diff --git a/.github/workflows/build-docs.yml b/.github/workflows/build-docs.yml
index 10c8cfbe5..2efe70fbc 100644
--- a/.github/workflows/build-docs.yml
+++ b/.github/workflows/build-docs.yml
@@ -9,12 +9,14 @@ on:
     paths:
       - "docs/**"
       - "mkdocs.yml"
+      - "tests/check-docs-drift.py"
   pull_request:
     branches: [master]
     paths:
       - "docs/**"
       - "mkdocs.yml"
       - ".github/workflows/build-docs.yml"
+      - "tests/check-docs-drift.py"
 
 jobs:
   build:
@@ -33,6 +35,9 @@ jobs:
       - name: Install dependencies
         run: uv sync --group doc
 
+      - name: Check docs code examples
+        run: uv run task docs-check-drift
+
       - name: Build docs
         run: |
           set -euo pipefail
diff --git a/docs/contributing/CONTRIBUTING.md b/docs/contributing/CONTRIBUTING.md
index 92c29df89..b16fa2720 100644
--- a/docs/contributing/CONTRIBUTING.md
+++ b/docs/contributing/CONTRIBUTING.md
@@ -284,7 +284,29 @@ uv run --only-group doc task docs
 
 to regenerate the html files. For local preview with live reload, run `uv run --only-group doc task docs-serve`.
 
-### Rebase your branch on master
+#### Testing documentation code examples
+
+Python code blocks in the docs can be checked to catch examples that have drifted out of sync with the library. Run the check with:
+
+```sh
+uv run task docs-check-drift
+```
+
+This executes every ` ```python ` fenced block found under `docs/` using [mktestdocs](https://github.com/koaning/mktestdocs). The check is driven by `scripts/check-docs-drift.py`.
+
+**Adding a new code block to the docs?** Use a ` ```python ` fence so it is picked up. If the block cannot run in CI (e.g. it requires TensorFlow, a live API, or other external dependencies), add `# skip` as the first line inside the block:
+
+````markdown
+```python
+# skip
+import tensorflow as tf
+...
+```
+````
+
+Blocks marked `# skip` are excluded from the check but still rendered normally in the documentation.
+
+### Rebase your branch on master 
 
 Before creating a PR, please make sure to rebase your branch on master to avoid merge conflicts and make the review easier. You can do it with the following command:
 ```sh
diff --git a/docs/getting-started/api.md b/docs/getting-started/api.md
index cee83d85d..50ff49185 100644
--- a/docs/getting-started/api.md
+++ b/docs/getting-started/api.md
@@ -32,14 +32,15 @@ codecarbon monitor
 
 Or use the API in your code:
 
-``` python
+```python
 from codecarbon import track_emissions
 
 @track_emissions(save_to_api=True)
 def train_model():
-    # GPU intensive training code  goes here
+    # GPU intensive training code goes here
+    pass
 
-if __name__ =="__main__":
+if __name__ == "__main__":
     train_model()
 ```
 
@@ -59,7 +60,7 @@ You then have to set your experiment id in CodeCarbon, with two options:
 
 In the code:
 
-``` python
+```python
 from codecarbon import track_emissions
 
 @track_emissions(
diff --git a/docs/getting-started/comet.md b/docs/getting-started/comet.md
index bf1ee525d..d55da2f36 100644
--- a/docs/getting-started/comet.md
+++ b/docs/getting-started/comet.md
@@ -13,7 +13,7 @@ and more.
 To get started with the Comet-CodeCarbon integration, make sure you have
 comet-ml installed:
 
-``` python
+``` console
 pip install comet_ml>=3.2.2
 ```
 
@@ -24,7 +24,8 @@ In the
 [mnist-comet.py](https://github.com/mlco2/codecarbon/blob/master/examples/mnist-comet.py)
 example file, replace the placeholder code with your API key:
 
-``` python
+```python
+# skip testing this with mkdoctests - would require making comet_ml a doc dependency which is overkill.
 experiment = Experiment(api_key="YOUR API KEY")
 ```
 
diff --git a/docs/getting-started/examples.md b/docs/getting-started/examples.md
index b23b7b0bc..83b4adb8c 100644
--- a/docs/getting-started/examples.md
+++ b/docs/getting-started/examples.md
@@ -13,7 +13,8 @@ automatically and printed at the end of the training.
 But you can't get them in your code, see the Context Manager section
 below for that.
 
-``` python
+```python
+# skip mktestdocs
 import tensorflow as tf
 from codecarbon import track_emissions
 
@@ -49,7 +50,8 @@ if __name__ == "__main__":
 We think this is the best way to use CodeCarbon. Still only two lines of
 code, and you can get the emissions in your code.
 
-``` python
+```python
+# skip mktestdocs
 import tensorflow as tf
 
 from codecarbon import EmissionsTracker
@@ -95,7 +97,8 @@ CodeCarbon scheduler is stopped. If you don't use
 background after your computation code has crashed, so your program will
 never finish.
 
