diff --git a/.github/actions/get-pr-details/action.yml b/.github/actions/get-pr-details/action.yml
new file mode 100644
index 000000000..4d866651c
--- /dev/null
+++ b/.github/actions/get-pr-details/action.yml
@@ -0,0 +1,134 @@
+name: Get PR Details
+description: 'Retrieves pull request details for pull_request_target or merge_group events'
+
+inputs:
+  event_name:
+    description: 'Event name that triggered the caller workflow'
+    required: true
+  pr_number:
+    description: 'PR number for pull_request_target events'
+    required: false
+  merge_group_head_ref:
+    description: 'Merge group head ref for merge_group events'
+    required: false
+
+outputs:
+  pr_number:
+    description: 'Pull request number'
+    value: ${{ steps.get_pr_details.outputs.pr_number }}
+  pr_title:
+    description: 'Pull request title'
+    value: ${{ steps.get_pr_details.outputs.pr_title }}
+  pr_labels:
+    description: 'Pull request labels (comma-separated)'
+    value: ${{ steps.get_pr_details.outputs.pr_labels }}
+  pr_base_ref:
+    description: 'Pull request base reference'
+    value: ${{ steps.get_pr_details.outputs.pr_base_ref }}
+  skip_gaudi_tests:
+    description: 'Whether to skip Gaudi tests'
+    value: ${{ steps.get_pr_details.outputs.skip_gaudi_tests }}
+
+runs:
+  using: 'composite'
+  steps:
+    - name: Retrieve Pull Request information
+      id: get_pr_details
+      uses: actions/github-script@v7
+      env:
+        EVENT_NAME: ${{ inputs.event_name }}
+        PR_NUMBER: ${{ inputs.pr_number }}
+        MERGE_GROUP_HEAD_REF: ${{ inputs.merge_group_head_ref }}
+      with:
+        script: |
+          const eventName = process.env.EVENT_NAME;
+
+          console.log('Trigger event: %s', eventName);
+          if (eventName === 'merge_group') {
+              const headRef = process.env.MERGE_GROUP_HEAD_REF;
+              
+              if (!headRef || typeof headRef !== 'string') {
+                  console.log('❌ MERGE_GROUP_HEAD_REF is missing or invalid. Received:', headRef);
+                  core.setFailed('MERGE_GROUP_HEAD_REF is missing or invalid for merge_group event');
+                  return;
+              }
+              
+              const prMatch = headRef.match(/pr-(\d+)-/);
+              
+              if (!prMatch) {
+                  console.log('❌ Merge group head ref does not match expected format "pr-<number>-...". Received:', headRef);
+                  core.setFailed('Could not extract PR number from merge group head ref: unexpected format');
+                  return;
+              }
+              
+              const prNumber = parseInt(prMatch[1], 10);
+              console.log('📋 Found source PR number: %s', prNumber);
+              
+              try {
+                  const { data: pullRequest } = await github.rest.pulls.get({
+                      owner: context.repo.owner,
+                      repo: context.repo.repo,
+                      pull_number: prNumber
+                  });
+
+                  const prLabels = pullRequest.labels.map(l => l.name).join(', ') || 'None';
+                  
+                  console.log('\n✅ Source Pull Request Information:');
+                  console.log('- PR Number: #%s', pullRequest.number);
+                  console.log('- PR Title: %s', pullRequest.title);
+                  console.log('- PR Author: %s', pullRequest.user.login);
+                  console.log('- PR State: %s', pullRequest.state);
+                  console.log('- PR Labels: %s', prLabels);
+                  
+                  const skipGaudiTests = pullRequest.labels.some(l => l.name === 'skip-gaudi-tests');
+                  
+                  const fs = require('fs');
+                  const outputFile = process.env.GITHUB_OUTPUT;
+                  fs.appendFileSync(outputFile, `pr_number=${pullRequest.number}\n`);
