From 5c073894b8b23ef3bb1c4da845a9e254d35346de Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 14:15:12 +0100
Subject: [PATCH 01/12] total_replay_tool

---
 bin/replay.py                          |  74 ++-
 total_replay/assets/banner.png         | Bin 0 -> 109613 bytes
 total_replay/assets/usage.png          | Bin 0 -> 426751 bytes
 total_replay/configuration/config.yml  |  12 +
 total_replay/poetry.lock               | 740 ++++++++++++++++++++++
 total_replay/pyproject.toml            |  24 +
 total_replay/readme.md                 |  87 +++
 total_replay/test/test_names.txt       |  13 +
 total_replay/total_replay.py           | 183 ++++++
 total_replay/utility/color_print.py    |  79 +++
 total_replay/utility/utility_helper.py | 818 +++++++++++++++++++++++++
 11 files changed, 2027 insertions(+), 3 deletions(-)
 create mode 100644 total_replay/assets/banner.png
 create mode 100644 total_replay/assets/usage.png
 create mode 100644 total_replay/configuration/config.yml
 create mode 100644 total_replay/poetry.lock
 create mode 100644 total_replay/pyproject.toml
 create mode 100644 total_replay/readme.md
 create mode 100644 total_replay/test/test_names.txt
 create mode 100644 total_replay/total_replay.py
 create mode 100644 total_replay/utility/color_print.py
 create mode 100644 total_replay/utility/utility_helper.py

diff --git a/bin/replay.py b/bin/replay.py
index dd1b0615..e705e9a4 100644
--- a/bin/replay.py
+++ b/bin/replay.py
@@ -10,7 +10,7 @@
 from urllib3 import disable_warnings
 import yaml
 from pathlib import Path
-
+from urllib.parse import urlparse, urlunparse, unquote
 
 def load_environment_variables():
     """Load required environment variables for Splunk connection."""
@@ -114,6 +114,70 @@ def send_data_to_splunk(file_path, splunk_host, hec_token, event_host_uuid,
         except Exception as e:
             print(f":x: Error sending {file_path} to Splunk HEC: {e}")
 
+def parse_old_attack_yml_data_file(yml_file_path, 
+                                   index_override, 
+                                   source_override, 
+                                   sourcetype_override, 
+                                   host_uuid):
+    ### handling possible empty inputs
+    print("Processing old attack data yml file")
+    if source_override == "" or sourcetype_override == "" or index_override == "":
+        return None, [], {}
+    
+    try:
+        with open(yml_file_path, 'r') as file:
+            data = yaml.safe_load(file)
+
+        # Extract required fields
+        file_id = host_uuid
+        d = data.get('dataset')
+        ### if the instance is list
+        if isinstance(d, list):
+            dataset_val = d[0]
+        if isinstance(d, str):
+            dataset_val = d
+
+        name_value = os.path.basename(dataset_val).split(".")[0]
+        p = urlparse(dataset_val)
+        if not p.scheme or not p.netloc:
+            raise ValueError(f"Unsupported GitHub URL format: {dataset_val}")
+
+        m, path_value = str(p.path).split("master")
+        ### generate our own datasets data
+        ### "datasets": [
+        ###     {
+        ###        "name": "windows-sysmon_creddump",
+        ###        "path": "/datasets/attack_techniques/T1003.001/atomic_red_team/windows-sysmon_creddump.log",
+        ###        "sourcetype": "XmlWinEventLog",
+        ###        "source": "XmlWinEventLog:Microsoft-Windows-Sysmon/Operational"
+        ###    }
+        ### ]
+        # Extract required fields
+
+        datasets = [
+            {
+                "name": name_value,
+                "path": path_value,
+                "sourcetype":sourcetype_override,
+                "source":source_override
+            }
+        ]
+        #print(datasets)
+        # Extract default metadata from YAML file
+        default_index = index_override  
+        default_source = source_override
+        default_sourcetype = sourcetype_override
+
+        # Return tuple of (id, datasets_list, default_metadata)
+        return file_id, datasets, {
+            'index': default_index,
+            'source': default_source,
+            'sourcetype': default_sourcetype
+        }
+
+    except Exception as e:
+        print(f"Error parsing {yml_file_path}: {e}")
+        return None, [], {}
 
 def main():
     parser = argparse.ArgumentParser(
@@ -205,8 +269,12 @@ def main():
             file_id, datasets, defaults = parse_data_yml(yml_file)
 
             if not file_id or not datasets:
-                print(f"Skipping {yml_file} - no valid data found")
-                continue
+                
+                file_id, datasets, defaults = parse_old_attack_yml_data_file(yml_file, args.index_override, args.source_override, args.sourcetype_override, args.host_uuid)
+                
+                if not file_id or not datasets:
+                    print(f"Skipping {yml_file} - no valid data found")
+                    continue
 