-``` python
+```python
+# skip mktestdocs
 import tensorflow as tf
 
 from codecarbon import EmissionsTracker
diff --git a/docs/getting-started/usage.md b/docs/getting-started/usage.md
index d811a94c6..473ade188 100644
--- a/docs/getting-started/usage.md
+++ b/docs/getting-started/usage.md
@@ -145,7 +145,7 @@ code base, users can instantiate a `EmissionsTracker` object and pass it
 as a parameter to function calls to start and stop the emissions
 tracking of the compute section.
 
-``` python
+```python
 from codecarbon import EmissionsTracker
 tracker = EmissionsTracker()
 tracker.start()
@@ -167,14 +167,16 @@ depending on the configuration, but keep running the experiment.
 If you want to monitor small piece of code, like a model inference, you
 could use the task manager:
 
-``` python
+```python
+from codecarbon import EmissionsTracker
+
 try:
     tracker = EmissionsTracker(project_name="bert_inference", measure_power_secs=10)
     tracker.start_task("load dataset")
-    dataset = load_dataset("imdb", split="test")
+    # do some data loading
     imdb_emissions = tracker.stop_task()
     tracker.start_task("build model")
-    model = build_model()
+    # build some model
     model_emissions = tracker.stop_task()
 finally:
     _ = tracker.stop()
@@ -193,11 +195,11 @@ to interfere with the task measurement.
 
 The `Emissions tracker` also works as a context manager.
 
-``` python
+```python
 from codecarbon import EmissionsTracker
 
 with EmissionsTracker() as tracker:
-    # Compute intensive training code goes here
+    _ = 1 + 1  # Compute intensive training code goes here
 ```
 
 This mode is recommended when you want to monitor a specific block of
@@ -209,12 +211,13 @@ In case the training code base is wrapped in a function, users can use
 the decorator `@track_emissions` within the function to enable tracking
 emissions of the training code.
 
-``` python
+```python
 from codecarbon import track_emissions
 
 @track_emissions
 def training_loop():
     # Compute intensive training code goes here
+    pass
 ```
 
 This mode is recommended if you have a training function.
@@ -239,7 +242,7 @@ can be found on
 Developers can use the `OfflineEmissionsTracker` object to track
 emissions as follows:
 
-``` python
+```python
 from codecarbon import OfflineEmissionsTracker
 tracker = OfflineEmissionsTracker(country_iso_code="CAN")
 tracker.start()
@@ -251,11 +254,12 @@ tracker.stop()
 
 The `OfflineEmissionsTracker` also works as a context manager
 
-``` python
+```python
 from codecarbon import OfflineEmissionsTracker
 
-with OfflineEmissionsTracker() as tracker:
-# GPU intensive training code  goes here
+with OfflineEmissionsTracker(country_iso_code="CAN") as tracker:
+    # GPU intensive training code goes here
+    pass
 ```
 
 ### Decorator
@@ -334,7 +338,8 @@ CodeCarbon is structured so that you can configure it in a hierarchical manner:
     -   script parameters will override environment variables if the same
         parameter is set in both:
 
-        ``` python
+        ```python
+        # skip mktestdocs testing
         EmissionsTracker(
            api_call_interval=4,
            save_to_api=True,
@@ -343,7 +348,7 @@ CodeCarbon is structured so that you can configure it in a hierarchical manner:
 
 Yields attributes:
 
-``` python
+```python
 {
     "measure_power_secs": 10,  # from ~/.codecarbon.config
     "save_to_file": True,   # from ./.codecarbon.config (override ~/.codecarbon.config)
@@ -382,7 +387,7 @@ export HTTPS_PROXY="http://0.0.0.0:0000"
 
 Or in your Python code:
 
-``` python
+```python
 import os
 
 os.environ["HTTPS_PROXY"] = "http://0.0.0.0:0000"
diff --git a/docs/introduction/power_estimation.md b/docs/introduction/power_estimation.md
index b56880429..f8e45cda6 100644
--- a/docs/introduction/power_estimation.md
+++ b/docs/introduction/power_estimation.md
@@ -22,6 +22,11 @@ Instead of relying solely on instantaneous power sensors (which might not repres
 The `Power.from_energies_and_delay` method handles this operation:
 
 ```python
+from codecarbon.core import units
+
+energy_now = units.Energy(kWh=1.0)
+energy_previous = units.Energy(kWh=0.5)
+delay = units.Time(seconds=3600.0)
 delta_energy_kwh = float(abs(energy_now.kWh - energy_previous.kWh))
 power_kw = delta_energy_kwh / delay.hours
 ```
@@ -48,6 +53,7 @@ For recording the power, a running sum is maintained:
 
 At the end of an execution task (or when data is exported), the true average Power is formulated:
 ```python
+# skip  mktestdocs testing
 avg_gpu_power = _gpu_power_sum / _power_measurement_count
 ```
 This smoothing process prevents singular short measurement anomalies from skewing the final aggregated power values published in `EmissionsData`.
diff --git a/docs/logging/output.md b/docs/logging/output.md
index 407662b74..0d1ba085e 100644
--- a/docs/logging/output.md
+++ b/docs/logging/output.md
@@ -63,6 +63,7 @@ docker-compose up
 Run your EmissionsTracker as usual, with `save_to_prometheus=True`:
 
