diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index ff78f20a..0bfcaaaa 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -278,20 +278,17 @@ jobs:
 
   linkcheck-docs:
     runs-on: ubuntu-latest
-    env:
-      NO_RYE: 1
     steps:
     - name: Checkout repository
       uses: actions/checkout@v4
 
-    - uses: actions/setup-python@v5
+    - name: Setup Rye
+      uses: eifinger/setup-rye@v4
       with:
-        python-version: '3.11'
-        cache: pip
-        cache-dependency-path: requirements-dev.lock
+        enable-cache: true
 
     - name: Install dependencies
-      run: pip install -r requirements-dev.lock
+      run: rye sync
 
     - name: Install Just
       uses: taiki-e/install-action@just
diff --git a/docs/justfile b/docs/justfile
index d3491be5..604a1d53 100644
--- a/docs/justfile
+++ b/docs/justfile
@@ -1,6 +1,3 @@
-# Run Python commands inside environment
-env-run := if env("NO_RYE", "") == "1" { "" } else { "rye run" }
-
 # Default command (list all commands)
 default:
   @just --list
@@ -12,11 +9,11 @@ clean:
 
 # Build docs
 build builder="html" *OPTIONS="-W --keep-going":
-  {{env-run}} sphinx-build -M {{builder}} source build {{OPTIONS}}
+  rye run sphinx-build -M {{builder}} source build {{OPTIONS}}
 
 # Build docs in "draft" mode
 draft *ARGS:
-    NB_OFF="1" just build {{ARGS}}
+  NB_OFF="1" just build {{ARGS}}
 
 # Check links
 linkcheck *ARGS: (draft "linkcheck" ARGS)
diff --git a/justfile b/justfile
index d75514c6..6c862cfd 100644
--- a/justfile
+++ b/justfile
@@ -1,6 +1,3 @@
-# Run Python commands inside environment
-env-run := if env("NO_RYE", "") == "1" { "" } else { "rye run" }
-
 # Default command (list all commands)
 default:
   @just --list
@@ -13,7 +10,7 @@ bench: bench-python bench-rust
 [group('python')]
 [group('test')]
 bench-python *ARGS:
-  pytest --benchmark-only {{ARGS}}
+  rye run pytest --benchmark-only {{ARGS}}
 
 # Benchmark Rust code
 [group('rust')]
@@ -29,7 +26,7 @@ build *ARGS:
 # Bump packages version
 [group('dev')]
 bump +ARGS="patch":
-  {{env-run}} bump-my-version {{ARGS}}
+  rye run bump-my-version {{ARGS}}
 
 # Check the code can compile
 [group('rust')]
@@ -51,7 +48,7 @@ install:
 # Run code linters and formatters
 [group('dev')]
 lint:
-  {{env-run}} pre-commit run --all-files
+  rye pre-commit run --all-files
 
 alias fmt := lint
 
@@ -63,7 +60,7 @@ test: test-python test-rust
 [group('python')]
 [group('test')]
 test-python *ARGS:
-  {{env-run}} pytest {{ARGS}}
+  rye pytest {{ARGS}}
 
 # Test Rust code
 [group('rust')]