             # Use the id from YAML file as host field (unless user provided one)
             event_host_uuid = args.host_uuid or file_id
diff --git a/total_replay/assets/banner.png b/total_replay/assets/banner.png
new file mode 100644
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diff --git a/total_replay/configuration/config.yml b/total_replay/configuration/config.yml
new file mode 100644
index 00000000..b187b760
--- /dev/null
+++ b/total_replay/configuration/config.yml
@@ -0,0 +1,12 @@
+settings:
+  security_content_detection_path: ~/path/to/your/security_content/detections
+  attack_range_dir_path: ~/path/to/your/attack_range
+  attack_data_dir_path: ~/path/to/your/attack_data
+  attack_range_py_name: attack_range.py
+  output_dir_name : output
+  cache_replay_yaml_name : cache_replay_data.yml
+  replayed_yaml_cache_dir_name: replayed_yaml_cache
+  python_interpreter_name: python3
+  attack_range_version_on: False
+  attack_data_version_on: True
+  debug_print: True
\ No newline at end of file
diff --git a/total_replay/poetry.lock b/total_replay/poetry.lock
new file mode 100644
index 00000000..3a3ab6a8
--- /dev/null
+++ b/total_replay/poetry.lock
@@ -0,0 +1,740 @@
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+
+[[package]]
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+optional = false
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+
+[package.dependencies]
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+
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+description = "Python package for providing Mozilla's CA Bundle."
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+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.13"
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diff --git a/total_replay/pyproject.toml b/total_replay/pyproject.toml
new file mode 100644
index 00000000..51694eb7
--- /dev/null
+++ b/total_replay/pyproject.toml
@@ -0,0 +1,24 @@
+[project]
+name = "total-replay"
+version = "0.1.0"
+description = "Attack Data Replay Amplifier"
+authors = [
+    {name = "Teoderick Contreras",email = "tcontreras@splunk.com"}
+]
+license = {text = "Apache License"}
+requires-python = ">=3.13"
+dependencies = [
+    "rich (>=14.2.0,<15.0.0)",
+    "typer (>=0.20.0,<0.21.0)",
+    "pyyaml (>=6.0.3,<7.0.0)",
+    "requests (>=2.32.5,<3.0.0)",
+    "urllib3 (>=2.5.0,<3.0.0)",
+    "pandas (>=2.3.3,<3.0.0)",
+    "colorama (>=0.4.6,<0.5.0)",
+    "ansible-runner (>=2.4.2,<3.0.0)"
+]
+
+
+[build-system]
+requires = ["poetry-core>=2.0.0,<3.0.0"]
+build-backend = "poetry.core.masonry.api"
diff --git a/total_replay/readme.md b/total_replay/readme.md
new file mode 100644
index 00000000..16875242
--- /dev/null
+++ b/total_replay/readme.md
@@ -0,0 +1,87 @@
+# TOTAL-REPLAY
+
+![TOTAL-REPLAY](assets/banner.png)
+
+## Description
+
+This lightweight tool helps you make the most of Splunk’s [Security Content](https://github.com/splunk/security_content) metadata, such as detection names, analytic stories, and more, by replaying relevant test event logs or attack data from either the [Splunk Attack Data](https://github.com/splunk/attack_data) or [Splunk Attack Range](https://github.com/splunk/attack_range) projects.
+
+## Installation
+
+### MAC/LINUX
+#### TOTAL-REPLAY IN SPLUNK ATTACK-DATA REPO
+1. Clone the Splunk Security Content github repo. We recommend to follow this steps [Security Content Getting Started](https://github.com/splunk/security_content).
+
+2. Install Poetry (if not already installed)
+```
+curl -sSL https://install.python-poetry.org/ | python3 -
+```
+3. Navigate to your project directory
+```
+cd /path/to/your/total-replay-project
+```
+4. Create a virtual environment and activate it
+```
+poetry shell
+```
+5. Install project dependencies
+
+6. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
+
+```
+settings:
+  security_content_detection_path: ~/path/to/your/security_content/detections
+  attack_data_dir_path: ~/path/to/your/attack_data
+```
+7. make sure you setup the required environment variables for splunk server connection
+
+    | Environment Variables.     | Description             |
+    |----------------------------|-------------------------|
+    | **SPLUNK_HOST**            | SPLUNK HOST IP ADDRESS  |
+    | **SPLUNK_HEC_TOKEN**       | SPLUNK SERVER HEC TOKEN |
+
+    you can use the `export` commandline function for adding these environment variables
+
+    ```
+    export SPLUNK_HOST= <IP_ADDRESS>
+    export SPLUNK_HEC_TOKEN= <SPLUNK_HEC_TOKEN>
+    ```
+
+### Windows
+We recommend using the Windows Subsystem for Linux (WSL). You can find a tutorial [here](https://learn.microsoft.com/en-us/windows/wsl/install). After installing WSL, you can follow the steps described in the Linux section.
+
+
+## Usage
+
+![TOTAL-REPLAY-USAGE](assets/usage.png)
+
+### Features
+
+A. This tool accepts the following types of metadata as input:
+
+    - **Splunk detection names**
+    - **MITRE ATT&CK tactic and technique IDs**
+    - **Splunk detection GUIDs**
+    - **Analytic stories**
+
+It then uses these inputs to identify and replay the attack data associated with them.
+
+B. Or for automation purposes, you can use a simple .txt file like:
+
+```
+wsreset_uac_bypass.yml
+wscript_or_cscript_suspicious_child_process.yml
+windows_user_deletion_via_net.yml
+Windows User Disabled Via Net
+Windows Chromium Browser No Security Sandbox Process
+004e32e2-146d-11ec-a83f-acde48001122
+01d29b48-ff6f-11eb-b81e-acde48001123
+#T1014
+T1589.001
+Amos Stealer
+PromptLock
+f64579c0-203f-11ec-abcc-acde48001122
+004e32e2-146d-11ec-a83f-acde48001122  
+```
+
+ that contains all the Security Content metadata you want to replay and then choose if you want to replay them all 
diff --git a/total_replay/test/test_names.txt b/total_replay/test/test_names.txt
new file mode 100644
index 00000000..22e45d24
--- /dev/null
+++ b/total_replay/test/test_names.txt
@@ -0,0 +1,13 @@
+wsreset_uac_bypass.yml
+wscript_or_cscript_suspicious_child_process.yml
+windows_user_deletion_via_net.yml
+Windows User Disabled Via Net
+Windows Chromium Browser No Security Sandbox Process
+004e32e2-146d-11ec-a83f-acde48001122
+01d29b48-ff6f-11eb-b81e-acde48001123
+#T1014
+T1589.001
+Amos Stealer
+PromptLock
+f64579c0-203f-11ec-abcc-acde48001122
+004e32e2-146d-11ec-a83f-acde48001122
\ No newline at end of file
diff --git a/total_replay/total_replay.py b/total_replay/total_replay.py
new file mode 100644
index 00000000..d52eabaa
--- /dev/null
+++ b/total_replay/total_replay.py
@@ -0,0 +1,183 @@
+"""
+author: Teoderick Contreras
+email: tccontreras@splunk.com
+description: a simple attack range utility tool designed to replay attack data via several category:
+ - analytic story
+ - detection name
+ - detection guid id
+ - Mitre attack Technique ID
+"""
+
+import typer
+import os
+import sys
+import yaml
+from rich.live import Live
+from rich.layout import Layout
+from rich.panel import Panel
+from time import sleep
+import uuid
+from colorama import Fore, Back, Style, init
+from utility.color_print import ColorPrint
+
+from utility.utility_helper import UtilityHelper
+
+
+def main():
+     
+    uh = UtilityHelper()
+
+    uh.clear_screen()
+
+    uh.show_banner()
+
+    app = typer.Typer()
+
+    @app.command()
+    def input_helps(
+        detection_name: str = typer.Option(None, "--name", "-n", 
+                                                       help="comma-separated list of security content detection name.\n\n <e.g. python3 total_replay.py -n '7zip CommandLine To SMB Share Path, CMLUA Or CMSTPLUA UAC Bypass'>"), 
+        technique_id: str = typer.Option(None, "--technique_id", "-tid", 
+                                         help="comma-separated list of security content detection mitre technique id.\n\n <e.g. python3 total_replay.py -tid 'T1021, T1020, T1537'>"),            
+        guid: str = typer.Option(None, "--guid", "-g",
+                                 help="comma-separated list of security content detection guid.\n\n <e.g. python3 total_replay.py -g '01d29b48-ff6f-11eb-b81e-acde48001123, 004e32e2-146d-11ec-a83f-acde48001122'>"),
+        analytic_story: str = typer.Option(None, "--analytic_story", "-as",
+                                           help="comma-separated list of security content analytic story.\n\n <e.g. python3 total_replay.py -as 'AgentTesla, Remcos, Snake Malware, AcidPour'>"),
+        local_data_path: str = typer.Option(None, "--local_data_path", "-ld", 
+                                            help="directory path of the cache directory generated by echo-attack during download of logs.\n\n <e.g. python3 total_replay.py -ld '~\\home\\replayed_yaml_cache'>"),
+        
+        file_detection_name: str = typer.Option(None, "--file_detection_name", "-fn", 
+                                                 help="file path that contains security content detection names.\n\n <e.g. python3 total_replay.py -fn '~\\home\\detection_name_list.txt'>"),
+        file_detection_tid: str = typer.Option(None, "--file_detection_tid", "-ftid", 
+                                               help="file path that contains security content detection mitre technique id.\n\n <e.g. python3 total_replay.py -ftid '~\\home\\detection_tid_list.txt'>"),
+        file_detection_guid: str = typer.Option(None, "--file_detection_guid", "-fg", 
+                                                help="file path that contains security content detection guid.\n\n <e.g. python3 total_replay.py -fg '~\\home\\detection_guid_list.txt'>"),
+        file_detection_analytic_story: str = typer.Option(None, "--file_detection_analytic_story", "-fas", 
+                                                          help="file path that contains security content detection analytic story.\n\n <e.g. python3 total_replay.py -fas '~\\home\\detection_analytic_story_list.txt'>"),
+        file_detection_greedy: str = typer.Option(None, "--file_detection_greedy", "-fgr", 
+                                                          help="file path that contains security content detection analytic story, technique ID, guid and detection name.\n\n <e.g. python3 total_replay.py -fgr '~\\home\\detection_analytic_story_list.txt'>"),
+        index_value: str = typer.Option("test", "--index", "-i", 
+                                  help="Index to replay the attack data. Set this first if you want to use a different index.\n\n <python3 total_replay.py -i test -tid 'T1071, T1059'>", hidden=True),
+    ):
+        
+
+
+        ### via console
+        if detection_name:
+            ColorPrint.print_yellow_fg("[+][. INFO]: Searching For both Security Content Detection Name and .YML Filename ...")
+            normalized_list_args = uh.normalized_args_tolist(detection_name)
+            generated_guid = uuid.uuid4()
+            marker_uid = "detection_name_replay_" + str(generated_guid)
+            uh.process_replay_attack_data_by_file_name("file_name", normalized_list_args, index_value, marker_uid)
+            uh.process_replay_attack_data("name", normalized_list_args, index_value, marker_uid)
+
+        elif guid:
+            ColorPrint.print_yellow_fg("[+][. INFO]: Searching For Security Content Detection GUID ...")
+            normalized_list_args = uh.normalized_args_tolist(guid)
+            generated_guid = uuid.uuid4()
+            marker_uid = "guid_replay_" + str(generated_guid)
+            uh.process_replay_attack_data("id", normalized_list_args, index_value, marker_uid)
+
+        elif technique_id:
+            ColorPrint.print_yellow_fg("[+][. INFO]: Searching For Security Content Detection Mitre ATT&CK Technique ID ...")
+            normalized_list_args = uh.normalized_args_tolist(technique_id)
+            generated_guid = uuid.uuid4()
+            marker_uid = "technique_id_replay_" + str(generated_guid)
+            uh.process_replay_attack_data("mitre_attack_id", normalized_list_args, index_value, marker_uid)
+
+        elif analytic_story:
+            ColorPrint.print_yellow_fg("[+][. INFO]: Searching For Security Content Analytic Story ...")
+            normalized_list_args = uh.normalized_args_tolist(analytic_story)
+            generated_guid = uuid.uuid4()
+            marker_uid = "analytic_story_replay_" + str(generated_guid)
+            uh.process_replay_attack_data("analytic_story", normalized_list_args, index_value, marker_uid)
+
+        ### by file input
+        elif file_detection_name:
+            segregate = uh.normalized_file_args(file_detection_name)
+            generated_guid = uuid.uuid4()
+            marker_uid = "file_detection_name_replay_" + str(generated_guid)
+
+            if "detection_filename" in segregate:
+                normalized_list_args = segregate['detection_filename']
+                uh.process_replay_attack_data_by_file_name("file_name", normalized_list_args, index_value, marker_uid)
+            
+            if "detection_and_analytic_story_name" in segregate:
+                normalized_list_args = segregate['detection_and_analytic_story_name']
+                uh.process_replay_attack_data("name", normalized_list_args, index_value, marker_uid)
+
+        elif file_detection_tid:
+            segregate = uh.normalized_file_args(file_detection_tid)
+            
+            if "mitre_attack_tid" in segregate:
+                normalized_list_args = segregate['mitre_attack_tid'] 
+                generated_guid = uuid.uuid4()
+                marker_uid = "file_detection_tid_replay_" + str(generated_guid)
+                uh.process_replay_attack_data("mitre_attack_id", normalized_list_args, index_value, marker_uid)
+
+        elif file_detection_guid:
+            segregate = uh.normalized_file_args(file_detection_guid)
+
+            if "guid" in segregate:
+                normalized_list_args = segregate['guid']             
+                generated_guid = uuid.uuid4()
+                marker_uid = "file_detection_guid_replay_" + str(generated_guid)
+                uh.process_replay_attack_data("id", normalized_list_args, index_value, marker_uid)
+
+        elif file_detection_analytic_story:
+            
+            segregate = uh.normalized_file_args(file_detection_analytic_story)
+
+            if "detection_and_analytic_story_name" in segregate:
+                normalized_list_args = segregate['detection_and_analytic_story_name']
+                generated_guid = uuid.uuid4()
+                marker_uid = "file_detection_analytic_story_replay_" + str(generated_guid)
+                uh.process_replay_attack_data("analytic_story", normalized_list_args, index_value, marker_uid)
+
+        elif file_detection_greedy:
+            segregate = uh.normalized_file_args(file_detection_greedy)
+            generated_guid = uuid.uuid4()
+            marker_uid = "file_detection_greedy_replay_" + str(generated_guid)
+            
+            if "detection_filename" in segregate:
+                ColorPrint.print_info_fg("[+] greedy replay... [detection_filename]")
+                normalized_list_args = segregate['detection_filename']
+                uh.process_replay_attack_data_by_file_name("file_name", normalized_list_args, index_value, marker_uid)
+            
+            if "detection_and_analytic_story_name" in segregate:
+                ColorPrint.print_info_fg("[+] greedy replay... [detection_and_analytic_story_name]")
+                normalized_list_args = segregate['detection_and_analytic_story_name']
+                uh.process_replay_attack_data("name", normalized_list_args, index_value, marker_uid)
+                uh.process_replay_attack_data("analytic_story", normalized_list_args, index_value, marker_uid)
+
+            if "mitre_attack_id" in segregate:
+                ColorPrint.print_info_fg("[+] greedy replay... [mitre_attack_id]")
+                normalized_list_args = segregate['mitre_attack_id']            
+                uh.process_replay_attack_data("mitre_attack_id", normalized_list_args, index_value, marker_uid)
+
+            if "guid" in segregate:
+                ColorPrint.print_info_fg("[+] greedy replay... [mitre_attack_id]")
+                normalized_list_args = segregate['guid']  
+                uh.process_replay_attack_data("id", normalized_list_args, index_value, marker_uid)
+
+
+        elif local_data_path:
+            uh.process_local_yaml_cache(local_data_path, index_value)
+
+
+        else:
+            ColorPrint.print_error_fg("[+] [STATUS]: [ERROR] invalid inputs\n")
+
+        ColorPrint.print_success_fg("Thank you... <(^_^)>")    
+        
+    app()
+
+    
+
+
+    return
+
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/total_replay/utility/color_print.py b/total_replay/utility/color_print.py
new file mode 100644
index 00000000..6522693e
--- /dev/null
+++ b/total_replay/utility/color_print.py
@@ -0,0 +1,79 @@
+from colorama import Fore, Back, Style, init
+import datetime
+init(autoreset=True)
+
+class ColorPrint:
+    """
+    description: small Utility class for colored printing to the console. tested in macos terminal
+    by. tccontre18 ~ Br3akp0int
+    """
+
+
+    @staticmethod
+    def print_cyan_fg(msg:str)->None:
+        print(Fore.CYAN + msg)
+        return
+    
+    @staticmethod
+    def print_red_fg(msg:str)->None:
+        print(Fore.RED + msg)
+        return
+
+    @staticmethod
+    def print_green_fg(msg:str)->None:
+        print(Fore.GREEN + msg)
+        return
+    
+    @staticmethod
+    def print_yellow_fg(msg:str)->None:
+        print(Fore.YELLOW + msg)
+        return
+    
+    @staticmethod
+    def print_blue_fg(msg:str)->None:
+        print(Fore.BLUE + msg)
+        return
+    
+    @staticmethod
+    def print_magenta_fg(msg:str)->None:
+        print(Fore.MAGENTA + msg)
+        return
+    
+    @staticmethod
+    def print_bold_style(msg:str)->None:
+        print(Style.BRIGHT + msg)
+        return  
+    
+    @staticmethod
+    def print_dim_style(msg:str)->None:
+        print(Style.DIM + msg)
+        return
+    
+    @staticmethod
+    def print_normal_style(msg:str)->None:
+        print(Style.NORMAL + msg)
+        return
+    
+    @staticmethod
+    def print_info_fg(msg:str)->None:
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]"
+        print(Fore.MAGENTA + " "* 3 + timestamp+ "==> " + Style.RESET_ALL + Fore.CYAN  + msg)
+        return
+    
+    @staticmethod
+    def print_warning_fg(msg:str)->None:
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]"
+        print(Fore.MAGENTA + " "* 3 + timestamp+ "==> " + Style.RESET_ALL + Fore.YELLOW  + msg)
+        return
+    
+    @staticmethod
+    def print_error_fg(msg:str)->None:
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]"
+        print(Fore.MAGENTA +  " "* 3 + timestamp+ "==> " + Style.RESET_ALL + Fore.RED + msg)
+        return 
+    
+    @staticmethod
+    def print_success_fg(msg:str)->None:
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]"
+        print(Fore.MAGENTA +  " "* 3 + timestamp+ "==> " + Style.RESET_ALL + Fore.LIGHTGREEN_EX + msg)
+        return
\ No newline at end of file
diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
new file mode 100644
index 00000000..3ac9ff41
--- /dev/null
+++ b/total_replay/utility/utility_helper.py
@@ -0,0 +1,818 @@
+"""
+author: Teoderick Contreras
+email: tccontreras@splunk.com
+description: a utility class for several helper functions for echo-attack utility tool:
+ - analytic story
+ - detection name
+ - detection guid id
+ - Mitre attack Technique ID
+ - detection name list in a file
+"""
+
+import os
+import sys
+import yaml
+import platform
+from pathlib import Path
+from colorama import Fore, Back, Style, init
+import datetime
+import json
+import requests
+import subprocess
+import typer
+import uuid
+import re
+from collections import defaultdict
+from urllib.parse import urlparse, urlunparse, unquote
+
+from utility.color_print import ColorPrint
+import json
+
+class UtilityHelper:
+
+    def __init__(self):
+        self.curdir = os.getcwd()
+        self.config_file_path = os.path.join(self.curdir, "configuration", "config.yml")
+        self.home_path = Path.home()
+        self.processed_attack_data_uuid = []
+        self.header_val = ""
+        return
+    
+    def get_header_val(self):
+        return self.header_val
+    #############################################
+    ### config helper functions