+                  fs.appendFileSync(outputFile, `pr_title=${pullRequest.title}\n`);
+                  fs.appendFileSync(outputFile, `pr_labels=${prLabels}\n`);
+                  fs.appendFileSync(outputFile, `pr_base_ref=${pullRequest.base.ref}\n`);
+                  fs.appendFileSync(outputFile, `skip_gaudi_tests=${skipGaudiTests}\n`);
+                  
+              } catch (error) {
+                  console.error('❌ Error fetching PR details:', error.message);
+                  core.setFailed(error.message);
+              }
+          } else if (eventName === 'pull_request_target') {
+              const prNumber = process.env.PR_NUMBER;
+              
+              try {
+                  const { data: pullRequest } = await github.rest.pulls.get({
+                      owner: context.repo.owner,
+                      repo: context.repo.repo,
+                      pull_number: prNumber
+                  });
+
+                  const prLabels = pullRequest.labels.map(l => l.name).join(', ') || 'None';
+                  
+                  console.log('\n✅ Pull Request Information:');
+                  console.log('- PR Number: #%s', pullRequest.number);
+                  console.log('- PR Title: %s', pullRequest.title);
+                  console.log('- PR Author: %s', pullRequest.user.login);
+                  console.log('- PR State: %s', pullRequest.state);
+                  console.log('- PR Labels: %s', prLabels);
+                  
+                  const skipGaudiTests = pullRequest.labels.some(l => l.name === 'skip-gaudi-tests');
+                  
+                  const fs = require('fs');
+                  const outputFile = process.env.GITHUB_OUTPUT;
+                  fs.appendFileSync(outputFile, `pr_number=${pullRequest.number}\n`);
+                  fs.appendFileSync(outputFile, `pr_title=${pullRequest.title}\n`);
+                  fs.appendFileSync(outputFile, `pr_labels=${prLabels}\n`);
+                  fs.appendFileSync(outputFile, `pr_base_ref=${pullRequest.base.ref}\n`);
+                  fs.appendFileSync(outputFile, `skip_gaudi_tests=${skipGaudiTests}\n`);
+                  
+              } catch (error) {
+                  console.error('❌ Error fetching PR details:', error.message);
+                  core.setFailed(error.message);
+              }
+          } else {
+              const errorMessage = "Event not supported. Use 'pull_request_target' or 'merge_group'.";
+              console.error(errorMessage);
+              core.setFailed(errorMessage);
+          }
diff --git a/tests/calibration_tests/ci_calibration_smoke_tests.sh b/tests/calibration_tests/ci_calibration_smoke_tests.sh
new file mode 100644
index 000000000..43d59a61c
--- /dev/null
+++ b/tests/calibration_tests/ci_calibration_smoke_tests.sh
@@ -0,0 +1,126 @@
+#!/bin/bash
+
+# Exit immediately if a command exits with a non-zero status.
+# This ensures that if any test fails, the script will stop.
+set -e
+
+# --- Configuration ---
+# Defines the path to the vllm-gaudi directory.
+VLLM_GAUDI_PREFIX=${VLLM_GAUDI_PREFIX:-"vllm-gaudi"}
+echo "VLLM_GAUDI_PREFIX: $VLLM_GAUDI_PREFIX"
+
+# Calibration output directory (cleaned up after each test)
+CALIBRATION_OUTPUT_DIR="${VLLM_GAUDI_PREFIX}/tests/calibration_tests/tmp-calibration-output"
+
+# Dataset for calibration (using NeelNanda/pile-10k which auto-downloads)
+CALIBRATION_DATASET="NeelNanda/pile-10k"
+
+# Minimal batch size and limit for smoke tests (we only verify the procedure works)
+BATCH_SIZE=1
+LIMIT=1
+
+cleanup_calibration_output() {
+    if [ -d "${CALIBRATION_OUTPUT_DIR}" ]; then
+        echo "Cleaning up calibration output directory..."
+        rm -rf "${CALIBRATION_OUTPUT_DIR}"
+    fi
+}
+
+# Simple smoke calibration test using granite model
+run_granite_calibration_test() {
+    echo "➡️ Testing calibration procedure on ibm-granite/granite-3.3-2b-instruct..."
