
index 6468c3af7bc4..ffd753dae060 100644
--- a/tests/pkg_tensorflow-lite/external_modules/mnist/main_functions.cc
+++ b/tests/pkg_tflite-micro/external_modules/mnist/main_functions.cc
@@ -16,12 +16,19 @@
  */
 
 #include <stdio.h>
+#include "kernel_defines.h"
+#if IS_USED(MODULE_TENSORFLOW_LITE)
+#include "tensorflow/lite/micro/kernels/all_ops_resolver.h"
 #include "tensorflow/lite/micro/micro_error_reporter.h"
 #include "tensorflow/lite/micro/micro_interpreter.h"
-#include "tensorflow/lite/micro/kernels/micro_ops.h"
-#include "tensorflow/lite/micro/micro_mutable_op_resolver.h"
-#include "tensorflow/lite/schema/schema_generated.h"
 #include "tensorflow/lite/version.h"
+#else
+#include "tensorflow/lite/micro/all_ops_resolver.h"
+#include "tensorflow/lite/micro/micro_error_reporter.h"
+#include "tensorflow/lite/micro/micro_interpreter.h"
+#include "tensorflow/lite/micro/system_setup.h"
+#endif
+#include "tensorflow/lite/schema/schema_generated.h"
 
 #include "blob/digit.h"
 #include "blob/model.tflite.h"
@@ -45,14 +52,20 @@ namespace {
 // The name of this function is important for Arduino compatibility.
 void setup()
 {
+#if IS_USED(MODULE_TFLITE_MICRO)
+    tflite::InitializeTarget();
+#endif
+
     // Set up logging. Google style is to avoid globals or statics because of
     // lifetime uncertainty, but since this has a trivial destructor it's okay.
+    // NOLINTNEXTLINE(runtime-global-variables)
     static tflite::MicroErrorReporter micro_error_reporter;
     error_reporter = &micro_error_reporter;
 
     // Map the model into a usable data structure. This doesn't involve any
     // copying or parsing, it's a very lightweight operation.
     model = tflite::GetModel(model_tflite);
+
     if (model->version() != TFLITE_SCHEMA_VERSION) {
         printf("Model provided is schema version %d not equal "
                "to supported version %d.",
@@ -60,24 +73,17 @@ void setup()
         return;
     }
 
-    // Explicitly load required operators
-    static tflite::MicroMutableOpResolver micro_mutable_op_resolver;
-    micro_mutable_op_resolver.AddBuiltin(
-        tflite::BuiltinOperator_FULLY_CONNECTED,
-        tflite::ops::micro::Register_FULLY_CONNECTED(), 1, 4);
-    micro_mutable_op_resolver.AddBuiltin(
-        tflite::BuiltinOperator_SOFTMAX,
-        tflite::ops::micro::Register_SOFTMAX(), 1, 2);
-    micro_mutable_op_resolver.AddBuiltin(
-        tflite::BuiltinOperator_QUANTIZE,
-        tflite::ops::micro::Register_QUANTIZE());
-    micro_mutable_op_resolver.AddBuiltin(
-        tflite::BuiltinOperator_DEQUANTIZE,
-        tflite::ops::micro::Register_DEQUANTIZE(), 1, 2);
+    // This pulls in all the operation implementations we need.
+    // NOLINTNEXTLINE(runtime-global-variables)
+#if IS_USED(MODULE_TFLITE_MICRO)
+    static tflite::AllOpsResolver resolver;
+#else
+    static tflite::ops::micro::AllOpsResolver resolver;
+#endif
 
     // Build an interpreter to run the model with.
     static tflite::MicroInterpreter static_interpreter(
-        model, micro_mutable_op_resolver, tensor_arena, kTensorArenaSize, error_reporter);
+        model, resolver, tensor_arena, kTensorArenaSize, error_reporter);
     interpreter = &static_interpreter;
 
     // Allocate memory from the tensor_arena for the model's tensors.
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/mnist_mlp.py b/tests/pkg_tflite-micro/external_modules/mnist/mnist_mlp.py
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/mnist_mlp.py
rename to tests/pkg_tflite-micro/external_modules/mnist/mnist_mlp.py
diff --git a/tests/pkg_tensorflow-lite/external_modules/mnist/model.tflite b/tests/pkg_tflite-micro/external_modules/mnist/model.tflite
similarity index 100%
rename from tests/pkg_tensorflow-lite/external_modules/mnist/model.tflite
rename to tests/pkg_tflite-micro/external_modules/mnist/model.tflite
diff --git a/tests/pkg_tensorflow-lite/main.cpp b/tests/pkg_tflite-micro/main.cpp
similarity index 100%
rename from tests/pkg_tensorflow-lite/main.cpp
rename to tests/pkg_tflite-micro/main.cpp
diff --git a/tests/pkg_tensorflow-lite/tests/01-run.py b/tests/pkg_tflite-micro/tests/01-run.py
similarity index 100%
rename from tests/pkg_tensorflow-lite/tests/01-run.py
rename to tests/pkg_tflite-micro/tests/01-run.py