+    #############################################
+    def get_config_file_path(self)->str:
+        return self.config_file_path 
+    
+    def load_config(self)->str:
+        with open(self.get_config_file_path(), "r") as file:
+            return yaml.safe_load(file)
+
+    def read_config_settings(self, setting_field:str, key_tag="settings")->str:
+        cfg = self.load_config()
+        config_field = cfg[key_tag][setting_field]
+        return config_field
+    
+    #############################################
+    ### helper functions
+    #############################################
+    def clear_screen(self)->None:
+        """Clear the console screen based on the operating system."""
+        if platform.system() == "Windows":
+            os.system("cls")   ## Windows
+        else:
+            os.system("clear") ## macOS/Linux
+
+        return
+    
+    def get_time_stamps(self)->str:
+        """get the current timestamps"""
+        timestamps = datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+        return
+    
+    def show_banner(self)->None:
+
+        banner = r"""
+                 ________________
+                |'-.--._ _________:
+                |  /    |  __    __\   
+                | |  _  | [\_\= [\_\_         ████████╗ ██████╗ ████████╗ █████╗ ██╗      ██████╗ ███████╗██████╗ ██╗      █████╗ ██╗   ██╗    ██╗ ██╗
+                | |.' '. \...........|        ╚══██╔══╝██╔═══██╗╚══██╔══╝██╔══██╗██║      ██╔══██╗██╔════╝██╔══██╗██║     ██╔══██╗╚██╗ ██╔╝    ╚██╗╚██╗ 
+                | ( <)  ||: █ █ █ █ :|_          ██║   ██║   ██║   ██║   ███████║██║█████╗██████╔╝█████╗  ██████╔╝██║     ███████║ ╚████╔╝      ╚██╗╚██╗
+                \ '._.'█| :.....: |_(o █ █       ██║   ██║   ██║   ██║   ██╔══██║██║╚════╝██╔══██╗██╔══╝  ██╔═══╝ ██║     ██╔══██║  ╚██╔╝       ██╔╝██╔╝
+                '-\_   \ .------./               ██║   ╚██████╔╝   ██║   ██║  ██║███████╗ ██║  ██║███████╗██║     ███████╗██║  ██║   ██║       ██╔╝██╔╝ 
+                _   \   ||.---.||  _             ╚═╝    ╚═════╝    ╚═╝   ╚═╝  ╚═╝╚══════╝ ╚═╝  ╚═╝╚══════╝╚═╝     ╚══════╝╚═╝  ╚═╝   ╚═╝       ╚═╝ ╚═╝ 
+                / \  '-._|/|x~~|x | \        
+                / \  '-._|/|x~~|x | \         by: @tccontre18 - Splunk Threat Research Team [STRT]
+                (| []=.--[===[()]===[) |      ███████████████████████████████████████████████████████████████████████████████████████████████████████████═╗ 
+                <\_/  \_______/ _.' /_/.       ╚══════════════════════════════════════════════════════════════════════════════════════════════════════════╝
+                ///            (_/_/.         
+                |\\            [\\.              
+                ||:|           | I|
+                :/\:            ([])
+                ([])             [|
+                ||              |\_
+                _/_\_            [ -'-.__
+        snd <]   \>            \_____.>
+                \__/          ___Br3akp0int_]
+
+        """ 
+        self.clear_screen()
+
+        ColorPrint.print_cyan_fg(banner)
+
+        return
+    
+    def header_divider(self, header:str, tag:str="...")->str:
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]==> [+][. TOTAL-REPLAY: {tag}]: ..."
+        header_div = f"""
+ ╔══════════════════════════════════════════════════════════════════ [ {header} ] ══════════════════════════════════════════════════════════════════
+ ║
+ ╚═{timestamp}
+    """
+        return header_div
+
+    def footer_divider(self,footer:str):
+        timestamp = f"[ {datetime.datetime.now().strftime("%Y-%m-%d %H:%M:%S")} ]==> [+][.    END]: ..."
+
+        footer_div = f"""
+ ╔═{timestamp}
+ ╚══════════════════════════════════════════════════════════════════ [ {footer} ] ═══════════════════════════════════════════════════════════════════
+    """
+        return footer_div
+    
+    def load_environment_variables(self)->dict:
+        """Load required environment variables for Splunk connection."""
+        ColorPrint.print_info_fg("[+][.  INFO]: ... Checking SPLUNK HOST and HEC_TOKEN ENV VARIABLE ...")
+        required_vars = ['SPLUNK_HOST', 'SPLUNK_HEC_TOKEN']
+        env_vars = {}
+        for var in required_vars:
+            value = os.environ.get(var)
+            if not value:
+                ColorPrint.print_error_fg(f"[-][. ERROR]: ... Environment variable {var} is required but not set")
+                return {}
+                #raise ValueError(f"[-][. ERROR]: Environment variable {var} is required but not set")
+            env_vars[var.lower().replace('splunk_', '')] = value
+        return env_vars
+
+    def normalized_args_tolist(self, input_args:str)->list:
+        return [i.strip() for i in input_args.split(',')] 
+
+    def check_total_replay_setup(self)->str:
+
+        header = ""
+
+        attack_range_switch = self.read_config_settings("attack_range_version_on")
+        attack_data_switch = self.read_config_settings("attack_data_version_on")
+
+        if attack_range_switch == True and attack_data_switch == False:
+            header = "TOTAL_REPLAY_ATTACK_RANGE_ON"
+        elif attack_range_switch == False and attack_data_switch == True:
+            header = "TOTAL_REPLAY_ATTACK_DATA_ON"
+        else:
+            header = ""
+        return header
+
+    def process_replay_attack_data_by_file_name(self, tag:str, normalized_args_list:list, index_value:str, generated_guid:str)->None:
+        """main function in replaying attack data base on Splunk detection filename"""
+
+        ### check which setup version of total-replay should be enable. attack range or attack data
+        self.header_val  = ""
+        self.header_val  = self.check_total_replay_setup()
+
+        if self.header_val  == "":
+            ColorPrint.print_error_fg("[-][. ERROR]: ... You cannot enable/disable both version of TOTAL-REPLAY in config.yml. Choose either Attack Range or Attack Data version")
+            return
+        else:
+            ColorPrint.print_cyan_fg(self.header_divider(self.header_val, tag))
+
+            ColorPrint.print_info_fg(f'[+][.  INFO]: ... Enumerating detection .yml file name ... []')
+            security_content_dir_path = self.read_config_settings("security_content_detection_path")
+
+            if not os.path.isdir(os.path.expanduser(security_content_dir_path)):
+                ColorPrint.print_error_fg("[+][. ERROR]: The security Content folder path in config is invalid or not exist.")
+                return
+            
+
+            ctr= 1
+            search_found_list = []
+            for field_name in normalized_args_list:
+
+                ### skipped if the inputted string has no file extension or not a .yml file
+                if not field_name.endswith(".yml"):
+                    continue
+                
+                found_flag = False
+                needed_replay_yaml_field = {}
+
+                for roots, dirs, files in os.walk(os.path.expanduser(security_content_dir_path)):
+
+                    ### skip deprecated directories
+                    if dirs == "deprecated":
+                        continue
+                    
+                    ### break the loop once we found the needed field name
+                    if found_flag:
+                        break
+
+                    ### enumerate the files in the directory
+                    for file in files:
+                        
+                        if file.lower() == field_name.lower():
+                            ColorPrint.print_success_fg(f"[+][SUCCESS]: ... SEARCH FOUND -> [ {file} ]")
+                            file_path = os.path.join(roots, file)
+                            
+                            yaml_data = self.read_yaml_file(file_path)
+
+                            ### check if file content is empty or invalid 
+                            if yaml_data == None:
+                                ColorPrint.print_warning_fg(f"[!][WARNING]: ... Skipping empty or invalid YAML file: {file_path}")
+                                continue
+
+                            needed_replay_yaml_field = self.create_metadata_cache(yaml_data)
+                            search_found_list.append(needed_replay_yaml_field)
+                            found_flag = True
+            
+            ColorPrint.print_info_fg(f"[+][.  INFO]: ... Total filtered detections: {len(search_found_list)} ")
+
+                
+            ### generate uid for caching purposes of replay data
+
+            for needed_replay_yaml_field in search_found_list:
+
+                ### get the attack data url link
+                if "attack_data_link" in needed_replay_yaml_field:
+                    attack_data_link = needed_replay_yaml_field["attack_data_link"]
+                else:
+                    continue
+
+                ### generate replay yaml output folder
+                output_base_dir = os.path.join(self.curdir, self.read_config_settings('output_dir_name'))
+                self.generate_output_dir(output_base_dir)
+                
+                attack_data_timestamp_dir_path = os.path.join(output_base_dir, datetime.date.today().strftime("%Y-%m-%d"))
+                escu_detection_guid = needed_replay_yaml_field['id']
+
+                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data ... item:{ctr}")
+                attack_datasets_path = self.download_attack_data(attack_data_link, needed_replay_yaml_field, generated_guid, attack_data_timestamp_dir_path, escu_detection_guid)                    
+
+                ### update the total-replay cache yaml file
+                needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_path
+                
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
+                    needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
+                if not needed_replay_yaml_field:
+                    return
+                
+                ### dropped the replay yaml cache
+                replayed_yaml_cache_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, self.read_config_settings('replayed_yaml_cache_dir_name'))
+                self.generate_output_dir(replayed_yaml_cache_path)
+
+                cache_replay_yaml_file_path = os.path.join(replayed_yaml_cache_path, needed_replay_yaml_field['id']+ "_" + self.read_config_settings('cache_replay_yaml_name'))
+                self.dump_yaml_file(cache_replay_yaml_file_path, needed_replay_yaml_field)
+
+                ### comment me if you dont want to see the replay_cache yml file
+                if self.read_config_settings('debug_print'):
+                    ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", tag))
+                    ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(needed_replay_yaml_field, indent=4)}")
+                    ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+
+                ### simple logic to avoid replaying the same attack data again and again (note: only applicable in attack_data_version)
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
+                    if needed_replay_yaml_field['attack_data_uuid'] in self.processed_attack_data_uuid:
+                        ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {needed_replay_yaml_field['attack_data_uuid']} has already been replayed.")
+                        ctr+=1
+                        continue                
+
+                    self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
+
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+                    self.attack_data_replay_cmd(needed_replay_yaml_field, index_value)
+                elif self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
+                    self.attack_range_replay_cmd(needed_replay_yaml_field, index_value)
+                else:
+                    raise ValueError(f"Unknown Total-Replay Switch Version: {self.header_val}")
+
+
+                ctr+=1
+                ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
+
+        ColorPrint.print_cyan_fg(self.footer_divider(self.header_val))               
+
+        return
+    
+    def dump_yaml_file(self, file_path:str, data:str):
+
+        ### generate cache data
+        with open(file_path, "w") as f:
+            yaml.dump(data, f, default_flow_style=False)
+
+        return
+
+    def generate_output_dir(self, dir_name:str):
+        """generate the base output folder for total-replay cache data"""
+
+        ### if not exist create output directory
+        if not os.path.isdir(dir_name):
+            os.makedirs(dir_name, exist_ok=True)
+            ColorPrint.print_success_fg(f"[+][SUCCESS]: ... {dir_name} folder created!")
+        return
+        
+    def download_via_attack_range(self, attack_data_link:str, attack_data_timestamp_dir_path:str, generated_guid:str, escu_detection_guid:str)->str:
+        """download needed raw attack data via attack range feature"""
+
+        guid_dir_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, escu_detection_guid)
+        self.generate_output_dir(guid_dir_path)
+
+        ## download the file with streaming enable
+        response = requests.get(attack_data_link, stream=True)
+        response.raise_for_status() # Raise an error for bad responses (e.g., 404, 403)
+
+        attack_data_file_path = os.path.join(guid_dir_path,os.path.basename(attack_data_link))
+
+        with open(attack_data_file_path, "wb") as f:
+            for chunk in response.iter_content(chunk_size=8192):
+                f.write(chunk)
+        ColorPrint.print_success_fg(f"[+][SUCCESS]: ... file {os.path.basename(attack_data_link)} downloaded successfully")  
+
+        
+        return attack_data_file_path
+
+    def attack_range_replay_cmd(self, needed_replay_yaml_field:dict, index_value:str)->bool:
+        """replay the attack_data logs via attack range replay feature"""
+
+        if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_range_dir_path'))):
+            ColorPrint.print_error_fg("[+][. ERROR]: The attack range folder path in config is invalid or not exist.")
+            return False
+
+        attack_range_py_file_path = os.path.join(os.path.expanduser(self.read_config_settings('attack_range_dir_path')), self.read_config_settings('attack_range_py_name'))
+
+        error_terms = ["error", "Failed to connect","unreacheable=1", "timed out", "exception","fatal"]
+        ### setup Command arguments
+        attack_data_file_path = needed_replay_yaml_field['attack_data_output_file_path']
+        attack_data_source = needed_replay_yaml_field['attack_data_source']
+        attack_data_source_type = needed_replay_yaml_field['attack_data_sourcetype']
+        python_interpreter_name = self.read_config_settings('python_interpreter_name')
+
+        command = ["poetry", "run", f"{python_interpreter_name}", f"{attack_range_py_file_path}",  "replay", "-fn", f"{attack_data_file_path}", "--source", f"{attack_data_source}", "--sourcetype", f"{attack_data_source_type}", "--index", f"{index_value}"]
+        
+        try:
+            result = subprocess.run(command, check=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT,text=True)
+            output = result.stdout.strip()
+
+            ### comment this if you dont want to see the replay stdout
+            if self.read_config_settings('debug_print'):
+                ColorPrint.print_green_fg(Style.DIM + self.header_divider("ATTACK DATA REPLAY SUMMARY"))
+                ColorPrint.print_green_fg(Style.DIM + f"[+] ...\n{output}\n")
+                ColorPrint.print_green_fg(Style.DIM + self.footer_divider("ATTACK DATA REPLAY SUMMARY"))
+            
+            if any(term.lower() in str(result).lower() for term in error_terms):
+                ColorPrint.print_error_fg(Style.BRIGHT + f"[+][. ERROR]: ... [{needed_replay_yaml_field['name']}] replayed Failed")
+                return False
+            else:
+                ColorPrint.print_success_fg(Style.BRIGHT + f"[+][SUCCESS]: ... [{needed_replay_yaml_field['name']}] replayed succesfully")
+                return True  # If successful, return True
+        except subprocess.CalledProcessError as e:
+            # If an error occurs, print the error and return False
+            output = e.stdout.strip() if e.stdout else "No output"
+
+            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {e}")
+            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {output}")
+            return False
+    
+    def download_via_attack_data(self, attack_data_link:str, attack_data_timestamp_dir_path:str, generated_guid:str)->str:
+        """download needed raw attack data via attack data feature"""
+        
+        ### generate a unique guid folder path
+        guid_dir_path = os.path.join(attack_data_timestamp_dir_path, generated_guid)
+        self.generate_output_dir(guid_dir_path)
+
+        ### verify if the string contain url scheme 
+        p = urlparse(attack_data_link)
+        if not p.scheme or not p.netloc:
+            raise ValueError(f"[-][. ERROR]: ... Unsupported GitHub URL format: {attack_data_link}")
+        
+        m, datasets_path = str(p.path).split("master/")
+
+        # Find the Git repository root
+        repo_root = subprocess.check_output(["git", "rev-parse", "--show-toplevel"],text=True).strip()
+
+        git_lfs_cmd = ["git", "lfs", "pull", f"--include={datasets_path}"]
+        ColorPrint.print_info_fg(f"[+][.  INFO]: ... command: {" ".join(git_lfs_cmd)}")
+
+        ### execute the git command process
+        try:
+            result = subprocess.run(git_lfs_cmd, check=True, cwd=repo_root, capture_output=True, text=True)
+            ColorPrint.print_success_fg(f"[+][SUCCESS]: ... Git Command succeeded! attack data: {datasets_path} ==> downloaded succesfully!")
+        except subprocess.CalledProcessError as e:
+            ColorPrint.print_error_fg("[-][. ERROR]: ... Command failed!")
+            ColorPrint.print_error_fg("[-][. ERROR]: ... Exit code:", e.returncode)
+            ColorPrint.print_error_fg("[-][. ERROR]: ... Stdout:", e.stdout)
+            ColorPrint.print_error_fg("[-][. ERROR]: ... Stderr:", e.stderr) 
+
+        return datasets_path
+     
+    def download_attack_data(self, attack_data_link:str, needed_yaml_field_cache:dict, generated_guid:str, attack_data_timestamp_dir_path:str, escu_detection_guid:str)->str:
+        """download attack data raw logs """
+
+        if self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
+            attack_datasets_path = self.download_via_attack_range(attack_data_link, attack_data_timestamp_dir_path, generated_guid, escu_detection_guid)
+        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+            attack_datasets_path = self.download_via_attack_data(attack_data_link, attack_data_timestamp_dir_path, generated_guid)
+
+        return attack_datasets_path
+
+    def read_yaml_file(self, file_path:str)->dict:
+        """Read a YAML file and return its content as a dictionary."""
+        try:
+            with open(file_path, "r", encoding="utf-8") as file:
+                return yaml.safe_load(file)
+        except FileNotFoundError:
+            ColorPrint.print_error_fg(f"[!] [ERROR]: File not found: {file_path}")
+            return None
+        except PermissionError:
+            ColorPrint.print_error_fg(f"[!] [STATUS]: error ... permission denied: {file_path}")
+            return None
+        except yaml.YAMLError as e:
+            ColorPrint.print_error_fg(f"[!] [ERROR]: Error reading YAML file {file_path}: {e}")
+            return None
+
+    def locate_associated_attack_data_yaml_file(self, attack_data_link:str, attack_datasets_path:str, needed_yaml_field_cache:dict)->dict:
+
+        ### check and parsed the yml file associated with the attack data
+        yml_name = os.path.basename(os.path.dirname(unquote(urlparse(attack_data_link).path)))
+
+        ### locate the attack_data path in config
+        if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_data_dir_path'))):
+            ColorPrint.print_error_fg("[+][. ERROR]: The attack data folder path in config is invalid or not exist.")
+            return {}
+        
+        attack_data_full_dir_path = os.path.join(os.path.expanduser(self.read_config_settings('attack_data_dir_path')), os.path.dirname(attack_datasets_path))