 ```python
+# skip mktestdocs
 tracker = OfflineEmissionsTracker(
     project_name="my_project",
     country_iso_code="USA",
@@ -86,6 +87,7 @@ CodeCarbon exposes all its metrics with the suffix `codecarbon_`.
 Run your EmissionsTracker as usual, with `save_to_logfire=True`:
 
 ```python
+# skip mktestdocs
 tracker = OfflineEmissionsTracker(
     project_name="my_project",
     country_iso_code="USA",
diff --git a/docs/logging/to_logger.md b/docs/logging/to_logger.md
index c4dadd5db..87161ecd5 100644
--- a/docs/logging/to_logger.md
+++ b/docs/logging/to_logger.md
@@ -20,7 +20,8 @@ or cloud-based collector.
 
 ### Python logger
 
-``` python
+```python
+# skip mktestdocs
 import logging
 
 # Create a dedicated logger (log name can be the CodeCarbon project name for example)
@@ -40,7 +41,8 @@ my_logger = LoggerOutput(_logger, logging.INFO)
 
 ### Google Cloud Logging
 
-``` python
+```python
+# skip mktestdocs
 import google.cloud.logging
 
 
@@ -61,7 +63,8 @@ documentation](https://cloud.google.com/logging/docs/reference/libraries#setting
 Create an EmissionTracker saving output to the logger. Other save
 options are still usable and valid.
 
-``` python
+```python
+# skip mktestdocs
 tracker = EmissionsTracker(save_to_logger=True, logging_logger=my_logger)
 tracker.start()
 # Your code here
diff --git a/pyproject.toml b/pyproject.toml
index e1666c4a3..730e4535c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -99,6 +99,8 @@ doc = [
   "zensical",
   "mike",
   "mkdocstrings[python]>=0.26",
+  "mktestdocs",
+  "pytest",
 ]
 
 [project.optional-dependencies]
@@ -144,7 +146,7 @@ test-coverage = "CODECARBON_ALLOW_MULTIPLE_RUNS=True pytest --cov --cov-report=x
 test-package-integ = "CODECARBON_ALLOW_MULTIPLE_RUNS=True python -m pytest -vv tests/"
 docs = "zensical build -f mkdocs.yml"
 docs-serve = "zensical serve -f mkdocs.yml"
-docs-check-drift = "python scripts/check-docs-drift.py"
+docs-check-drift = "pytest tests/check-docs-drift.py -v"
 carbonboard = "python codecarbon/viz/carbonboard.py"
 
 [tool.bumpver]
diff --git a/tests/check-docs-drift.py b/tests/check-docs-drift.py
new file mode 100644
index 000000000..185d8cd18
--- /dev/null
+++ b/tests/check-docs-drift.py
@@ -0,0 +1,27 @@
+"""
+Check that Python code blocks in docs are runnable.
+
+Blocks whose first line is '# skip' are intentionally excluded
+(e.g. examples requiring external services or heavy dependencies).
+
+Run with: pytest tests/check-docs-drift.py -v
+"""
+
+import os
+import pathlib
+
+import pytest
+from mktestdocs import grab_code_blocks
+from mktestdocs.__main__ import exec_python
+
+# Suppress CSV output and log noise when tracker examples run in CI.
+os.environ["CODECARBON_SAVE_TO_FILE"] = "false"
+os.environ["CODECARBON_LOG_LEVEL"] = "error"
+
+
+@pytest.mark.parametrize("fpath", pathlib.Path("docs").glob("**/*.md"), ids=str)
+def test_doc_file(fpath):
+    text = fpath.read_text()
+    for block in grab_code_blocks(text, lang="python"):
+        if not block.lstrip().startswith("# skip"):
+            exec_python(block)
diff --git a/uv.lock b/uv.lock
index a7a95293b..6955e09f8 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,5 +1,5 @@
 version = 1
-revision = 1
+revision = 3
 requires-python = ">=3.10"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
@@ -15,27 +15,27 @@ resolution-markers = [
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+sdist = { url = "https://files.pythonhosted.org/packages/45/c1/330da195623ec7d9f699be2dbec98df364b1def9b48aa169f1abe369804f/amdsmi-7.0.2.tar.gz", hash = "sha256:3e622e48c630b889045a6f57387455cdf082066348718172dd8af6d275baf8f2", size = 61577, upload-time = "2025-10-11T05:17:44.898Z" }
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+    { url = "https://files.pythonhosted.org/packages/2b/cf/bacc741d9926d662e76fd694f5bc63dd4c2471e32cedfb1c3cca7e47aa3c/amdsmi-7.0.2-py3-none-any.whl", hash = "sha256:db5aa757f8ed82dfd799c4d39e2828542678dc4e485b0ab7fabe5f398fec5652", size = 64366, upload-time = "2025-10-11T05:17:44.047Z" },
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