diff --git a/Makefile b/Makefile
index 5cfa3a9d6..cf4192b26 100644
--- a/Makefile
+++ b/Makefile
@@ -801,7 +801,7 @@ images:
 # help: pydocstyle           - Docstring style checker
 # help: pycodestyle          - Simple PEP-8 checker
 # help: pre-commit           - Run all configured pre-commit hooks
-# help: ruff                 - Ruff linter + formatter
+# help: ruff                 - Ruff linter + (eventually) formatter
 # help: ty                   - Ty type checker from astral
 # help: pyright              - Static type-checking with Pyright
 # help: radon                - Code complexity & maintainability metrics
@@ -1064,8 +1064,9 @@ pre-commit:                         ## 🪄  Run pre-commit hooks
 	fi
 	@/bin/bash -c "source $(VENV_DIR)/bin/activate && pre-commit run --all-files --show-diff-on-failure"
 
-ruff:                               ## ⚡  Ruff lint + format
-	@echo "⚡ ruff $(TARGET)..." && $(VENV_DIR)/bin/ruff check $(TARGET) && $(VENV_DIR)/bin/ruff format $(TARGET)
+ruff:                               ## ⚡  Ruff lint + (eventually) format
+	@echo "⚡ ruff $(TARGET)..." && $(VENV_DIR)/bin/ruff check $(TARGET)
+	#                   && $(VENV_DIR)/bin/ruff format $(TARGET)
 
 # Separate ruff targets for different modes
 ruff-check:
@@ -1074,6 +1075,7 @@ ruff-check:
 ruff-fix:
 	@echo "⚡ ruff check --fix $(TARGET)..." && $(VENV_DIR)/bin/ruff check --fix $(TARGET)
 
+#  Nothing depends on this target yet, but kept for future and ad hoc use
 ruff-format:
 	@echo "⚡ ruff format $(TARGET)..." && $(VENV_DIR)/bin/ruff format $(TARGET)
 
diff --git a/docs/docs/best-practices/mcp-best-practices.md b/docs/docs/best-practices/mcp-best-practices.md
index 84feba474..71f7378fb 100644
--- a/docs/docs/best-practices/mcp-best-practices.md
+++ b/docs/docs/best-practices/mcp-best-practices.md
@@ -1,6 +1,6 @@
 # Best Practices
 
-## Input and output santitization
+## Input and output sanitization
 
 Ensure your inputs and outputs are sanitized. In Python, we recommend using Pydantic V2.
 
@@ -44,7 +44,7 @@ Make targets are grouped by functionality. Use `make help` to see them all in yo
 
 | Target               | Description |
 |----------------------|-------------|
-| `make lint`          | Run all linters (e.g., `ruff check`, `ruff format`). |
+| `make lint`          | Run all linters (e.g., `ruff check`, `black`, `isort`). |
 
 #### 🐳 CONTAINER BUILD & RUN
 
@@ -69,7 +69,7 @@ Each repo must include a `Containerfile` (Podman-compatible, Docker-compatible)
 
 ### Containerfile Requirements:
 
-- Must start from a secure base (e.g., latest Red Hat UBI9 minimal image `registry.access.redhat.com/ubi9-minimal:9.5-1741850109`)
+- Must start from a secure base (e.g., latest Red Hat UBI10 minimal image `registry.access.redhat.com/ubi10-minimal:10.0-1755721767`)
 - Should use `uv` or `pdm` to install dependencies via `pyproject.toml`
 - Must run the server using the same entry point as `make serve`
 - Should expose relevant ports (`EXPOSE 8080`)
diff --git a/docs/requirements.txt b/docs/requirements.txt
index 335cffc4c..1981d5ded 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -87,4 +87,4 @@ weasyprint>=66.0
 webcolors>=24.11.1
 webencodings>=0.5.1
 zipp>=3.23.0
-zopfli>=0.2.3.post1
\ No newline at end of file
+zopfli>=0.2.3.post1