+
+        ### enumerate all yaml file inside the attack data folder base on the attack_data_link in escu
+        for file in os.listdir(attack_data_full_dir_path):
+            if file.endswith((".yml", ".yaml")):
+                yml_file_path = os.path.join(attack_data_full_dir_path, file)
+                attack_data_yaml_buff = self.read_yaml_file(yml_file_path)
+                
+                ### this is to support the old and new attack data yaml format
+                datasets = attack_data_yaml_buff.get("datasets", [])
+                dataset = attack_data_yaml_buff.get("dataset", "")
+
+                has_new_format = (
+                    isinstance(datasets, list)
+                    and len(datasets) > 0
+                    and attack_datasets_path in datasets[0].get("path", "")
+                )
+
+                has_old_format = (
+                    (isinstance(dataset, str) and attack_datasets_path in dataset)
+                    or (isinstance(dataset, list) and dataset and attack_datasets_path in dataset[0])
+                )
+
+                if yml_name in file or has_new_format or has_old_format:
+                    
+                    needed_yaml_field_cache['attack_data_yml_file_path'] = yml_file_path
+                    attack_id = attack_data_yaml_buff.get("id")
+                    if attack_id:
+                        needed_yaml_field_cache['attack_data_uuid'] = attack_data_yaml_buff['id']
+                        ColorPrint.print_success_fg(f"[+][SUCCESS]: ... {file} ==> associated yml file extracted successfully")
+                        break
+                    else:
+                        ColorPrint.print_warning_fg(f"[!][WARNING]: ... attack_data yaml field: [uuid] => not found!!")
+                else:
+                    continue           
+
+        return needed_yaml_field_cache
+
+    def create_metadata_cache(self, yaml_data: yaml) -> dict:
+        """Create a metadata cache from the YAML data."""
+
+        needed_replay_yaml_field = {
+            "name": yaml_data.get("name", "Unknown"),
+            "id": yaml_data.get("id", "Unknown"),
+            "mitre_attack_id": yaml_data.get("tags", {}).get("mitre_attack_id", "Unknown"),
+            "analytic_story": yaml_data.get("tags", {}).get("analytic_story", "Unknown"),
+            "description": yaml_data.get("description", "No description available"),
+            #"file_path": yaml_data.get("file_path", "Unknown")
+        }
+
+        # Checking for 'tests' key for handling 'attack_data' yaml field
+        if "tests" in yaml_data:
+
+            # Check if 'attack_data' is present and not empty
+            if yaml_data["tests"]:
+                test = yaml_data["tests"][0]  # First test in the list
+
+                # Check for 'attack_data' key and that it's not empty
+                if "attack_data" in test and test["attack_data"]:
+                    attack_data = test["attack_data"][0]  # Assuming it's a list with at least one entry
+
+                    # Adding the 'attack_data' fields to the cache dictionary
+                    needed_replay_yaml_field["attack_data_link"] = attack_data.get("data", "N/A")
+                    needed_replay_yaml_field["attack_data_source"] = attack_data.get("source", "N/A")
+                    needed_replay_yaml_field["attack_data_sourcetype"] = attack_data.get("sourcetype", "N/A")
+
+                else:
+                    ColorPrint.print_warning_fg("[!][WARNING]: ... attack_data is empty or missing in the first test")
+            else:
+                ColorPrint.print_warning_fg("[!][WARNING]: ... no tests available in the YAML")
+        else:
+            ColorPrint.print_warning_fg("[!][WARNING]: ... no tests field in YAML data")
+
+        return needed_replay_yaml_field
+    
+    def attack_data_replay_cmd(self, needed_replay_yaml_field:dict, index_value:str)->bool:
+        """main function in replaying attack data in splunk server"""
+        
+        env_var = self.load_environment_variables()
+        error_terms = ["error", "Failed to connect","unreacheable=1", "timed out", "exception","fatal"]
+        ### setup Command arguments
+        attack_data_file_path = needed_replay_yaml_field['attack_data_output_file_path']
+        attack_data_source = needed_replay_yaml_field['attack_data_source']
+        attack_data_source_type = needed_replay_yaml_field['attack_data_sourcetype']
+        attack_data_uuid = needed_replay_yaml_field['attack_data_uuid']
+        attack_data_yml_file_path = needed_replay_yaml_field['attack_data_yml_file_path']
+        python_interpreter_name = self.read_config_settings('python_interpreter_name')
+
+
+        if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_data_dir_path'))):
+            ColorPrint.print_error_fg("[+][. ERROR]: The attack data folder path in config is invalid or not exist.")
+            return False
+        
+        replay_path = os.path.join(os.path.expanduser(self.read_config_settings('attack_data_dir_path')), "bin","replay.py")
+
+        command = ["poetry", "run", f"{python_interpreter_name}",  f"{replay_path}", "--index-override", f"{index_value}", "--source-override", f"{attack_data_source}", "--sourcetype-override", f"{attack_data_source_type}", "--host-uuid", f"{attack_data_uuid}", f"{attack_data_yml_file_path}"]
+        ColorPrint.print_info_fg(f"[+][.  INFO]: ... {" ".join(command)}")
+
+        try:
+            result = subprocess.run(command, check=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT,text=True)
+            output = result.stdout.strip()
+
+            ### comment this if you dont want to see the replay stdout
+            if self.read_config_settings('debug_print'):
+                ColorPrint.print_green_fg(Style.DIM + self.header_divider("ATTACK DATA REPLAY SUMMARY"))
+                ColorPrint.print_green_fg(Style.DIM + f"[+] ...\n{output}\n")
+                ColorPrint.print_green_fg(Style.DIM + self.footer_divider("ATTACK DATA REPLAY SUMMARY"))
+
+            if any(term.lower() in str(result).lower() for term in error_terms):
+                ColorPrint.print_error_fg(Style.BRIGHT + f"[+][. ERROR]: ... [{needed_replay_yaml_field['name']}] replayed Failed")
+                return False
+            else:
+                ColorPrint.print_success_fg(Style.BRIGHT + f"[+][SUCCESS]: ... [{needed_replay_yaml_field['name']}] replayed succesfully")
+                return True  # If successful, return True
+        except subprocess.CalledProcessError as e:
+            # If an error occurs, print the error and return False
+            output = e.stdout.strip() if e.stdout else "No output"
+
+            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {e}")
+            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {output}")
+            return False
+
+
+    def process_replay_attack_data(self, tag:str, normalized_args_list:list, index_value:str, generated_guid:str)->None:
+        """main function in replaying attack data using ESCU metadata"""
+
+        ### check which setup version of total-replay should be enable. attack range or attack data
+        self.header_val  = ""
+        self.header_val  = self.check_total_replay_setup()
+
+        if self.header_val  == "":
+            ColorPrint.print_error_fg("[-][. ERROR]: ... You cannot enable/disable both version of TOTAL-REPLAY in config.yml. Choose either Attack Range or Attack Data version")
+            return
+        else:
+            ColorPrint.print_cyan_fg(self.header_divider(self.header_val, tag))
+
+        ctr = 1
+        search_found_list = [] 
+        for field_name in normalized_args_list:
+
+            ### skipped if the inputted string has file extension or not a .yml file
+            if field_name.endswith(".yml"):
+                continue
+
+            needed_replay_yaml_field = {}
+            search_found_list = self.search_security_content(tag, field_name)
+
+            if not search_found_list:
+                return
+            
+            ColorPrint.print_info_fg(f"[+][.  INFO]: ... Total filtered detections: {len(search_found_list)} ")
+
+               
+            for needed_replay_yaml_field in search_found_list:
+
+                ### get the attack data url link
+                if "attack_data_link" in needed_replay_yaml_field:
+                    attack_data_link = needed_replay_yaml_field["attack_data_link"]
+                else:
+                    continue
+
+                ### generate replay yaml output folder
+                output_base_dir = os.path.join(self.curdir, self.read_config_settings('output_dir_name'))
+                self.generate_output_dir(output_base_dir)
+                
+                attack_data_timestamp_dir_path = os.path.join(output_base_dir, datetime.date.today().strftime("%Y-%m-%d"))
+                escu_detection_guid = needed_replay_yaml_field['id']
+
+                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data ... item:{ctr}")
+                attack_datasets_path = self.download_attack_data(attack_data_link, needed_replay_yaml_field, generated_guid, attack_data_timestamp_dir_path, escu_detection_guid)
+
+                ### update the total-replay cache yaml file
+                needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_path
+                
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
+                    needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
+                if not needed_replay_yaml_field:
+                    return
+
+                ### dropped the replay yaml cache
+                replayed_yaml_cache_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, self.read_config_settings('replayed_yaml_cache_dir_name'))
+                self.generate_output_dir(replayed_yaml_cache_path)
+
+                cache_replay_yaml_file_path = os.path.join(replayed_yaml_cache_path, needed_replay_yaml_field['id']+ "_" + self.read_config_settings('cache_replay_yaml_name'))
+                self.dump_yaml_file(cache_replay_yaml_file_path, needed_replay_yaml_field)
+
+                ### comment me if you dont want to see the replay_cache yml file
+                if self.read_config_settings('debug_print'):
+                    ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", tag))
+                    ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(needed_replay_yaml_field, indent=4)}")
+                    ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+
+                ### simple logic to avoid replaying the same attack data again and again
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
+                    if needed_replay_yaml_field['attack_data_uuid'] in self.processed_attack_data_uuid:
+                        ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {needed_replay_yaml_field['attack_data_uuid']} has already been replayed.")
+                        ctr+=1
+                        continue                
+
+                    self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
+
+                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+                    self.attack_data_replay_cmd(needed_replay_yaml_field, index_value)
+                elif self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
+                    self.attack_range_replay_cmd(needed_replay_yaml_field, index_value)
+                else:
+                    raise ValueError(f"Unknown Total-Replay Switch Version: {self.header_val}")
+                    
+                ctr+=1
+                ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
+
+        ColorPrint.print_cyan_fg(self.footer_divider(self.header_val))                                    
+
+
+        return
+
+    def search_security_content(self, key_name: str, field_name:str)->list:
+        """Function in parsing Splunk Security Content Repo"""
+
+        ColorPrint.print_info_fg(f'[+][.  INFO]: ... processing => [ {field_name} ]')
+
+        search_found_list = []
+
+        found_flag = False
+
+        needed_replay_yaml_field = {}
+        security_content_dir_path = self.read_config_settings("security_content_detection_path")
+
+        if not os.path.isdir(os.path.expanduser(security_content_dir_path)):
+            ColorPrint.print_error_fg("[+][. ERROR]: The security Content folder path in config is invalid or not exist.")
+            return []
+        
+        for root, dirs, files in os.walk(os.path.expanduser(security_content_dir_path)):
+            ## skip deprecated folder
+            if dirs == "deprecated":
+                continue
+            ## break the loop once we found the needed field value
+            if found_flag:
+                break
+            
+            for file in files:
+
+                if file.endswith((".yaml",".yml")):
+                    file_path = os.path.join(root, file)
+
+                    yaml_data = self.read_yaml_file(file_path)
+
+                    ### check if file content is empty or invalid 
+                    if yaml_data is None:
+                        ColorPrint.print_error_fg(f"[!] [STATUS]: [. ERROR] ... skipping empty or invalid YAML file: {file_path}")
+                        continue
+                    
+                    if self.check_needed_yaml_field(key_name, field_name, yaml_data):
+                        if key_name != "mitre_attack_id" and key_name != "analytic_story":
+                            found_flag = True
+                                
+                        needed_replay_yaml_field = self.create_metadata_cache(yaml_data)
+                        search_found_list.append(needed_replay_yaml_field)
+
+        return search_found_list
+
+    def check_needed_yaml_field(self, yaml_key_name:str, field_name:str, yaml_data:yaml)->bool:
+        """Function for checking needed yaml fields per search type"""
+        if yaml_key_name == "name":
+            if yaml_data.get(yaml_key_name).lower() == field_name.lower():
+                ColorPrint.print_success_fg(f"[+][SUCCESS]: ... found -> [ {yaml_data.get(yaml_key_name)} ]")
+                return True
+            
+        elif yaml_key_name == "mitre_attack_id":
+            if yaml_data['tags']:
+                if "mitre_attack_id" in yaml_data['tags']:
+                    if field_name.lower() in [i.lower() for i in yaml_data['tags']['mitre_attack_id']]:
+                        return True
+                    
+        elif yaml_key_name == "analytic_story":
+            if yaml_data['tags']:
+                if "analytic_story" in yaml_data['tags']:
+                    if field_name.lower() in [i.lower() for i in yaml_data['tags']['analytic_story']]:
+                        return True
+
+        elif yaml_key_name == "id":
+            if yaml_data.get(yaml_key_name).lower() == field_name.lower():
+                ColorPrint.print_success_fg(f"[+][SUCCESS]: ... found -> [ {yaml_data.get(yaml_key_name)} ]")
+                return True
+
+        return False
+    
+    def normalized_file_args(self, file_path:str)->list:
+        """segregate string by possible Splunk Security content yaml field via regex"""
+        ColorPrint.print_info_fg("[+][.  INFO]: ... segregating the file data ...")
+
+        with open(file_path, "r") as f:
+            lines = f.readlines()
+
+        filter_line = [l.strip() for l in lines]
+        
+        segregate = defaultdict(list)
+        regex_patterns = { 
+            "detection_filename": r"^[a-z0-9_]+(?:\.yml)?$",
+            "guid": r"^[0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{4}-[0-9a-fA-F]{12}$",
+            "mitre_attack_tid": r"^T\d{4}(?:\.\d{3})?$",
+            "detection_and_analytic_story_name": r"^[A-Za-z0-9\s\-]+$"
+            }
+        
+        
+        for item in filter_line:
+            found_category = False
+            for category, pattern in regex_patterns.items():
+                if re.fullmatch(pattern, item): # fullmatch ensures the entire string matches the pattern
+                    segregate[category].append(item)
+
+                    found_category = True
+            
+            if not found_category:
+                
+                ColorPrint.print_warning_fg(f"[!][WARNING]: ... {item} - No category matched.")
+        
+
+        ### remove guid and technique id catched by generic regex detection__and_analytic_story_name
+        if 'detection_and_analytic_story_name' in segregate and ("guid" in segregate or "mitre_attack_tid" in segregate):
+            removed_list = []
+            for v in segregate['detection_and_analytic_story_name']:
+                if v in segregate['guid']:
+                    removed_list.append(v)
+                if v in segregate['mitre_attack_tid']:
+                    removed_list.append(v)
+            for r in removed_list:
+                segregate['detection_and_analytic_story_name'].remove(r)
+        regular_dict = dict(segregate)
+        beautified_json_string = json.dumps(regular_dict, indent=4)
+
+        ### comment me if you dont want to see the replay_cache yml file
+        if self.read_config_settings('debug_print'):
+            ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("STRING CATEGORIZATION"))
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{beautified_json_string}")
+            ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("STRING CATEGORIZATION"))      
+        return segregate
+    
+    def process_local_yaml_cache(self, local_replayed_yaml_dir_path:str,index_value:str)->None:
+        """Process local YAML cache files for replaying attack data."""
+        ### check which setup version of total-replay should be enable. attack range or attack data
+        self.header_val  = ""
+        self.header_val  = self.check_total_replay_setup()
+        
+        if not os.path.isdir(local_replayed_yaml_dir_path):
+            ColorPrint.print_error_fg(f"[-][. ERROR]: ... Inputted {local_replayed_yaml_dir_path} is invalid!")
+            return
+        else:
+            ctr = 1
+            for root, dirs, files in os.walk(local_replayed_yaml_dir_path):
+                for file in files:
+                    ColorPrint.print_info_fg(f'[+][.  INFO]: ... Processing {ctr} => [ {file} ]')
+                    file_path = os.path.join(root, file)
+
+                    if file.endswith((".yaml",".yml")):
+                        yaml_data = self.read_yaml_file(file_path)
+
+                        if yaml_data is None:
+                            ColorPrint.print_error_fg(f"[-][. ERROR]: ... Skipping empty or invalid YAML file: {file_path}")
+                            continue
+                        
+                        ### comment me if you dont want to see the replay_cache yml file
+                        if self.read_config_settings('debug_print'):
+                            ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", "local cache"))
+                            ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(yaml_data, indent=4)}")
+                            ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+
+                        ### simple logic to avoid replaying the same attack data again and again
+                        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
+                            if yaml_data['attack_data_uuid'] in self.processed_attack_data_uuid:
+                                ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {yaml_data['attack_data_uuid']} has already been replayed.")
+                                ctr+=1
+                                continue
+                    
+                            self.processed_attack_data_uuid.append(yaml_data['attack_data_uuid'])
+
+                        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+                            self.attack_data_replay_cmd(yaml_data, index_value)
+                        if self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
+                            self.attack_range_replay_cmd(yaml_data, index_value)
+                        
+
+                        ctr+=1
+                        ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
+
+
+        return True
\ No newline at end of file