+    cleanup_calibration_output
+
+    PT_HPU_LAZY_MODE=1 "${VLLM_GAUDI_PREFIX}/calibration/calibrate_model.sh" \
+        -m ibm-granite/granite-3.3-2b-instruct \
+        -d "${CALIBRATION_DATASET}" \
+        -o "${CALIBRATION_OUTPUT_DIR}" \
+        -b ${BATCH_SIZE} \
+        -l ${LIMIT} \
+        -t 1
+
+    if [ $? -ne 0 ]; then
+        echo "Error: Calibration failed for ibm-granite/granite-3.3-2b-instruct" >&2
+        exit 1
+    fi
+    echo "✅ Calibration for ibm-granite/granite-3.3-2b-instruct passed."
+    cleanup_calibration_output
+}
+
+# Simple smoke calibration test using Qwen-2.5 model
+run_qwen_calibration_test() {
+    echo "➡️ Testing calibration procedure on Qwen/Qwen2.5-0.5B-Instruct..."
+    cleanup_calibration_output
+
+    PT_HPU_LAZY_MODE=1 "${VLLM_GAUDI_PREFIX}/calibration/calibrate_model.sh" \
+        -m Qwen/Qwen2.5-0.5B-Instruct \
+        -d "${CALIBRATION_DATASET}" \
+        -o "${CALIBRATION_OUTPUT_DIR}" \
+        -b ${BATCH_SIZE} \
+        -l ${LIMIT} \
+        -t 1
+
+    if [ $? -ne 0 ]; then
+        echo "Error: Calibration failed for Qwen/Qwen2.5-0.5B-Instruct" >&2
+        exit 1
+    fi
+    echo "✅ Calibration for Qwen/Qwen2.5-0.5B-Instruct passed."
+    cleanup_calibration_output
+}
+
+# Simple smoke test for vision language models calibration using Qwen-2.5-VL
+# (afierka) Temporarily disabled due to some issues, will re-enable once fixed. [GAUDISW-246468]
+# run_qwen_vl_calibration_test() {
+#     echo "➡️ Testing VLM calibration procedure on Qwen/Qwen2.5-VL-3B-Instruct..."
+#     cleanup_calibration_output
+
+#     PT_HPU_LAZY_MODE=1 "${VLLM_GAUDI_PREFIX}/calibration/vlm-calibration/calibrate_model.sh" \
+#         -m Qwen/Qwen2.5-VL-3B-Instruct \
+#         -o "${CALIBRATION_OUTPUT_DIR}" \
+#         -b ${BATCH_SIZE} \
+#         -l ${LIMIT} \
+#         -t 1
+
+#     if [ $? -ne 0 ]; then
+#         echo "Error: VLM Calibration failed for Qwen/Qwen2.5-VL-3B-Instruct" >&2
+#         exit 1
+#     fi
+#     echo "✅ VLM Calibration for Qwen/Qwen2.5-VL-3B-Instruct passed."
+#     cleanup_calibration_output
+# }
+
+# --- Utility Functions ---
+
+# Function to run all tests sequentially
+launch_all_tests() {
+    echo "🚀 Starting all calibration test suites..."
+    run_granite_calibration_test
+    run_qwen_calibration_test
+    # run_qwen_vl_calibration_test  # (afierka) Temporarily disabled due to some issues, will re-enable once fixed. [GAUDISW-246468]
+    echo "🎉 All calibration test suites passed successfully!"
+}
+
+# A simple usage function to guide the user
+usage() {
+    echo "Usage: $0 [function_name]"
+    echo "If no function_name is provided, all tests will be run."
+    echo ""
+    echo "Available functions:"
+    declare -F | awk '{print "  - " $3}' | grep --color=never "run_"
+}
+
+# --- Script Entry Point ---
+
+# Default to 'launch_all_tests' if no function name is provided as an argument.
+FUNCTION_TO_RUN=${1:-launch_all_tests}
+
+# Check if the provided argument corresponds to a declared function in this script.
+if declare -f "$FUNCTION_TO_RUN" > /dev/null
+then
+    "$FUNCTION_TO_RUN"
+else
+    echo "❌ Error: Function '${FUNCTION_TO_RUN}' is not defined."
+    echo ""
+    usage
+    exit 1
+fi