diff --git a/misc/benchmark/benchmark_summary.py b/misc/benchmark/benchmark_summary.py
new file mode 100644
index 00000000000..8ea809048b9
--- /dev/null
+++ b/misc/benchmark/benchmark_summary.py
@@ -0,0 +1,106 @@
+#!/usr/bin/env python3
+
+import csv
+import subprocess
+from argparse import ArgumentParser
+
+COMMANDS_BENCHMARK = [
+    "sudo install -m 755 benchmark-oci/wordpress.csv oci.csv",
+    "sudo install -m 755 benchmark-nydus-all-prefetch/wordpress.csv nydus-all-prefetch.csv",
+    "sudo install -m 755 benchmark-nydus-no-prefetch/wordpress.csv nydus-no-prefetch.csv",
+    "sudo install -m 755 benchmark-zran-all-prefetch/wordpress.csv zran-all-prefetch.csv",
+    "sudo install -m 755 benchmark-zran-no-prefetch/wordpress.csv zran-no-prefetch.csv",
+    "sudo install -m 755 benchmark-nydus-filelist-prefetch/wordpress.csv nydus-filelist-prefetch.csv"
+]
+
+COMMANDS_BENCHMARK_COMPARE = [
+    "sudo install -m 755 benchmark-zran-all-prefetch-master/wordpress.csv zran-all-prefetch-master.csv",
+    "sudo install -m 755 benchmark-zran-no-prefetch-master/wordpress.csv zran-no-prefetch-master.csv",
+    "sudo install -m 755 benchmark-nydus-no-prefetch-master/wordpress.csv nydus-no-prefetch-master.csv",
+    "sudo install -m 755 benchmark-nydus-all-prefetch-master/wordpress.csv nydus-all-prefetch-master.csv",
+    "sudo install -m 755 benchmark-nydus-filelist-prefetch-master/wordpress.csv nydus-filelist-prefetch-master.csv"
+]
+
+FILE_LIST = [
+    "oci.csv",
+    "nydus-all-prefetch.csv",
+    "zran-all-prefetch.csv",
+    "nydus-no-prefetch.csv",
+    "zran-no-prefetch.csv",
+    "nydus-filelist-prefetch.csv"
+]
+
+FILE_LIST_COMPARE = [
+    "oci.csv",
+    "nydus-all-prefetch-master.csv",
+    "nydus-all-prefetch.csv",
+    "zran-all-prefetch-master.csv",
+    "zran-all-prefetch.csv",
+    "nydus-no-prefetch-master.csv",
+    "nydus-no-prefetch-master.csv",
+    "zran-no-prefetch.csv",
+    "zran-no-prefetch-master.csv",
+    "nydus-filelist-prefetch.csv",
+    "nydus-filelist-prefetch-master.csv"
+]
+
+
+class BenchmarkSummary:
+    def __init__(self, mode):
+        self.mode = mode
+
+    def summary(self):
+        self.prepare_csv()
+        print("| bench-result | pull-elapsed(s) | create-elapsed(s) | run-elapsed(s) | total-elapsed(s) |read-amount(MB) |read-count |")
+        print("|:-------------|:---------------:|:-----------------:|:--------------:|:----------------:|:--------------:|:---------:|")
+        if self.mode == "benchmark-result":
+            self.print_csv_result()
+        else:
+            self.print_csv_compare()
+
+    def print_csv_result(self):
+        for file in FILE_LIST:
+            print_csv(file)
+
+    def print_csv_compare(self):
+        for file in FILE_LIST_COMPARE:
+            print_csv(file)
+
+    def prepare_csv(self):
+        """
+            move the csv to current workdir
+        """
+        for cmd in COMMANDS_BENCHMARK:
+            subprocess.run(cmd, shell=True)
+        if self.mode == "benchmark-compare":
+            for cmd in COMMANDS_BENCHMARK_COMPARE:
+                subprocess.run(cmd, shell=True)
+
+
+def print_csv(file: str):
+    with open(file, 'r', newline='') as f:
+        filename = file.rstrip(".csv")
+        rows = csv.reader(f)
+        next(rows)  # we don't need header
+        for row in rows:
+            _, pull_elapsed, create_elapsed, run_elapsed, total_elapsed, read_amount, read_count = row
+            print(f"|{filename}|{pull_elapsed}|{create_elapsed}|{run_elapsed}|{total_elapsed}|{read_amount}|{read_count}|")
+
+
+def main():
+    parser = ArgumentParser()
+    parser.add_argument(
+        "--mode",
+        choices=["benchmark-result", "benchmark-compare"],
+        dest="mode",
+        type=str,
+        required=True,
+        help="The mode of benchmark summary"
+    )
+    args = parser.parse_args()
+    mode = args.mode
+    BenchmarkSummary(mode=mode).summary()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/misc/benchmark/benchmark_summary.sh b/misc/benchmark/benchmark_summary.sh
deleted file mode 100644
index 068d838e218..00000000000
--- a/misc/benchmark/benchmark_summary.sh
+++ /dev/null
@@ -1,32 +0,0 @@
-#!/bin/bash
-
-sudo install -m 755 benchmark-oci/wordpress.csv oci.csv
-sudo install -m 755 benchmark-zran-all-prefetch/wordpress.csv zran-all-prefetch.csv
-sudo install -m 755 benchmark-zran-no-prefetch/wordpress.csv zran-no-prefetch.csv
-sudo install -m 755 benchmark-nydus-no-prefetch/wordpress.csv nydus-no-prefetch.csv
-sudo install -m 755 benchmark-nydus-all-prefetch/wordpress.csv nydus-all-prefetch.csv
-sudo install -m 755 benchmark-nydus-filelist-prefetch/wordpress.csv nydus-filelist-prefetch.csv
-
-echo "| bench-result | pull-elapsed(s) | create-elapsed(s) | run-elapsed(s) | total-elapsed(s) |read-amount(MB) |read-count |"
-echo "|:-------------|:---------------:|:-----------------:|:--------------:|:----------------:|:--------------:|:---------:|"
-
-files=(oci.csv nydus-all-prefetch.csv zran-all-prefetch.csv nydus-no-prefetch.csv zran-no-prefetch.csv nydus-filelist-prefetch.csv)
-
-for file in "${files[@]}"; do
-    if ! [ -f "$file" ]; then
-        continue
-    fi
-    filename=$(basename "$file" .csv)
-    tail -n +2 "$file" | while read line; do
-        if [ -z "$line" ]; then
-            continue
-        fi
-        pull=$(echo "$line" | cut -d ',' -f 2)
-        create=$(echo "$line" | cut -d ',' -f 3)
-        run=$(echo "$line" | cut -d ',' -f 4)
-        total=$(echo "$line" | cut -d ',' -f 5)
-        amount=$(echo "$line" | cut -d ',' -f 6)
-        count=$(echo "$line" | cut -d ',' -f 7)
-        printf "| %s | %s | %s | %s | %s | %s | %s |\n" "$filename" "$pull" "$create" "$run" "$total" "$amount" "$count"
-    done
-done