From 9fd0a39684adfb07aaec9ff2d4f3fdc950a2d0c5 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 14:31:41 +0100
Subject: [PATCH 02/12] total_replay_tool

---
 total_replay/readme.md | 89 ++++++++++++++++++++++++++++++++++++------
 1 file changed, 77 insertions(+), 12 deletions(-)

diff --git a/total_replay/readme.md b/total_replay/readme.md
index 16875242..804a0f41 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -8,32 +8,66 @@ This lightweight tool helps you make the most of Splunk’s [Security Content](h
 
 ## Installation
 
-### MAC/LINUX
-#### TOTAL-REPLAY IN SPLUNK ATTACK-DATA REPO
+### MAC/LINUX:
+
+**How to install TOTAL-REPLAY when working with Splunk Attack Range or Splunk Attack Data**
+
+#### TOTAL-REPLAY IN SPLUNK ATTACK-RANGE REPO:
+---
+
 1. Clone the Splunk Security Content github repo. We recommend to follow this steps [Security Content Getting Started](https://github.com/splunk/security_content).
 
-2. Install Poetry (if not already installed)
+2. Clone the Attack Range github repo. We recommend to follow this steps [Attack Range Getting Started](https://github.com/splunk/attack_range).
+
+3. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
+
+```
+settings:
+  security_content_detection_path: ~/path/to/your/security_content/detections
+  attack_range_dir_path: ~/path/to/your/attack_range
+```
+
+4. enable the `attack_range_version_on` config setting in total_replay->configuration->config.yml:
+   **NOTE: You can enable  either `attack_range_version_on` or `attack_data_version_on` settings**
+```
+attack_range_version_on: True
+```
+
+#### TOTAL-REPLAY IN SPLUNK ATTACK-DATA REPO:
+---
+
+1. Clone the Splunk Attack Data github repo. We recommend to follow this steps [Attack Data Getting Started](https://github.com/splunk/attack_data/).
+
+2. Clone the Splunk Security Content github repo. We recommend to follow this steps [Security Content Getting Started](https://github.com/splunk/security_content).
+
+3. Install Poetry (if not already installed)
 ```
 curl -sSL https://install.python-poetry.org/ | python3 -
 ```
-3. Navigate to your project directory
+4. Navigate to your project directory
 ```
 cd /path/to/your/total-replay-project
 ```
-4. Create a virtual environment and activate it
+5. Create a virtual environment and activate it
 ```
 poetry shell
 ```
-5. Install project dependencies
+6. Install project dependencies
 
-6. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
+7. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
 
 ```
 settings:
   security_content_detection_path: ~/path/to/your/security_content/detections
   attack_data_dir_path: ~/path/to/your/attack_data
 ```
-7. make sure you setup the required environment variables for splunk server connection
+8. enable the `attack_data_version_on` config setting in total_replay->configuration->config.yml:
+   **NOTE: You can enable  either `attack_range_version_on` or `attack_data_version_on` settings**
+```
+attack_data_version_on: True
+```
+
+9. make sure you setup the required environment variables for splunk server connection
 
     | Environment Variables.     | Description             |
     |----------------------------|-------------------------|
@@ -47,10 +81,15 @@ settings:
     export SPLUNK_HEC_TOKEN= <SPLUNK_HEC_TOKEN>
     ```
 
-### Windows
+### Windows OS:
+
 We recommend using the Windows Subsystem for Linux (WSL). You can find a tutorial [here](https://learn.microsoft.com/en-us/windows/wsl/install). After installing WSL, you can follow the steps described in the Linux section.
 
 
+### OPTIONAL:
+- You can toggle the `debug_print` configuration setting of TOTAL-REPLAY to disable or enable debug print during execution.
+
+
 ## Usage
 
 ![TOTAL-REPLAY-USAGE](assets/usage.png)
@@ -66,7 +105,10 @@ A. This tool accepts the following types of metadata as input:
 
 It then uses these inputs to identify and replay the attack data associated with them.
 
-B. Or for automation purposes, you can use a simple .txt file like:
+B. For automation, you can also provide a simple .txt file.
+For example:
+
+**test.txt**:
 
 ```
 wsreset_uac_bypass.yml
@@ -81,7 +123,30 @@ T1589.001
 Amos Stealer
 PromptLock
 f64579c0-203f-11ec-abcc-acde48001122
-004e32e2-146d-11ec-a83f-acde48001122  
+004e32e2-146d-11ec-a83f-acde48001122
 ```
 
- that contains all the Security Content metadata you want to replay and then choose if you want to replay them all 
+This file can contain any mix of Security Content metadata you want to replay.
+From there, you can choose whether to replay only detection GUIDs, only analytic stories, or all entries using the tool’s greedy replay feature.
+
+C. TOTAL-REPLAY downloads the required Attack Data each time you execute or replay data during detection testing or development. To help reduce disk space usage, the tool generates a cached .yml file for every downloaded dataset. You can then use the `local_data_path` parameter to replay the cached data, allowing you to avoid downloading the same Attack Data again.
+
+## Author
+
+* [Teoderick Contreras](https://www.linkedin.com/in/teoderickc/)
+
+## License
+
+Copyright 2025 Splunk Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
\ No newline at end of file

From e651fe9d6ee3f491612e19c60ca45de43ca4a895 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 14:38:25 +0100
Subject: [PATCH 03/12] total_replay_tool

---
 total_replay/readme.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/total_replay/readme.md b/total_replay/readme.md
index 804a0f41..53dd657b 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -17,7 +17,8 @@ This lightweight tool helps you make the most of Splunk’s [Security Content](h
 
 1. Clone the Splunk Security Content github repo. We recommend to follow this steps [Security Content Getting Started](https://github.com/splunk/security_content).
 
-2. Clone the Attack Range github repo. We recommend to follow this steps [Attack Range Getting Started](https://github.com/splunk/attack_range).
+2. We recommend following the instructions in the [Attack Range Getting Started](https://github.com/splunk/attack_range)
+ guide. Once Attack Range is installed and its virtual environment (managed via Poetry) is activated, TOTAL-REPLAY is almost ready to use — you just need to configure it.
 
 3. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
 

From b79a0d7cc41aae3f9b1d75e3a57b477627fb11d2 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 16:10:56 +0100
Subject: [PATCH 04/12] total_replay_tool

---
 total_replay/readme.md | 29 +++++++++++++++++++++++++++++
 1 file changed, 29 insertions(+)

diff --git a/total_replay/readme.md b/total_replay/readme.md
index 53dd657b..9e648409 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -132,6 +132,35 @@ From there, you can choose whether to replay only detection GUIDs, only analytic
 
 C. TOTAL-REPLAY downloads the required Attack Data each time you execute or replay data during detection testing or development. To help reduce disk space usage, the tool generates a cached .yml file for every downloaded dataset. You can then use the `local_data_path` parameter to replay the cached data, allowing you to avoid downloading the same Attack Data again.
 
+### Other
+
+or replaying captured datasets or event logs during detection development or testing outside of the Splunk Security Content or Splunk Attack Data GitHub repositories, we recommend using the built-in replay.py feature provided by either Splunk Attack Range or Attack Data.
+
+If you have multiple datasets to replay and your metadata matches the format required by TOTAL-REPLAY for caching downloaded datasets, you can recreate that format and use the `local_data_path` feature to replay the data directly from the cache.
+
+Below is an example of the cached .yml file generated by TOTAL-REPLAY after replaying datasets:
+
+```
+analytic_story:
+- Ransomware
+attack_data_link: https://media.githubusercontent.com/media/splunk/attack_data/master/datasets/malware/conti/conti_leak/windows-sysmon_7z.log
+attack_data_output_file_path: /Users/tecontre/Research/lab/attack_range/total_replay/output/2025-11-18/detection_name_replay_c2ffd320-bcd3-4d88-9d12-57bdd30f6545/01d29b48-ff6f-11eb-b81e-acde48001123/windows-sysmon_7z.log
+attack_data_source: XmlWinEventLog:Microsoft-Windows-Sysmon/Operational
+attack_data_sourcetype: XmlWinEventLog
+description: The following analytic detects the execution of 7z or 7za processes with
+  command lines pointing to SMB network shares. It leverages data from Endpoint Detection
+  and Response (EDR) agents, focusing on process names and command-line arguments.
+  This activity is significant as it may indicate an attempt to archive and exfiltrate
+  sensitive files to a network share, a technique observed in CONTI LEAK tools. If
+  confirmed malicious, this behavior could lead to data exfiltration, compromising
+  sensitive information and potentially aiding further attacks.
+id: 01d29b48-ff6f-11eb-b81e-acde48001123
+mitre_attack_id:
+- T1560.001
+name: 7zip CommandLine To SMB Share Path
+
+```
+
 ## Author
 
 * [Teoderick Contreras](https://www.linkedin.com/in/teoderickc/)

From e790390b94b9f03d8fff1373970ece1ab792ed42 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 16:14:25 +0100
Subject: [PATCH 05/12] total_replay_tool

---
 total_replay/readme.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/total_replay/readme.md b/total_replay/readme.md
index 9e648409..ff8288ff 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -134,7 +134,7 @@ C. TOTAL-REPLAY downloads the required Attack Data each time you execute or repl
 
 ### Other
 
-or replaying captured datasets or event logs during detection development or testing outside of the Splunk Security Content or Splunk Attack Data GitHub repositories, we recommend using the built-in replay.py feature provided by either Splunk Attack Range or Attack Data.
+For replaying captured datasets or event logs during detection development or testing outside of the Splunk Security Content or Splunk Attack Data GitHub repositories, we recommend using the built-in replay.py feature provided by either Splunk Attack Range or Attack Data.
 
 If you have multiple datasets to replay and your metadata matches the format required by TOTAL-REPLAY for caching downloaded datasets, you can recreate that format and use the `local_data_path` feature to replay the data directly from the cache.
 

