diff --git a/utils/get_ci_error_statistics.py b/utils/get_ci_error_statistics.py
new file mode 100644
index 00000000000000..bca425663b9d06
--- /dev/null
+++ b/utils/get_ci_error_statistics.py
@@ -0,0 +1,154 @@
+import argparse
+import json
+import math
+import os
+import subprocess
+import time
+import zipfile
+from collections import Counter
+
+import requests
+
+
+def get_artifacts_links(worflow_run_id):
+    """Get all artifact links from a workflow run"""
+
+    url = f"https://api.github.com/repos/huggingface/transformers/actions/runs/{worflow_run_id}/artifacts?per_page=100"
+    result = requests.get(url).json()
+    artifacts = {}
+
+    try:
+        artifacts.update({artifact["name"]: artifact["archive_download_url"] for artifact in result["artifacts"]})
+        pages_to_iterate_over = math.ceil((result["total_count"] - 100) / 100)
+
+        for i in range(pages_to_iterate_over):
+            result = requests.get(url + f"&page={i + 2}").json()
+            artifacts.update({artifact["name"]: artifact["archive_download_url"] for artifact in result["artifacts"]})
+
+        return artifacts
+    except Exception as e:
+        print("Unknown error, could not fetch links.", e)
+
+    return {}
+
+
+def download_artifact(artifact_name, artifact_url, output_dir, token):
+    """Download a GitHub Action artifact from a URL.
+
+    The URL is of the from `https://api.github.com/repos/huggingface/transformers/actions/artifacts/{ARTIFACT_ID}/zip`,
+    but it can't be used to download directly. We need to get a redirect URL first.
+    See https://docs.github.com/en/rest/actions/artifacts#download-an-artifact
+    """
+    # Get the redirect URL first
+    cmd = f'curl -v -H "Accept: application/vnd.github+json" -H "Authorization: token {token}" {artifact_url}'
+    output = subprocess.run(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT)
+    o = output.stdout.decode("utf-8")
+    lines = o.splitlines()
+
+    for line in lines:
+        if line.startswith("< Location: "):
+            redirect_url = line[len("< Location: ") :]
+            r = requests.get(redirect_url, allow_redirects=True)
+            p = os.path.join(output_dir, f"{artifact_name}.zip")
+            open(p, "wb").write(r.content)
+            break
+
+
+def get_errors_from_single_artifact(artifact_zip_path):
+    """Extract errors from a downloaded artifact (in .zip format)"""
+    errors = []
+    failed_tests = []
+
+    with zipfile.ZipFile(artifact_zip_path) as z:
+        for filename in z.namelist():
+            if not os.path.isdir(filename):
+                # read the file
+                if filename in ["failures_line.txt", "summary_short.txt"]:
+                    with z.open(filename) as f:
+                        for line in f:
+                            line = line.decode("UTF-8").strip()
+                            if filename == "failures_line.txt":
+                                try:
+                                    # `error_line` is the place where `error` occurs
+                                    error_line = line[: line.index(": ")]
+                                    error = line[line.index(": ") + len(": ") :]
+                                    errors.append([error_line, error])
+                                except Exception:
+                                    # skip un-related lines
+                                    pass
+                            elif filename == "summary_short.txt" and line.startswith("FAILED "):
+                                # `test` is the test method that failed
+                                test = line[len("FAILED ") :]
+                                failed_tests.append(test)
+
+    if len(errors) != len(failed_tests):
+        raise ValueError(
+            f"`errors` and `failed_tests` should have the same number of elements. Got {len(errors)} for `errors` "
+            f"and {len(failed_tests)} for `failed_tests` instead. The test reports in {artifact_zip_path} have some"
+            " problem."
+        )
+
+    return errors, failed_tests
+
+
+def get_all_errors(artifact_dir):
+    """Extract errors from all artifact files"""
+
+    errors = []
+    failed_tests = []
+
+    paths = [os.path.join(artifact_dir, p) for p in os.listdir(artifact_dir) if p.endswith(".zip")]
+
+    for p in paths:
+        _errors, _failed_tests = get_errors_from_single_artifact(p)
+        errors.extend(_errors)
+        failed_tests.extend(_failed_tests)
+
+    return errors, failed_tests
+
+
+if __name__ == "__main__":
+
+    parser = argparse.ArgumentParser()
+    # Required parameters
+    parser.add_argument(
+        "--workflow_run_id", default=None, type=str, required=True, help="A GitHub Actions workflow run id."
+    )
+    parser.add_argument(
+        "--output_dir",
+        default=None,
+        type=str,
+        required=True,
+        help="Where to store the downloaded artifacts and other result files.",
+    )
+    parser.add_argument(
+        "--token", default=None, type=str, required=True, help="A token that has actions:read permission."
+    )
+    args = parser.parse_args()
+
+    os.makedirs(args.output_dir, exist_ok=True)
+
+    artifacts = get_artifacts_links(args.workflow_run_id)
+    with open(os.path.join(args.output_dir, "artifacts.json"), "w", encoding="UTF-8") as fp:
+        json.dump(artifacts, fp, ensure_ascii=False, indent=4)
+
+    for idx, (name, url) in enumerate(artifacts.items()):
+        download_artifact(name, url, args.output_dir, args.token)
+        # Be gentle to GitHub
+        time.sleep(1)
+
+    errors, failed_tests = get_all_errors(args.output_dir)
+
+    counter = Counter()
+    counter.update([e[1] for e in errors])
+
+    # print the top 30 most common test errors
+    most_common = counter.most_common(30)
+    for item in most_common:
+        print(item)
+
+    with open(os.path.join(args.output_dir, "errors.json"), "w", encoding="UTF-8") as fp:
+        json.dump(errors, fp, ensure_ascii=False, indent=4)
+
+    with open(os.path.join(args.output_dir, "failed_tests.json"), "w", encoding="UTF-8") as fp:
+        json.dump(failed_tests, fp, ensure_ascii=False, indent=4)