diff --git a/.github/workflows/python-tests.yml b/.github/workflows/python-tests.yml
index f0d203a..fb37ddb 100644
--- a/.github/workflows/python-tests.yml
+++ b/.github/workflows/python-tests.yml
@@ -21,52 +21,137 @@ jobs:
     steps:
       - uses: actions/checkout@v4
 
+      # Load dependencies from GitHub runner cache for quicker install
       - name: Set up Python ${{ matrix.python-version }}
         uses: actions/setup-python@v5
         with:
           python-version: ${{ matrix.python-version }}
+          cache: pip
+          cache-dependency-path: requirements.txt
 
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
           pip install -r requirements.txt
 
-      - name: Install pytest and pytest-cov
+      # Lint the Python files & upload the result statistics
+      - name: Run pylint analysis
+        id: pylint
+        continue-on-error: true
+        run: |
+          mkdir -p tests/python/pylint/reports
+          # Use python -m pylint and tee to ensure output is captured and visible in logs
+          PYTHONPATH=$(pwd) python -m pylint --rcfile tests/python/.pylintrc infrastructure samples setup shared tests 2>&1 | tee tests/python/pylint/reports/latest.txt
+
+      - name: Upload pylint reports
+        if: always()
+        uses: actions/upload-artifact@v4
+        with:
+          name: pylint-reports-${{ matrix.python-version }}
+          path: tests/python/pylint/reports/
+
+      # Static code analysis through simple compilation to ensure code is syntactically sound
+      - name: Verify bytecode compilation
         run: |
-          pip install pytest pytest-cov
+          python -m compileall infrastructure samples setup shared tests
 
       # Run tests with continue-on-error so that coverage and PR comments are always published.
       # The final step will explicitly fail the job if any test failed, ensuring PRs cannot be merged with failing tests.
       - name: Run pytest with coverage and generate JUnit XML
+        id: pytest
         run: |
-          PYTHONPATH=$(pwd) COVERAGE_FILE=tests/python/.coverage-${{ matrix.python-version }} pytest --cov=shared/python --cov-config=tests/python/.coveragerc --cov-report=html:tests/python/htmlcov-${{ matrix.python-version }} --junitxml=tests/python/junit-${{ matrix.python-version }}.xml tests/python/
+          PYTHONPATH=$(pwd) COVERAGE_FILE=tests/python/.coverage-${{ matrix.python-version }} pytest --cov=shared/python --cov-config=tests/python/.coveragerc --cov-report=html:tests/python/htmlcov-${{ matrix.python-version }} --cov-report=term-missing --junitxml=tests/python/junit-${{ matrix.python-version }}.xml tests/python/
         continue-on-error: true
 
       - name: Upload coverage HTML report
+        if: always()
         uses: actions/upload-artifact@v4
         with:
           name: coverage-html-${{ matrix.python-version }}
           path: tests/python/htmlcov-${{ matrix.python-version }}/
 
       - name: Upload JUnit test results
+        if: always()
         uses: actions/upload-artifact@v4
+        continue-on-error: true
         with:
           name: junit-results-${{ matrix.python-version }}
           path: tests/python/junit-${{ matrix.python-version }}.xml
 