From 99d1678bacf8a6b168d676f0c420b8ba481a635d Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Wed, 19 Nov 2025 16:20:31 +0100
Subject: [PATCH 06/12] total_replay_tool

---
 total_replay/readme.md | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/total_replay/readme.md b/total_replay/readme.md
index ff8288ff..a92c27bf 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -63,7 +63,8 @@ settings:
   attack_data_dir_path: ~/path/to/your/attack_data
 ```
 8. enable the `attack_data_version_on` config setting in total_replay->configuration->config.yml:
-   **NOTE: You can enable  either `attack_range_version_on` or `attack_data_version_on` settings**
+
+    **NOTE: You can only enable either one of the `attack_range_version_on` or `attack_data_version_on` settings of TOTAL-REPLAY**
 ```
 attack_data_version_on: True
 ```

From aa698245f2b867ff19fa3becdbb0cb41dec7d1b0 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Tue, 25 Nov 2025 10:49:15 +0100
Subject: [PATCH 07/12] total_replay_tool

---
 README.md                             |  5 +++++
 total_replay/configuration/config.yml |  2 +-
 total_replay/readme.md                | 11 +++++++++--
 3 files changed, 15 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index ce060452..ab3b361e 100644
--- a/README.md
+++ b/README.md
@@ -126,6 +126,11 @@ See a quick demo 📺 of the process to dump a dataset [here](https://www.youtub
 
 To contribute a dataset simply create a PR on this repository, for general instructions on creating a PR [see this guide](https://gist.github.com/Chaser324/ce0505fbed06b947d962).
 
+# TOTAL-REPLAY
+A lightweight tool helps you make the most of Splunk’s [Security Content](https://github.com/splunk/security_content) metadata, such as detection names, analytic stories, and more, by replaying relevant test event logs or attack data from either the [Splunk Attack Data](https://github.com/splunk/attack_data) or [Splunk Attack Range](https://github.com/splunk/attack_range) projects.
+
+for more information of this tool, please refer to [TOTAL-REPLAY Guide](total_replay/readme.md)
+
 # Automatically generated Datasets ⚙️
 
 This project takes advantage of automation to generate datasets using the attack_range. You can see details about this service on this [sub-project folder attack_data_service](https://github.com/splunk/attack_data/tree/master/attack_data_service).
diff --git a/total_replay/configuration/config.yml b/total_replay/configuration/config.yml
index b187b760..6fbec258 100644
--- a/total_replay/configuration/config.yml
+++ b/total_replay/configuration/config.yml
@@ -9,4 +9,4 @@ settings:
   python_interpreter_name: python3
   attack_range_version_on: False
   attack_data_version_on: True
-  debug_print: True
\ No newline at end of file
+  debug_print: False
\ No newline at end of file
diff --git a/total_replay/readme.md b/total_replay/readme.md
index a92c27bf..6ffee776 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -28,12 +28,17 @@ settings:
   attack_range_dir_path: ~/path/to/your/attack_range
 ```
 
-4. enable the `attack_range_version_on` config setting in total_replay->configuration->config.yml:
+4. Enable the `attack_range_version_on` config setting in total_replay->configuration->config.yml:
    **NOTE: You can enable  either `attack_range_version_on` or `attack_data_version_on` settings**
 ```
 attack_range_version_on: True
 ```
 
+5. If you encounter problem with colorama python library just update it.
+```  
+poetry update colorama
+```
+
 #### TOTAL-REPLAY IN SPLUNK ATTACK-DATA REPO:
 ---
 
@@ -54,7 +59,9 @@ cd /path/to/your/total-replay-project
 poetry shell
 ```
 6. Install project dependencies
-
+```
+poetry install
+```
 7. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
 
 ```

From e97004e9e0df8dcb0475ea90ab8f1e285544d282 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Tue, 25 Nov 2025 10:58:34 +0100
Subject: [PATCH 08/12] total_replay_tool

---
 total_replay/total_replay.py           | 1 -
 total_replay/utility/utility_helper.py | 1 -
 2 files changed, 2 deletions(-)

diff --git a/total_replay/total_replay.py b/total_replay/total_replay.py
index d52eabaa..3f31a393 100644
--- a/total_replay/total_replay.py
+++ b/total_replay/total_replay.py
@@ -1,6 +1,5 @@
 """
 author: Teoderick Contreras
-email: tccontreras@splunk.com
 description: a simple attack range utility tool designed to replay attack data via several category:
  - analytic story
  - detection name
diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
index 3ac9ff41..5d704dfb 100644
--- a/total_replay/utility/utility_helper.py
+++ b/total_replay/utility/utility_helper.py
@@ -1,6 +1,5 @@
 """
 author: Teoderick Contreras
-email: tccontreras@splunk.com
 description: a utility class for several helper functions for echo-attack utility tool:
  - analytic story
  - detection name

From ff40a50853e9947d32d194c67e2e666b102abbf5 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Thu, 27 Nov 2025 12:27:41 +0100
Subject: [PATCH 09/12] total_replay_tool

---
 total_replay/configuration/config.yml  |   5 -
 total_replay/readme.md                 |  48 +--
 total_replay/test/test_names.txt       |  18 +-
 total_replay/utility/utility_helper.py | 448 ++++++++++---------------
 4 files changed, 200 insertions(+), 319 deletions(-)

diff --git a/total_replay/configuration/config.yml b/total_replay/configuration/config.yml
index 6fbec258..91041763 100644
--- a/total_replay/configuration/config.yml
+++ b/total_replay/configuration/config.yml
@@ -1,12 +1,7 @@
 settings:
   security_content_detection_path: ~/path/to/your/security_content/detections
-  attack_range_dir_path: ~/path/to/your/attack_range
   attack_data_dir_path: ~/path/to/your/attack_data
-  attack_range_py_name: attack_range.py
   output_dir_name : output
   cache_replay_yaml_name : cache_replay_data.yml
   replayed_yaml_cache_dir_name: replayed_yaml_cache
-  python_interpreter_name: python3
-  attack_range_version_on: False
-  attack_data_version_on: True
   debug_print: False
\ No newline at end of file
diff --git a/total_replay/readme.md b/total_replay/readme.md
index 6ffee776..dd162976 100644
--- a/total_replay/readme.md
+++ b/total_replay/readme.md
@@ -9,37 +9,6 @@ This lightweight tool helps you make the most of Splunk’s [Security Content](h
 ## Installation
 
 ### MAC/LINUX:
-
-**How to install TOTAL-REPLAY when working with Splunk Attack Range or Splunk Attack Data**
-
-#### TOTAL-REPLAY IN SPLUNK ATTACK-RANGE REPO:
----
-
-1. Clone the Splunk Security Content github repo. We recommend to follow this steps [Security Content Getting Started](https://github.com/splunk/security_content).
-
-2. We recommend following the instructions in the [Attack Range Getting Started](https://github.com/splunk/attack_range)
- guide. Once Attack Range is installed and its virtual environment (managed via Poetry) is activated, TOTAL-REPLAY is almost ready to use — you just need to configure it.
-
-3. In total_replay->configuration->config.yml, add the folder path of the Splunk Attack Data repo and the detection folder path in Splunk Security Content.
-
-```
-settings:
-  security_content_detection_path: ~/path/to/your/security_content/detections
-  attack_range_dir_path: ~/path/to/your/attack_range
-```
-
-4. Enable the `attack_range_version_on` config setting in total_replay->configuration->config.yml:
-   **NOTE: You can enable  either `attack_range_version_on` or `attack_data_version_on` settings**
-```
-attack_range_version_on: True
-```
-
-5. If you encounter problem with colorama python library just update it.
-```  
-poetry update colorama
-```
-
-#### TOTAL-REPLAY IN SPLUNK ATTACK-DATA REPO:
 ---
 
 1. Clone the Splunk Attack Data github repo. We recommend to follow this steps [Attack Data Getting Started](https://github.com/splunk/attack_data/).
@@ -90,6 +59,12 @@ attack_data_version_on: True
     export SPLUNK_HEC_TOKEN= <SPLUNK_HEC_TOKEN>
     ```
 
+10. Make sure HEC token is set to "Enabled" in Splunk server (Settings → Data Inputs → HTTP Event Collector).
+
+11. Confirm the HEC listener port is enabled, typically 8088, using HTTPS.
+
+12. Update your firewall settings to allow inbound connections on port 8088, otherwise your data sender will not be able to reach Splunk.
+
 ### Windows OS:
 
 We recommend using the Windows Subsystem for Linux (WSL). You can find a tutorial [here](https://learn.microsoft.com/en-us/windows/wsl/install). After installing WSL, you can follow the steps described in the Linux section.
@@ -112,7 +87,16 @@ A. This tool accepts the following types of metadata as input:
     - **Splunk detection GUIDs**
     - **Analytic stories**
 
-It then uses these inputs to identify and replay the attack data associated with them.
+  It then uses these inputs to identify and replay the attack data associated with them.
+
+  Example A - Replay Attack Data via Splunk detection name:
+
+  ```
+  python3 total_replay.py -n '7zip CommandLine To SMB Share Path, CMLUA Or CMSTPLUA UAC Bypass'
+  ```
+
+
+
 
 B. For automation, you can also provide a simple .txt file.
 For example:
diff --git a/total_replay/test/test_names.txt b/total_replay/test/test_names.txt
index 22e45d24..c3e9d07d 100644
--- a/total_replay/test/test_names.txt
+++ b/total_replay/test/test_names.txt
@@ -1,13 +1,13 @@
-wsreset_uac_bypass.yml
+PromptLock
+Amos Stealer
 wscript_or_cscript_suspicious_child_process.yml
-windows_user_deletion_via_net.yml
-Windows User Disabled Via Net
-Windows Chromium Browser No Security Sandbox Process
+wmic_xsl_execution_via_url.yml
+windows_windbg_spawning_autoit3.yml
+Linux Auditd Change File Owner To Root
+f64579c0-203f-11ec-abcc-acde48001122
 004e32e2-146d-11ec-a83f-acde48001122
 01d29b48-ff6f-11eb-b81e-acde48001123
+6bc5243e-ef36-45dc-9b12-f4a6be131159
+453a6b0f-b0ea-48fa-9cf4-20537ffdd22c
+T1036.005
 #T1014
-T1589.001
-Amos Stealer
-PromptLock
-f64579c0-203f-11ec-abcc-acde48001122
-004e32e2-146d-11ec-a83f-acde48001122
\ No newline at end of file
diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
index 5d704dfb..2b3dd948 100644
--- a/total_replay/utility/utility_helper.py
+++ b/total_replay/utility/utility_helper.py
@@ -21,9 +21,10 @@
 import typer
 import uuid
 import re
+import urllib
 from collections import defaultdict
 from urllib.parse import urlparse, urlunparse, unquote
-
+from urllib3 import disable_warnings
 from utility.color_print import ColorPrint
 import json
 
@@ -139,146 +140,117 @@ def load_environment_variables(self)->dict:
     def normalized_args_tolist(self, input_args:str)->list:
         return [i.strip() for i in input_args.split(',')] 
 
-    def check_total_replay_setup(self)->str:
-
-        header = ""
-
-        attack_range_switch = self.read_config_settings("attack_range_version_on")
-        attack_data_switch = self.read_config_settings("attack_data_version_on")
-
-        if attack_range_switch == True and attack_data_switch == False:
-            header = "TOTAL_REPLAY_ATTACK_RANGE_ON"
-        elif attack_range_switch == False and attack_data_switch == True:
-            header = "TOTAL_REPLAY_ATTACK_DATA_ON"
-        else:
-            header = ""
-        return header
-
-    def process_replay_attack_data_by_file_name(self, tag:str, normalized_args_list:list, index_value:str, generated_guid:str)->None:
-        """main function in replaying attack data base on Splunk detection filename"""
-
-        ### check which setup version of total-replay should be enable. attack range or attack data
-        self.header_val  = ""
-        self.header_val  = self.check_total_replay_setup()
+    def parse_needed_detection_name(self, normalized_args_list:list)->list:
+        
+        ColorPrint.print_info_fg(f'[+][.  INFO]: ... Enumerating detection .yml file name ... []')
+        security_content_dir_path = self.read_config_settings("security_content_detection_path")
 
-        if self.header_val  == "":
-            ColorPrint.print_error_fg("[-][. ERROR]: ... You cannot enable/disable both version of TOTAL-REPLAY in config.yml. Choose either Attack Range or Attack Data version")
+        if not os.path.isdir(os.path.expanduser(security_content_dir_path)):
+            ColorPrint.print_error_fg("[+][. ERROR]: The security Content folder path in config is invalid or not exist.")
             return
-        else:
-            ColorPrint.print_cyan_fg(self.header_divider(self.header_val, tag))
-
-            ColorPrint.print_info_fg(f'[+][.  INFO]: ... Enumerating detection .yml file name ... []')
-            security_content_dir_path = self.read_config_settings("security_content_detection_path")
+        
+        search_count= 0
+        search_found_list = []
+        found_flag = False            
+        needed_replay_yaml_field = {}
+        for roots, dirs, files in os.walk(os.path.expanduser(security_content_dir_path)):
 
-            if not os.path.isdir(os.path.expanduser(security_content_dir_path)):
-                ColorPrint.print_error_fg("[+][. ERROR]: The security Content folder path in config is invalid or not exist.")
-                return
+            ### skip deprecated directories
+            if dirs == "deprecated":
+                continue
             
+            if found_flag:
+                break
 
-            ctr= 1
-            search_found_list = []
-            for field_name in normalized_args_list:
-
-                ### skipped if the inputted string has no file extension or not a .yml file
-                if not field_name.endswith(".yml"):
-                    continue
+            ### enumerate the files in the directory
+            for file in files:
                 
-                found_flag = False
-                needed_replay_yaml_field = {}
-
-                for roots, dirs, files in os.walk(os.path.expanduser(security_content_dir_path)):
+                if file.lower() in [fn.lower() for fn in normalized_args_list]:
+                    ColorPrint.print_success_fg(f"[+][SUCCESS]: ... SEARCH FOUND -> [ {file} ]")
+                    file_path = os.path.join(roots, file)
+                    
+                    yaml_data = self.read_yaml_file(file_path)
 
-                    ### skip deprecated directories
-                    if dirs == "deprecated":
+                    ### check if file content is empty or invalid 
+                    if yaml_data == None:
+                        ColorPrint.print_warning_fg(f"[!][WARNING]: ... Skipping empty or invalid YAML file: {file_path}")
                         continue
+                    needed_replay_yaml_field = self.create_metadata_cache(yaml_data)
+                    search_found_list.append(needed_replay_yaml_field)
                     
-                    ### break the loop once we found the needed field name
-                    if found_flag:
+                    search_count+=1
+                    if search_count == len(normalized_args_list):
+                        found_flag = True
                         break
+ 
+        ColorPrint.print_info_fg(f"[+][.  INFO]: ... Total filtered detections: {len(search_found_list)} ")
+        ColorPrint.print_info_fg(f"[+][.  INFO]: ... ")
+        ColorPrint.print_info_fg(f"[+][.  INFO]: ... ")
 
