diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index ebe24b3..ca537aa 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -6,6 +6,9 @@ on:
   pull_request:
     branches: [ main ]
 
+env:
+  FORCE_JAVASCRIPT_ACTIONS_TO_NODE24: true
+
 jobs:
   formatting:
     name: Formatting (Isort & Black)
diff --git a/Jenkinsfile b/Jenkinsfile
index be81475..c83685e 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -5,6 +5,8 @@ pipeline {
         // Local virtual environment within the Jenkins workspace for portability
         VENV_PATH = "${WORKSPACE}/.venv"
         VENV_BIN = "${VENV_PATH}/bin"
+        // Opt into Node.js 24 for GitHub Actions if used via plugins
+        FORCE_JAVASCRIPT_ACTIONS_TO_NODE24 = 'true'
     }
 
     stages {
@@ -75,9 +77,19 @@ ET.ElementTree(root).write('isort-report.xml', xml_declaration=True, encoding='u
                 }
                 stage('Flake8') {
                     steps {
-                        sh "rm -f flake8.txt flake8-report.xml"
-                        sh "${VENV_BIN}/flake8 logflow tests examples --tee --output-file=flake8.txt || true"
-                        sh "if [ -f flake8.txt ]; then ${VENV_BIN}/flake8_junit flake8.txt flake8-report.xml; fi"
+                        script {
+                            def rc = sh(script: "${VENV_BIN}/flake8 logflow tests examples > flake8-output.txt 2>&1", returnStatus: true)
+                            sh """${VENV_BIN}/python3 -c "
+import xml.etree.ElementTree as ET
+rc = ${rc}
+root = ET.Element('testsuite', name='flake8', tests='1', failures=str(min(rc, 1)))
+tc = ET.SubElement(root, 'testcase', classname='flake8', name='lint-check')
+if rc != 0:
+    with open('flake8-output.txt') as f:
+        ET.SubElement(tc, 'failure', message='Flake8 linting issues found').text = f.read()
+ET.ElementTree(root).write('flake8-report.xml', xml_declaration=True, encoding='unicode')
+" """
+                        }
                     }
                     post {
                         always {
@@ -91,7 +103,9 @@ ET.ElementTree(root).write('isort-report.xml', xml_declaration=True, encoding='u
                 }
                 stage('Mypy') {
                     steps {
-                        sh "${VENV_BIN}/mypy logflow tests examples --junit-xml=mypy-report.xml || true"
+                        script {
+                            sh "${VENV_BIN}/mypy logflow tests examples --junit-xml=mypy-report.xml || true"
+                        }
                     }
                     post {
                         always {
@@ -115,8 +129,17 @@ ET.ElementTree(root).write('isort-report.xml', xml_declaration=True, encoding='u
                     // Archive and display JUnit test results
                     junit allowEmptyResults: true, testResults: 'test-report.xml'
 
-                    // Display Coverage in Jenkins UI using Code Coverage API Plugin
-                    recordCoverage tools: [[parser: 'COBERTURA', pattern: 'coverage.xml']]
+                    // Display Coverage and Test Results as separate graphs using unique IDs
+                    recordCoverage(
+                        id: 'unit-tests',
+                        name: 'Unit Tests',
+                        tools: [[parser: 'JUNIT', pattern: 'test-report.xml']]
+                    )
+                    recordCoverage(
+                        id: 'coverage',
+                        name: 'Code Coverage',
+                        tools: [[parser: 'COBERTURA', pattern: 'coverage.xml']]
+                    )
                 }
             }
         }