-      - name: Publish Unit Test Results to PR
+      # Extract all linting and coverage results in preparation for publish
+      - name: Extract and Summarize Metrics
+        if: always()
+        id: metrics
+        run: |
+          # Pylint Score
+          TEXT_REPORT="tests/python/pylint/reports/latest.txt"
+          if [ -s "$TEXT_REPORT" ]; then
+            PYLINT_SCORE=$(grep -Eo 'Your code has been rated at [0-9.]+/10' "$TEXT_REPORT" | grep -Eo '[0-9.]+/10' | head -n 1)
+            if [ -n "$PYLINT_SCORE" ]; then
+              echo "pylint_score=$PYLINT_SCORE" >> "$GITHUB_OUTPUT"
+            else
+              echo "pylint_score=N/A" >> "$GITHUB_OUTPUT"
+            fi
+          else
+            echo "pylint_score=N/A" >> "$GITHUB_OUTPUT"
+          fi
+
+          # Coverage Percentage
+          if [ -f "tests/python/.coverage-${{ matrix.python-version }}" ]; then
+            TOTAL_COV=$(PYTHONPATH=$(pwd) COVERAGE_FILE=tests/python/.coverage-${{ matrix.python-version }} python -m coverage report | grep TOTAL | awk '{print $NF}')
+            echo "coverage=$TOTAL_COV" >> "$GITHUB_OUTPUT"
+          else
+            echo "coverage=N/A" >> "$GITHUB_OUTPUT"
+          fi
+
+      # Publish general statistics for linting, test success, and code coverage as well as detailed tests results
+      - name: Publish Consolidated Results to PR
+        if: always() && github.event_name == 'pull_request'
+        uses: marocchino/sticky-pull-request-comment@v2
+        with:
+          repo-token: ${{ secrets.GITHUB_TOKEN }}
+          header: python-results-${{ matrix.python-version }}
+          message: |
+            ## 🐍 Python ${{ matrix.python-version }} Results
+
+            | Metric | Status | Value |
+            | :--- | :---: | :--- |
+            | **Pylint Score** | ${{ steps.pylint.outcome == 'success' && '✅' || '⚠️' }} | `${{ steps.metrics.outputs.pylint_score }}` |
+            | **Unit Tests** | ${{ steps.pytest.outcome == 'success' && '✅' || '❌' }} | `${{ steps.pytest.outcome }}` |
+            | **Code Coverage** | 📊 | `${{ steps.metrics.outputs.coverage }}` |
+
+            [Full Workflow Logs](${{ github.server_url }}/${{ github.repository }}/actions/runs/${{ github.run_id }})
+
+      - name: Generate Job Summary
+        if: always()
+        run: |
+          echo "## 🐍 Python ${{ matrix.python-version }} Execution Summary" >> $GITHUB_STEP_SUMMARY
+          echo "" >> $GITHUB_STEP_SUMMARY
+          echo "| Category | Status | Detail |" >> $GITHUB_STEP_SUMMARY
+          echo "| :--- | :---: | :--- |" >> $GITHUB_STEP_SUMMARY
+          echo "| **Pylint** | ${{ steps.pylint.outcome == 'success' && '✅' || '⚠️' }} | Score: `${{ steps.metrics.outputs.pylint_score }}` |" >> $GITHUB_STEP_SUMMARY
+          echo "| **Pytest** | ${{ steps.pytest.outcome == 'success' && '✅' || '❌' }} | Outcome: `${{ steps.pytest.outcome }}` |" >> $GITHUB_STEP_SUMMARY
+          echo "| **Coverage** | 📊 | Total: `${{ steps.metrics.outputs.coverage }}` |" >> $GITHUB_STEP_SUMMARY
+          echo "" >> $GITHUB_STEP_SUMMARY
+          echo "---" >> $GITHUB_STEP_SUMMARY
+
+      - name: Publish Unit Test Results
         if: always()
         uses: EnricoMi/publish-unit-test-result-action@v2
         with:
           files: tests/python/junit-${{ matrix.python-version }}.xml
-          comment_title: Python ${{ matrix.python-version }} Test Results
+          comment_title: Python ${{ matrix.python-version }} Detailed Test Results
 
       # Explicitly fail the job if any test failed (so PRs cannot be merged with failing tests).
       # This runs after all reporting steps, meaning coverage and PR comments are always published.
       - name: Fail if tests failed
-        if: always()
+        if: steps.pytest.outcome == 'failure'
         run: |
-          if grep -q 'failures="[1-9]' tests/python/junit-${{ matrix.python-version }}.xml; then
-            echo "::error ::Unit tests failed. See above for details."
-            exit 1
-          fi
+          echo "::error ::Unit tests failed. See above for details."
+          exit 1
+
+      - name: Fail if pylint failed
+        if: steps.pylint.outcome == 'failure'
+        run: |
+          echo "::error ::Pylint violations detected. See PR comment or artifacts for details."
+          exit 1