-                    ### enumerate the files in the directory
-                    for file in files:
-                        
-                        if file.lower() == field_name.lower():
-                            ColorPrint.print_success_fg(f"[+][SUCCESS]: ... SEARCH FOUND -> [ {file} ]")
-                            file_path = os.path.join(roots, file)
-                            
-                            yaml_data = self.read_yaml_file(file_path)
-
-                            ### check if file content is empty or invalid 
-                            if yaml_data == None:
-                                ColorPrint.print_warning_fg(f"[!][WARNING]: ... Skipping empty or invalid YAML file: {file_path}")
-                                continue
-
-                            needed_replay_yaml_field = self.create_metadata_cache(yaml_data)
-                            search_found_list.append(needed_replay_yaml_field)
-                            found_flag = True
-            
-            ColorPrint.print_info_fg(f"[+][.  INFO]: ... Total filtered detections: {len(search_found_list)} ")
-
-                
-            ### generate uid for caching purposes of replay data
+        return search_found_list
+    
+    def process_replay_attack_data_by_file_name(self, tag:str, normalized_args_list:list, index_value:str, generated_guid:str)->None:
+        """main function in replaying attack data base on Splunk detection filename"""
 
-            for needed_replay_yaml_field in search_found_list:
+        ColorPrint.print_cyan_fg(self.header_divider("TOTAl-REPLAY-ACTIVATED", tag))
 
-                ### get the attack data url link
-                if "attack_data_link" in needed_replay_yaml_field:
-                    attack_data_link = needed_replay_yaml_field["attack_data_link"]
-                else:
-                    continue
+        search_found_list=[]
+        search_found_list = self.parse_needed_detection_name(normalized_args_list)
+       
+        ### generate uid for caching purposes of replay data
 
-                ### generate replay yaml output folder
-                output_base_dir = os.path.join(self.curdir, self.read_config_settings('output_dir_name'))
-                self.generate_output_dir(output_base_dir)
-                
-                attack_data_timestamp_dir_path = os.path.join(output_base_dir, datetime.date.today().strftime("%Y-%m-%d"))
-                escu_detection_guid = needed_replay_yaml_field['id']
+        for ctr, needed_replay_yaml_field in enumerate(search_found_list):
 
-                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data ... item:{ctr}")
-                attack_datasets_path = self.download_attack_data(attack_data_link, needed_replay_yaml_field, generated_guid, attack_data_timestamp_dir_path, escu_detection_guid)                    
+            ### get the attack data url link
+            if "attack_data_link" in needed_replay_yaml_field:
+                attack_data_link = needed_replay_yaml_field["attack_data_link"]
+            else:
+                continue
 
-                ### update the total-replay cache yaml file
-                needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_path
-                
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
-                    needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
-                if not needed_replay_yaml_field:
-                    return
-                
-                ### dropped the replay yaml cache
-                replayed_yaml_cache_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, self.read_config_settings('replayed_yaml_cache_dir_name'))
-                self.generate_output_dir(replayed_yaml_cache_path)
+            ### generate replay yaml output folder
+            output_base_dir = os.path.join(self.curdir, self.read_config_settings('output_dir_name'))
+            self.generate_output_dir(output_base_dir)
+            
+            attack_data_timestamp_dir_path = os.path.join(output_base_dir, datetime.date.today().strftime("%Y-%m-%d"))
+            escu_detection_guid = needed_replay_yaml_field['id']
 
-                cache_replay_yaml_file_path = os.path.join(replayed_yaml_cache_path, needed_replay_yaml_field['id']+ "_" + self.read_config_settings('cache_replay_yaml_name'))
-                self.dump_yaml_file(cache_replay_yaml_file_path, needed_replay_yaml_field)
+            ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data for: {needed_replay_yaml_field['name']} ... item:{ctr+1}")
+            attack_datasets_full_path, attack_datasets_path = self.download_via_attack_data(attack_data_link, attack_data_timestamp_dir_path, generated_guid)                    
 
-                ### comment me if you dont want to see the replay_cache yml file
-                if self.read_config_settings('debug_print'):
-                    ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", tag))
-                    ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(needed_replay_yaml_field, indent=4)}")
-                    ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+            ### update the total-replay cache yaml file
+            needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_full_path
+            
 
-                ### simple logic to avoid replaying the same attack data again and again (note: only applicable in attack_data_version)
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
-                    if needed_replay_yaml_field['attack_data_uuid'] in self.processed_attack_data_uuid:
-                        ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {needed_replay_yaml_field['attack_data_uuid']} has already been replayed.")
-                        ctr+=1
-                        continue                
+            needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
+            if not needed_replay_yaml_field:
+                return
+            
+            ### dropped the replay yaml cache
+            replayed_yaml_cache_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, self.read_config_settings('replayed_yaml_cache_dir_name'))
+            self.generate_output_dir(replayed_yaml_cache_path)
 
-                    self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
+            cache_replay_yaml_file_path = os.path.join(replayed_yaml_cache_path, needed_replay_yaml_field['id']+ "_" + self.read_config_settings('cache_replay_yaml_name'))
+            self.dump_yaml_file(cache_replay_yaml_file_path, needed_replay_yaml_field)
 
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
-                    self.attack_data_replay_cmd(needed_replay_yaml_field, index_value)
-                elif self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
-                    self.attack_range_replay_cmd(needed_replay_yaml_field, index_value)
-                else:
-                    raise ValueError(f"Unknown Total-Replay Switch Version: {self.header_val}")
+            ### comment me if you dont want to see the replay_cache yml file
+            if self.read_config_settings('debug_print'):
+                ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", tag))
+                ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(needed_replay_yaml_field, indent=4)}")
+                ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
 
+            self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
+            
+            
+            try:
+                self.attack_data_replay_cmd(needed_replay_yaml_field, index_value)
+            except:
+                raise ValueError(f"[+][. ERROR]: ... Attack Data Replay Exception!")
+            
 
-                ctr+=1
-                ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
+            
+            ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
 
-        ColorPrint.print_cyan_fg(self.footer_divider(self.header_val))               
+        ColorPrint.print_cyan_fg(self.footer_divider("TOTAl-REPLAY-ACTIVATED"))               
 
         return
     
@@ -298,70 +270,8 @@ def generate_output_dir(self, dir_name:str):
             os.makedirs(dir_name, exist_ok=True)
             ColorPrint.print_success_fg(f"[+][SUCCESS]: ... {dir_name} folder created!")
         return
-        
-    def download_via_attack_range(self, attack_data_link:str, attack_data_timestamp_dir_path:str, generated_guid:str, escu_detection_guid:str)->str:
-        """download needed raw attack data via attack range feature"""
-
-        guid_dir_path = os.path.join(attack_data_timestamp_dir_path, generated_guid, escu_detection_guid)
-        self.generate_output_dir(guid_dir_path)
-
-        ## download the file with streaming enable
-        response = requests.get(attack_data_link, stream=True)
-        response.raise_for_status() # Raise an error for bad responses (e.g., 404, 403)
-
-        attack_data_file_path = os.path.join(guid_dir_path,os.path.basename(attack_data_link))
-
-        with open(attack_data_file_path, "wb") as f:
-            for chunk in response.iter_content(chunk_size=8192):
-                f.write(chunk)
-        ColorPrint.print_success_fg(f"[+][SUCCESS]: ... file {os.path.basename(attack_data_link)} downloaded successfully")  
-
-        
-        return attack_data_file_path
-
-    def attack_range_replay_cmd(self, needed_replay_yaml_field:dict, index_value:str)->bool:
-        """replay the attack_data logs via attack range replay feature"""
-
-        if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_range_dir_path'))):
-            ColorPrint.print_error_fg("[+][. ERROR]: The attack range folder path in config is invalid or not exist.")
-            return False
-
-        attack_range_py_file_path = os.path.join(os.path.expanduser(self.read_config_settings('attack_range_dir_path')), self.read_config_settings('attack_range_py_name'))
-
-        error_terms = ["error", "Failed to connect","unreacheable=1", "timed out", "exception","fatal"]
-        ### setup Command arguments
-        attack_data_file_path = needed_replay_yaml_field['attack_data_output_file_path']
-        attack_data_source = needed_replay_yaml_field['attack_data_source']
-        attack_data_source_type = needed_replay_yaml_field['attack_data_sourcetype']
-        python_interpreter_name = self.read_config_settings('python_interpreter_name')
-
-        command = ["poetry", "run", f"{python_interpreter_name}", f"{attack_range_py_file_path}",  "replay", "-fn", f"{attack_data_file_path}", "--source", f"{attack_data_source}", "--sourcetype", f"{attack_data_source_type}", "--index", f"{index_value}"]
-        
-        try:
-            result = subprocess.run(command, check=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT,text=True)
-            output = result.stdout.strip()
-
-            ### comment this if you dont want to see the replay stdout
-            if self.read_config_settings('debug_print'):
-                ColorPrint.print_green_fg(Style.DIM + self.header_divider("ATTACK DATA REPLAY SUMMARY"))
-                ColorPrint.print_green_fg(Style.DIM + f"[+] ...\n{output}\n")
-                ColorPrint.print_green_fg(Style.DIM + self.footer_divider("ATTACK DATA REPLAY SUMMARY"))
             
-            if any(term.lower() in str(result).lower() for term in error_terms):
-                ColorPrint.print_error_fg(Style.BRIGHT + f"[+][. ERROR]: ... [{needed_replay_yaml_field['name']}] replayed Failed")
-                return False
-            else:
-                ColorPrint.print_success_fg(Style.BRIGHT + f"[+][SUCCESS]: ... [{needed_replay_yaml_field['name']}] replayed succesfully")
-                return True  # If successful, return True
-        except subprocess.CalledProcessError as e:
-            # If an error occurs, print the error and return False
-            output = e.stdout.strip() if e.stdout else "No output"
-
-            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {e}")
-            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {output}")
-            return False
-    
-    def download_via_attack_data(self, attack_data_link:str, attack_data_timestamp_dir_path:str, generated_guid:str)->str:
+    def download_via_attack_data(self, attack_data_link:str, attack_data_timestamp_dir_path:str, generated_guid:str)->tuple:
         """download needed raw attack data via attack data feature"""
         
         ### generate a unique guid folder path
@@ -375,6 +285,16 @@ def download_via_attack_data(self, attack_data_link:str, attack_data_timestamp_d
         
         m, datasets_path = str(p.path).split("master/")
 
+        ### locate the attack_data path in config
+        if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_data_dir_path'))):
+            ColorPrint.print_error_fg("[+][. ERROR]: The attack data folder path in config is invalid or not exist.")
+            return {}
+        else:
+            attack_datasets_full_path =  os.path.join(os.path.expanduser(self.read_config_settings('attack_data_dir_path')), datasets_path)
+            if os.path.isfile(attack_datasets_full_path):
+                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Attack data at: {attack_datasets_full_path} already exists. Download skipped.")
+                return (attack_datasets_full_path, datasets_path)
+
         # Find the Git repository root
         repo_root = subprocess.check_output(["git", "rev-parse", "--show-toplevel"],text=True).strip()
 
@@ -391,17 +311,9 @@ def download_via_attack_data(self, attack_data_link:str, attack_data_timestamp_d
             ColorPrint.print_error_fg("[-][. ERROR]: ... Stdout:", e.stdout)
             ColorPrint.print_error_fg("[-][. ERROR]: ... Stderr:", e.stderr) 
 
-        return datasets_path
-     
-    def download_attack_data(self, attack_data_link:str, needed_yaml_field_cache:dict, generated_guid:str, attack_data_timestamp_dir_path:str, escu_detection_guid:str)->str:
-        """download attack data raw logs """
-
-        if self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
-            attack_datasets_path = self.download_via_attack_range(attack_data_link, attack_data_timestamp_dir_path, generated_guid, escu_detection_guid)
-        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
-            attack_datasets_path = self.download_via_attack_data(attack_data_link, attack_data_timestamp_dir_path, generated_guid)
 
-        return attack_datasets_path
+        return (attack_datasets_full_path, datasets_path)
+     
 
     def read_yaml_file(self, file_path:str)->dict:
         """Read a YAML file and return its content as a dictionary."""
@@ -503,68 +415,83 @@ def create_metadata_cache(self, yaml_data: yaml) -> dict:
 
         return needed_replay_yaml_field
     
+    def send_data_to_splunk(self, file_path, splunk_host, hec_token, event_host_uuid, index="test", source="test", sourcetype="test"):
+        """Send a data file to Splunk HEC."""
+        disable_warnings()
+        hec_channel = str(uuid.uuid4())
+        headers = {
+            "Authorization": f"Splunk {hec_token}",
+            "X-Splunk-Request-Channel": hec_channel,
+        }
+        url_params = {
+            "index": index,
+            "source": source,
+            "sourcetype": sourcetype,
+            "host": event_host_uuid,
+        }
+        url = urllib.parse.urljoin(
+            f"https://{splunk_host}:8088",
+            "services/collector/raw"
+        )
+        if self.read_config_settings('debug_print'):
+            ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("ATTACK DATA REPLAY SUMMARY"))
+            name_value = os.path.basename(file_path).split(".")[0]
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+][.  INFO]: ... Sending dataset '{name_value}' from {file_path}")
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+][.  INFO]: ... index: {index}")
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+][.  INFO]: ... source: {source}")
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+][.  INFO]: ... sourcetype: {sourcetype}")
+            ColorPrint.print_yellow_fg(Style.DIM + f"[+][.  INFO]: ... uuid: {event_host_uuid}")
+            ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("ATTACK DATA REPLAY SUMMARY"))
+
+        with open(file_path, "rb") as datafile:
+            try:
+                res = requests.post(
+                    url,
+                    params=url_params,
+                    data=datafile.read(),
+                    allow_redirects=True,
+                    headers=headers,
+                    verify=False,
+                )
+                res.raise_for_status()
+                ColorPrint.print_success_fg(f"[+][SUCCESS]: ... :white_check_mark: Sent {file_path} to Splunk HEC")
+            except Exception as e:
+                ColorPrint.print_error_fg(f"[+][. ERROR]: ... :x: Error sending {file_path} to Splunk HEC: {e}")
+        return
+
     def attack_data_replay_cmd(self, needed_replay_yaml_field:dict, index_value:str)->bool:
         """main function in replaying attack data in splunk server"""
         
         env_var = self.load_environment_variables()
-        error_terms = ["error", "Failed to connect","unreacheable=1", "timed out", "exception","fatal"]
+        splunk_host = env_var['host']
+        hec_token = env_var['hec_token']
+        #error_terms = ["error", "Failed to connect","unreacheable=1", "timed out", "exception","fatal"]
         ### setup Command arguments
         attack_data_file_path = needed_replay_yaml_field['attack_data_output_file_path']
         attack_data_source = needed_replay_yaml_field['attack_data_source']
         attack_data_source_type = needed_replay_yaml_field['attack_data_sourcetype']
         attack_data_uuid = needed_replay_yaml_field['attack_data_uuid']
         attack_data_yml_file_path = needed_replay_yaml_field['attack_data_yml_file_path']
-        python_interpreter_name = self.read_config_settings('python_interpreter_name')
-
 
         if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_data_dir_path'))):
-            ColorPrint.print_error_fg("[+][. ERROR]: The attack data folder path in config is invalid or not exist.")
+            ColorPrint.print_error_fg("[+][. ERROR]: ... The attack data folder path in config is invalid or not exist.")
             return False
         
-        replay_path = os.path.join(os.path.expanduser(self.read_config_settings('attack_data_dir_path')), "bin","replay.py")
-
-        command = ["poetry", "run", f"{python_interpreter_name}",  f"{replay_path}", "--index-override", f"{index_value}", "--source-override", f"{attack_data_source}", "--sourcetype-override", f"{attack_data_source_type}", "--host-uuid", f"{attack_data_uuid}", f"{attack_data_yml_file_path}"]
-        ColorPrint.print_info_fg(f"[+][.  INFO]: ... {" ".join(command)}")
-
         try:
-            result = subprocess.run(command, check=True, stdout=subprocess.PIPE, stderr=subprocess.STDOUT,text=True)
-            output = result.stdout.strip()
-
-            ### comment this if you dont want to see the replay stdout
-            if self.read_config_settings('debug_print'):
-                ColorPrint.print_green_fg(Style.DIM + self.header_divider("ATTACK DATA REPLAY SUMMARY"))
-                ColorPrint.print_green_fg(Style.DIM + f"[+] ...\n{output}\n")
-                ColorPrint.print_green_fg(Style.DIM + self.footer_divider("ATTACK DATA REPLAY SUMMARY"))
-
-            if any(term.lower() in str(result).lower() for term in error_terms):
-                ColorPrint.print_error_fg(Style.BRIGHT + f"[+][. ERROR]: ... [{needed_replay_yaml_field['name']}] replayed Failed")
-                return False
-            else:
-                ColorPrint.print_success_fg(Style.BRIGHT + f"[+][SUCCESS]: ... [{needed_replay_yaml_field['name']}] replayed succesfully")
-                return True  # If successful, return True
-        except subprocess.CalledProcessError as e:
-            # If an error occurs, print the error and return False
-            output = e.stdout.strip() if e.stdout else "No output"
-
+            self.send_data_to_splunk(attack_data_file_path, splunk_host, hec_token, attack_data_uuid, index_value, attack_data_source, attack_data_source_type)
+            return True
+        except Exception as e:
             ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {e}")
-            ColorPrint.print_error_fg(f"[-][. ERROR]: ... running command: {output}")
             return False
 
 
     def process_replay_attack_data(self, tag:str, normalized_args_list:list, index_value:str, generated_guid:str)->None:
         """main function in replaying attack data using ESCU metadata"""
 
-        ### check which setup version of total-replay should be enable. attack range or attack data
-        self.header_val  = ""
-        self.header_val  = self.check_total_replay_setup()
 
-        if self.header_val  == "":
-            ColorPrint.print_error_fg("[-][. ERROR]: ... You cannot enable/disable both version of TOTAL-REPLAY in config.yml. Choose either Attack Range or Attack Data version")
-            return
-        else:
-            ColorPrint.print_cyan_fg(self.header_divider(self.header_val, tag))
+        ColorPrint.print_cyan_fg(self.header_divider("TOTAl-REPLAY-ACTIVATED", tag))
 
-        ctr = 1
+        
         search_found_list = [] 
         for field_name in normalized_args_list:
 
@@ -581,7 +508,7 @@ def process_replay_attack_data(self, tag:str, normalized_args_list:list, index_v
             ColorPrint.print_info_fg(f"[+][.  INFO]: ... Total filtered detections: {len(search_found_list)} ")
 
                
-            for needed_replay_yaml_field in search_found_list:
+            for ctr, needed_replay_yaml_field in enumerate(search_found_list):
 
                 ### get the attack data url link
                 if "attack_data_link" in needed_replay_yaml_field:
@@ -596,14 +523,12 @@ def process_replay_attack_data(self, tag:str, normalized_args_list:list, index_v
                 attack_data_timestamp_dir_path = os.path.join(output_base_dir, datetime.date.today().strftime("%Y-%m-%d"))
                 escu_detection_guid = needed_replay_yaml_field['id']
 
-                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data ... item:{ctr}")
-                attack_datasets_path = self.download_attack_data(attack_data_link, needed_replay_yaml_field, generated_guid, attack_data_timestamp_dir_path, escu_detection_guid)
+                ColorPrint.print_info_fg(f"[+][.  INFO]: ... Downloading attack data for: {needed_replay_yaml_field['name']} ... item:{ctr+1}")
+                attack_datasets_full_path, attack_datasets_path = self.download_via_attack_data(attack_data_link, attack_data_timestamp_dir_path, generated_guid)
 
                 ### update the total-replay cache yaml file
-                needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_path
-                
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
-                    needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
+                needed_replay_yaml_field['attack_data_output_file_path'] = attack_datasets_full_path
+                needed_replay_yaml_field = self.locate_associated_attack_data_yaml_file(attack_data_link, attack_datasets_path, needed_replay_yaml_field)
                 if not needed_replay_yaml_field:
                     return
 
@@ -619,27 +544,18 @@ def process_replay_attack_data(self, tag:str, normalized_args_list:list, index_v
                     ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", tag))
                     ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(needed_replay_yaml_field, indent=4)}")
                     ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+            
 
-                ### simple logic to avoid replaying the same attack data again and again
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
-                    if needed_replay_yaml_field['attack_data_uuid'] in self.processed_attack_data_uuid:
-                        ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {needed_replay_yaml_field['attack_data_uuid']} has already been replayed.")
-                        ctr+=1
-                        continue                
-
-                    self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
+                self.processed_attack_data_uuid.append(needed_replay_yaml_field['attack_data_uuid'])
 
-                if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+                try:
                     self.attack_data_replay_cmd(needed_replay_yaml_field, index_value)
-                elif self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
-                    self.attack_range_replay_cmd(needed_replay_yaml_field, index_value)
-                else:
-                    raise ValueError(f"Unknown Total-Replay Switch Version: {self.header_val}")
-                    
-                ctr+=1
+                except:
+                    raise ValueError(f"[+][. ERROR]: ... Attack Data Replay Exception!")
+
                 ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
 
-        ColorPrint.print_cyan_fg(self.footer_divider(self.header_val))                                    
+        ColorPrint.print_cyan_fg(self.footer_divider("TOTAl-REPLAY-ACTIVATED"))                                    
 
 
         return
@@ -767,19 +683,14 @@ def normalized_file_args(self, file_path:str)->list:
         return segregate
     
     def process_local_yaml_cache(self, local_replayed_yaml_dir_path:str,index_value:str)->None:
-        """Process local YAML cache files for replaying attack data."""
-        ### check which setup version of total-replay should be enable. attack range or attack data
-        self.header_val  = ""
-        self.header_val  = self.check_total_replay_setup()
-        
+        """Process local YAML cache files for replaying attack data."""        
         if not os.path.isdir(local_replayed_yaml_dir_path):
             ColorPrint.print_error_fg(f"[-][. ERROR]: ... Inputted {local_replayed_yaml_dir_path} is invalid!")
             return
         else:
-            ctr = 1
             for root, dirs, files in os.walk(local_replayed_yaml_dir_path):
-                for file in files:
-                    ColorPrint.print_info_fg(f'[+][.  INFO]: ... Processing {ctr} => [ {file} ]')
+                for ctr, file in enumerate(files):
+                    ColorPrint.print_info_fg(f'[+][.  INFO]: ... Processing {ctr+1} => [ {file} ]')
                     file_path = os.path.join(root, file)
 
                     if file.endswith((".yaml",".yml")):
@@ -794,23 +705,14 @@ def process_local_yaml_cache(self, local_replayed_yaml_dir_path:str,index_value:
                             ColorPrint.print_yellow_fg(Style.DIM + self.header_divider("TOTAL-REPLAY CACHE YAML FILE", "local cache"))
                             ColorPrint.print_yellow_fg(Style.DIM + f"[+] ... \n{json.dumps(yaml_data, indent=4)}")
                             ColorPrint.print_yellow_fg(Style.DIM + self.footer_divider("TOTAL-REPLAY CACHE YAML FILE"))
+                
+                        self.processed_attack_data_uuid.append(yaml_data['attack_data_uuid'])
 
-                        ### simple logic to avoid replaying the same attack data again and again
-                        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON": 
-                            if yaml_data['attack_data_uuid'] in self.processed_attack_data_uuid:
-                                ColorPrint.print_info_fg(Style.BRIGHT + f"[+][.  INFO]: ... ATTACK_DATA UUID: {yaml_data['attack_data_uuid']} has already been replayed.")
-                                ctr+=1
-                                continue
-                    
-                            self.processed_attack_data_uuid.append(yaml_data['attack_data_uuid'])
-
-                        if self.header_val == "TOTAL_REPLAY_ATTACK_DATA_ON":
+                        try:
                             self.attack_data_replay_cmd(yaml_data, index_value)
-                        if self.header_val == "TOTAL_REPLAY_ATTACK_RANGE_ON":
-                            self.attack_range_replay_cmd(yaml_data, index_value)
+                        except:
+                            raise ValueError(f"[+][. ERROR]: ... Attack Data Replay Exception!")                        
                         
-
-                        ctr+=1
                         ColorPrint.print_magenta_fg("\n[+]" + "█" * 160 + "\n")
 
 

From b3125f3008e827c3c634ff06c86b3aef36c233e7 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Fri, 28 Nov 2025 10:55:29 +0100
Subject: [PATCH 10/12] utility/utility_helper.py

---
 total_replay/utility/utility_helper.py | 12 ++++++------
 1 file changed, 6 insertions(+), 6 deletions(-)

diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
index 2b3dd948..0b7000a9 100644
--- a/total_replay/utility/utility_helper.py
+++ b/total_replay/utility/utility_helper.py
@@ -370,13 +370,13 @@ def locate_associated_attack_data_yaml_file(self, attack_data_link:str, attack_d
                     if attack_id:
                         needed_yaml_field_cache['attack_data_uuid'] = attack_data_yaml_buff['id']
                         ColorPrint.print_success_fg(f"[+][SUCCESS]: ... {file} ==> associated yml file extracted successfully")
-                        break
+                        return needed_yaml_field_cache
                     else:
                         ColorPrint.print_warning_fg(f"[!][WARNING]: ... attack_data yaml field: [uuid] => not found!!")
-                else:
-                    continue           
-
-        return needed_yaml_field_cache
+        else:
+            # This runs ONLY if the loop never hits 'return' or 'break'
+            ColorPrint.print_error_fg("[-][ERROR]: No matching YAML file was found during iteration!")
+            return {}
 
     def create_metadata_cache(self, yaml_data: yaml) -> dict:
         """Create a metadata cache from the YAML data."""
@@ -474,7 +474,7 @@ def attack_data_replay_cmd(self, needed_replay_yaml_field:dict, index_value:str)
         attack_data_yml_file_path = needed_replay_yaml_field['attack_data_yml_file_path']
 
         if not os.path.isdir(os.path.expanduser(self.read_config_settings('attack_data_dir_path'))):
-            ColorPrint.print_error_fg("[+][. ERROR]: ... The attack data folder path in config is invalid or not exist.")
+            ColorPrint.print_error_fg("[-][. ERROR]: ... The attack data folder path in config is invalid or not exist.")
             return False
         
         try:

From 505d4fceec3a731b7da0e6d96b95d97f162d59e3 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Fri, 28 Nov 2025 10:56:11 +0100
Subject: [PATCH 11/12] total_replay_tool

---
 total_replay/utility/utility_helper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
index 0b7000a9..59a68f6c 100644
--- a/total_replay/utility/utility_helper.py
+++ b/total_replay/utility/utility_helper.py
@@ -375,7 +375,7 @@ def locate_associated_attack_data_yaml_file(self, attack_data_link:str, attack_d
                         ColorPrint.print_warning_fg(f"[!][WARNING]: ... attack_data yaml field: [uuid] => not found!!")
         else:
             # This runs ONLY if the loop never hits 'return' or 'break'
-            ColorPrint.print_error_fg("[-][ERROR]: No matching YAML file was found during iteration!")
+            ColorPrint.print_error_fg("[-][ERROR]: No matching YAML file was found during iteration!!")
             return {}
 
     def create_metadata_cache(self, yaml_data: yaml) -> dict:

From de1d695c49ee6c91390bcee24136c2ca23a95a56 Mon Sep 17 00:00:00 2001
From: Teoderick Contreras <tcontreras@splunk.com>
Date: Fri, 28 Nov 2025 11:02:36 +0100
Subject: [PATCH 12/12] total_replay_tool

---
 total_replay/utility/utility_helper.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/total_replay/utility/utility_helper.py b/total_replay/utility/utility_helper.py
index 59a68f6c..552d1671 100644
--- a/total_replay/utility/utility_helper.py
+++ b/total_replay/utility/utility_helper.py
@@ -375,7 +375,7 @@ def locate_associated_attack_data_yaml_file(self, attack_data_link:str, attack_d
                         ColorPrint.print_warning_fg(f"[!][WARNING]: ... attack_data yaml field: [uuid] => not found!!")
         else:
             # This runs ONLY if the loop never hits 'return' or 'break'
-            ColorPrint.print_error_fg("[-][ERROR]: No matching YAML file was found during iteration!!")
+            ColorPrint.print_error_fg("[-][. ERROR]: ... No matching YAML file was found during iteration!")
             return {}
 
     def create_metadata_cache(self, yaml_data: yaml) -> dict: