Adding indicator to matched results

This way when a detection is logged, the user can know which STIX2
file was matched by the module

docs/iocs.md

@@ -41,6 +41,6 @@ export MVT_STIX2="/home/user/IOC1.stix2:/home/user/IOC2.stix2"
     - [Predator from Cytrox](https://citizenlab.ca/2021/12/pegasus-vs-predator-dissidents-doubly-infected-iphone-reveals-cytrox-mercenary-spyware/) ([STIX2](https://raw.githubusercontent.com/AmnestyTech/investigations/master/2021-12-16_cytrox/cytrox.stix2))
 - [This repository](https://github.com/Te-k/stalkerware-indicators) contains IOCs for Android stalkerware including [a STIX MVT-compatible file](https://raw.githubusercontent.com/Te-k/stalkerware-indicators/master/stalkerware.stix2).
 
-You can automaticallly download the latest public indicator files with the command `mvt-ios download-iocs` or `mvt-android download-iocs`.
+You can automaticallly download the latest public indicator files with the command `mvt-ios download-iocs` or `mvt-android download-iocs`. These commands download the list of indicators listed [here](https://github.com/mvt-project/mvt/blob/main/public_indicators.json) and store them in the [appdir](https://pypi.org/project/appdirs/) folder. They are then loaded automatically by mvt.
 
 Please [open an issue](https://github.com/mvt-project/mvt/issues/) to suggest new sources of STIX-formatted IOCs.

mvt/android/cli.py

@@ -139,7 +139,7 @@ def check_adb(ctx, iocs, output, fast, list_modules, module, serial):
 
         m = adb_module(output_folder=output, fast_mode=fast,
                        log=logging.getLogger(adb_module.__module__))
-        if indicators.ioc_count:
+        if indicators.total_ioc_count:
             m.indicators = indicators
             m.indicators.log = m.log
         if serial:
@@ -190,7 +190,7 @@ def check_backup(ctx, iocs, output, backup_path, serial):
     for module in BACKUP_MODULES:
         m = module(base_folder=backup_path, output_folder=output,
                    log=logging.getLogger(module.__module__))
-        if indicators.ioc_count:
+        if indicators.total_ioc_count:
             m.indicators = indicators
             m.indicators.log = m.log
         if serial:

mvt/android/modules/adb/files.py

@@ -89,10 +89,6 @@ class Files(AndroidExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_file_name(result["path"]):
-                self.log.warning("Found a known suspicous filename at path: \"%s\"", result["path"])
-                self.detected.append(result)
-
             if self.indicators.check_file_path(result["path"]):
                 self.log.warning("Found a known suspicous file at path: \"%s\"", result["path"])
                 self.detected.append(result)

mvt/android/modules/adb/packages.py

@@ -95,6 +95,9 @@ class Packages(AndroidExtraction):
         self._adb_connect()
 
         packages = self._adb_command("pm list packages -U -u -i -f")
+        if packages.strip() == "Error: Unknown option: -U":
+            packages = self._adb_command("pm list packages -u -i -f")
+
         for line in packages.split("\n"):
             line = line.strip()
             if not line.startswith("package:"):

mvt/common/version.py

@@ -6,7 +6,7 @@
 import requests
 from packaging import version
 
-MVT_VERSION = "1.4.4"
+MVT_VERSION = "1.4.7"
 
 
 def check_for_updates():

mvt/ios/cli.py

@@ -168,7 +168,7 @@ def check_backup(ctx, iocs, output, fast, backup_path, list_modules, module):
         m = backup_module(base_folder=backup_path, output_folder=output, fast_mode=fast,
                           log=logging.getLogger(backup_module.__module__))
         m.is_backup = True
-        if indicators.ioc_count:
+        if indicators.total_ioc_count > 0:
             m.indicators = indicators
             m.indicators.log = m.log
 
@@ -182,6 +182,10 @@ def check_backup(ctx, iocs, output, fast, backup_path, list_modules, module):
         if len(timeline_detected) > 0:
             save_timeline(timeline_detected, os.path.join(output, "timeline_detected.csv"))
 
+    if len(timeline_detected) > 0:
+        log.warning("The analysis of the backup produced %d detections!",
+                len(timeline_detected))
+
 
 #==============================================================================
 # Command: check-fs
@@ -225,7 +229,7 @@ def check_fs(ctx, iocs, output, fast, dump_path, list_modules, module):
                       log=logging.getLogger(fs_module.__module__))
 
         m.is_fs_dump = True
-        if indicators.ioc_count:
+        if indicators.total_ioc_count > 0:
             m.indicators = indicators
             m.indicators.log = m.log
 
@@ -239,20 +243,23 @@ def check_fs(ctx, iocs, output, fast, dump_path, list_modules, module):
         if len(timeline_detected) > 0:
             save_timeline(timeline_detected, os.path.join(output, "timeline_detected.csv"))
 
+    if len(timeline_detected) > 0:
+        log.warning("The analysis of the filesystem produced %d detections!",
+                    len(timeline_detected))
 
 #==============================================================================
 # Command: check-iocs
 #==============================================================================
 @cli.command("check-iocs", help="Compare stored JSON results to provided indicators")
 @click.option("--iocs", "-i", type=click.Path(exists=True), multiple=True,
-              default=[], required=True, help=HELP_MSG_IOC)
+              default=[], help=HELP_MSG_IOC)
 @click.option("--list-modules", "-l", is_flag=True, help=HELP_MSG_LIST_MODULES)
 @click.option("--module", "-m", help=HELP_MSG_MODULE)
 @click.argument("FOLDER", type=click.Path(exists=True))
 @click.pass_context
 def check_iocs(ctx, iocs, list_modules, module, folder):
     all_modules = []
-    for entry in BACKUP_MODULES + FS_MODULES:
+    for entry in BACKUP_MODULES + FS_MODULES + MIXED_MODULES:
         if entry not in all_modules:
             all_modules.append(entry)
 
@@ -268,6 +275,7 @@ def check_iocs(ctx, iocs, list_modules, module, folder):
     indicators = Indicators(log=log)
     indicators.load_indicators_files(iocs)
 
+    total_detections = 0
     for file_name in os.listdir(folder):
         name_only, ext = os.path.splitext(file_name)
         file_path = os.path.join(folder, file_name)
@@ -284,7 +292,7 @@ def check_iocs(ctx, iocs, list_modules, module, folder):
 
             m = iocs_module.from_json(file_path,
                                       log=logging.getLogger(iocs_module.__module__))
-            if indicators.ioc_count:
+            if indicators.total_ioc_count > 0:
                 m.indicators = indicators
                 m.indicators.log = m.log
 
@@ -292,6 +300,12 @@ def check_iocs(ctx, iocs, list_modules, module, folder):
                 m.check_indicators()
             except NotImplementedError:
                 continue
+            else:
+                total_detections += len(m.detected)
+
+    if total_detections > 0:
+        log.warning("The check of the results produced %d detections!",
+                    total_detections)
 
 
 #==============================================================================

mvt/ios/modules/backup/configuration_profiles.py

@@ -46,8 +46,10 @@ class ConfigurationProfiles(IOSExtraction):
                 payload_content = result["plist"]["PayloadContent"][0]
 
                 # Alert on any known malicious configuration profiles in the indicator list.
-                if self.indicators.check_profile(result["plist"]["PayloadUUID"]):
+                ioc = self.indicators.check_profile(result["plist"]["PayloadUUID"])
+                if ioc:
                     self.log.warning(f"Found a known malicious configuration profile \"{result['plist']['PayloadDisplayName']}\" with UUID '{result['plist']['PayloadUUID']}'.")
+                    result["matched_indicator"] = ioc
                     self.detected.append(result)
                     continue
 

mvt/ios/modules/backup/manifest.py

@@ -72,9 +72,7 @@ class Manifest(IOSExtraction):
             return
 
         for result in self.results:
-            if "relative_path" not in result:
-                continue
-            if not result["relative_path"]:
+            if not result.get("relative_path"):
                 continue
 
             if result["domain"]:
@@ -83,16 +81,15 @@ class Manifest(IOSExtraction):
                     self.detected.append(result)
                     continue
 
-            if self.indicators.check_file_name(result["relative_path"]):
-                self.log.warning("Found a known malicious file at path: %s", result["relative_path"])
+            if self.indicators.check_file_path("/" + result["relative_path"]):
                 self.detected.append(result)
                 continue
 
-            relPath = result["relative_path"].lower()
-            for ioc in self.indicators.ioc_domains:
-                if ioc.lower() in relPath:
+            rel_path = result["relative_path"].lower()
+            for ioc in self.indicators.get_iocs("domains"):
+                if ioc["value"].lower() in rel_path:
                     self.log.warning("Found mention of domain \"%s\" in a backup file with path: %s",
-                                     ioc, relPath)
+                                     ioc["value"], rel_path)
                     self.detected.append(result)
 
     def run(self):

mvt/ios/modules/fs/analytics.py

@@ -37,20 +37,24 @@ class Analytics(IOSExtraction):
             return
 
         for result in self.results:
-            for ioc in self.indicators.ioc_processes:
-                for key in result.keys():
-                    if ioc == result[key]:
-                        self.log.warning("Found mention of a malicious process \"%s\" in %s file at %s",
-                                         ioc, result["artifact"], result["timestamp"])
-                        self.detected.append(result)
-                        break
-            for ioc in self.indicators.ioc_domains:
-                for key in result.keys():
-                    if ioc in str(result[key]):
-                        self.log.warning("Found mention of a malicious domain \"%s\" in %s file at %s",
-                                         ioc, result["artifact"], result["timestamp"])
-                        self.detected.append(result)
-                        break
+            for value in result.values():
+                if not isinstance(value, str):
+                    continue
+
+                ioc = self.indicators.check_process(value)
+                if ioc:
+                    self.log.warning("Found mention of a malicious process \"%s\" in %s file at %s",
+                                     value, result["artifact"], result["timestamp"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
+                    continue
+
+                ioc = self.indicators.check_domain(value)
+                if ioc:
+                    self.log.warning("Found mention of a malicious domain \"%s\" in %s file at %s",
+                                     value, result["artifact"], result["timestamp"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
 
     def _extract_analytics_data(self):
         artifact = self.file_path.split("/")[-1]
@@ -101,6 +105,7 @@ class Analytics(IOSExtraction):
                 timestamp = ""
                 data = plistlib.loads(row[1])
                 data["timestamp"] = timestamp
+
             data["artifact"] = artifact
 
             self.results.append(data)

mvt/ios/modules/fs/cache_files.py

@@ -34,13 +34,15 @@ class CacheFiles(IOSExtraction):
             return
 
         self.detected = {}
-        for key, items in self.results.items():
-            for item in items:
-                if self.indicators.check_domain(item["url"]):
+        for key, values in self.results.items():
+            for value in values:
+                ioc = self.indicators.check_domain(value["url"])
+                if ioc:
+                    value["matched_indicator"] = ioc
                     if key not in self.detected:
-                        self.detected[key] = [item, ]
+                        self.detected[key] = [value, ]
                     else:
-                        self.detected[key].append(item)
+                        self.detected[key].append(value)
 
     def _process_cache_file(self, file_path):
         self.log.info("Processing cache file at path: %s", file_path)

mvt/ios/modules/fs/filesystem.py

@@ -37,23 +37,25 @@ class Filesystem(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_file(result["path"]):
-                self.log.warning("Found a known malicious file name at path: %s", result["path"])
+            if "path" not in result:
+                continue
+
+            ioc = self.indicators.check_file_path(result["path"])
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
-            if self.indicators.check_file_path(result["path"]):
-                self.log.warning("Found a known malicious file path at path: %s", result["path"])
-                self.detected.append(result)
-
-            # If we are instructed to run fast, we skip this.
+            # If we are instructed to run fast, we skip the rest.
             if self.fast_mode:
-                self.log.info("Flag --fast was enabled: skipping extended search for suspicious files/processes")
-            else:
-                for ioc in self.indicators.ioc_processes:
-                    parts = result["path"].split("/")
-                    if ioc in parts:
-                        self.log.warning("Found a known malicious file/process at path: %s", result["path"])
-                        self.detected.append(result)
+                continue
+
+            for ioc in self.indicators.get_iocs("processes"):
+                parts = result["path"].split("/")
+                if ioc["value"] in parts:
+                    self.log.warning("Found known suspicious process name mentioned in file at path \"%s\" matching indicators from \"%s\"",
+                                     result["path"], ioc["name"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
 
     def run(self):
         for root, dirs, files in os.walk(self.base_folder):

mvt/ios/modules/fs/safari_favicon.py

@@ -37,7 +37,12 @@ class SafariFavicon(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_domain(result["url"]) or self.indicators.check_domain(result["icon_url"]):
+            ioc = self.indicators.check_domain(result["url"])
+            if not ioc:
+                ioc = self.indicators.check_domain(result["icon_url"])
+
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def _process_favicon_db(self, file_path):

mvt/ios/modules/fs/shutdownlog.py

@@ -34,12 +34,20 @@ class ShutdownLog(IOSExtraction):
             return
 
         for result in self.results:
-            for ioc in self.indicators.ioc_processes:
+            ioc = self.indicators.check_file_path(result["client"])
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
+                continue
+
+            for ioc in self.indicators.get_iocs("processes"):
                 parts = result["client"].split("/")
                 if ioc in parts:
                     self.log.warning("Found mention of a known malicious process \"%s\" in shutdown.log",
                                      ioc)
+                    result["matched_indicator"] = ioc
                     self.detected.append(result)
+                    continue
 
     def process_shutdownlog(self, content):
         current_processes = []

mvt/ios/modules/fs/webkit_base.py

@@ -18,9 +18,11 @@ class WebkitBase(IOSExtraction):
         if not self.indicators:
             return
 
-        for item in self.results:
-            if self.indicators.check_domain(item["url"]):
-                self.detected.append(item)
+        for result in self.results:
+            ioc = self.indicators.check_domain(result["url"])
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
 
     def _process_webkit_folder(self, root_paths):
         for found_path in self._get_fs_files_from_patterns(root_paths):

mvt/ios/modules/mixed/chrome_favicon.py

@@ -42,7 +42,12 @@ class ChromeFavicon(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_domain(result["url"]) or self.indicators.check_domain(result["icon_url"]):
+            ioc = self.indicators.check_domain(result["url"])
+            if not ioc:
+                ioc = self.indicators.check_domain(result["icon_url"])
+
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def run(self):

mvt/ios/modules/mixed/chrome_history.py

@@ -41,7 +41,9 @@ class ChromeHistory(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_domain(result["url"]):
+            ioc = self.indicators.check_domain(result["url"])
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def run(self):

mvt/ios/modules/mixed/firefox_favicon.py

@@ -40,8 +40,12 @@ class FirefoxFavicon(IOSExtraction):
             return
 
         for result in self.results:
-            if (self.indicators.check_domain(result.get("url", "")) or
-                    self.indicators.check_domain(result.get("history_url", ""))):
+            ioc = self.indicators.check_domain(result.get("url", ""))
+            if not ioc:
+                ioc = self.indicators.check_domain(result.get("history_url", ""))
+
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def run(self):

mvt/ios/modules/mixed/firefox_history.py

@@ -44,7 +44,9 @@ class FirefoxHistory(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_domain(result["url"]):
+            ioc = self.indicators.check_domain(result["url"])
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def run(self):

mvt/ios/modules/mixed/idstatuscache.py

@@ -43,7 +43,9 @@ class IDStatusCache(IOSExtraction):
         for result in self.results:
             if result.get("user", "").startswith("mailto:"):
                 email = result["user"][7:].strip("'")
-                if self.indicators.check_email(email):
+                ioc = self.indicators.check_email(email)
+                if ioc:
+                    result["matched_indicator"] = ioc
                     self.detected.append(result)
                     continue
 

mvt/ios/modules/mixed/locationd.py

@@ -41,13 +41,13 @@ class LocationdClients(IOSExtraction):
 
     def serialize(self, record):
         records = []
-        for ts in self.timestamps:
-            if ts in record.keys():
+        for timestamp in self.timestamps:
+            if timestamp in record.keys():
                 records.append({
-                    "timestamp": record[ts],
+                    "timestamp": record[timestamp],
                     "module": self.__class__.__name__,
-                    "event": ts,
-                    "data": f"{ts} from {record['package']}"
+                    "event": timestamp,
+                    "data": f"{timestamp} from {record['package']}"
                 })
 
         return records
@@ -60,8 +60,40 @@ class LocationdClients(IOSExtraction):
             parts = result["package"].split("/")
             proc_name = parts[len(parts)-1]
 
-            if self.indicators.check_process(proc_name):
+            ioc = self.indicators.check_process(proc_name)
+            if ioc:
+                self.log.warning("Found a suspicious process name in LocationD entry %s",
+                                 result["package"])
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
+                continue
+
+            if "BundlePath" in result:
+                ioc = self.indicators.check_file_path(result["BundlePath"])
+                if ioc:
+                    self.log.warning("Found a suspicious file path in Location D: %s",
+                                     result["BundlePath"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
+                    continue
+
+            if "Executable" in result:
+                ioc = self.indicators.check_file_path(result["Executable"])
+                if ioc:
+                    self.log.warning("Found a suspicious file path in Location D: %s",
+                                     result["Executable"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
+                    continue
+
+            if "Registered" in result:
+                ioc = self.indicators.check_file_path(result["Registered"])
+                if ioc:
+                    self.log.warning("Found a suspicious file path in Location D: %s",
+                                     result["Registered"])
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
+                    continue
 
     def _extract_locationd_entries(self, file_path):
         with open(file_path, "rb") as handle:

mvt/ios/modules/mixed/osanalytics_addaily.py

@@ -41,7 +41,9 @@ class OSAnalyticsADDaily(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_process(result["package"]):
+            ioc = self.indicators.check_process(result["package"])
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def run(self):

mvt/ios/modules/mixed/safari_browserstate.py

@@ -44,16 +44,22 @@ class SafariBrowserState(IOSExtraction):
             return
 
         for result in self.results:
-            if "tab_url" in result and self.indicators.check_domain(result["tab_url"]):
-                self.detected.append(result)
-                continue
+            if "tab_url" in result:
+                ioc = self.indicators.check_domain(result["tab_url"])
+                if ioc:
+                    result["matched_indicator"] = ioc
+                    self.detected.append(result)
+                    continue
 
             if "session_data" not in result:
                 continue
 
             for session_entry in result["session_data"]:
-                if "entry_url" in session_entry and self.indicators.check_domain(session_entry["entry_url"]):
-                    self.detected.append(result)
+                if "entry_url" in session_entry:
+                    ioc = self.indicators.check_domain(session_entry["entry_url"])
+                    if ioc:
+                        result["matched_indicator"] = ioc
+                        self.detected.append(result)
 
     def _process_browser_state_db(self, db_path):
         conn = sqlite3.connect(db_path)

mvt/ios/modules/mixed/safari_history.py

@@ -80,7 +80,9 @@ class SafariHistory(IOSExtraction):
             return
 
         for result in self.results:
-            if self.indicators.check_domain(result["url"]):
+            ioc = self.indicators.check_domain(result["url"])
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)
 
     def _process_history_db(self, history_path):

mvt/ios/modules/mixed/shortcuts.py

@@ -54,9 +54,11 @@ class Shortcuts(IOSExtraction):
         if not self.indicators:
             return
 
-        for action in self.results:
-            if self.indicators.check_domains(action["action_urls"]):
-                self.detected.append(action)
+        for result in self.results:
+            ioc = self.indicators.check_domains(result["action_urls"])
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
 
     def run(self):
         self._find_ios_database(backup_ids=SHORTCUT_BACKUP_IDS,

mvt/ios/modules/mixed/sms.py

@@ -41,10 +41,12 @@ class SMS(IOSExtraction):
         if not self.indicators:
             return
 
-        for message in self.results:
-            message_links = check_for_links(message.get("text", ""))
-            if self.indicators.check_domains(message_links):
-                self.detected.append(message)
+        for result in self.results:
+            message_links = check_for_links(result.get("text", ""))
+            ioc = self.indicators.check_domains(message_links)
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
 
     def run(self):
         self._find_ios_database(backup_ids=SMS_BACKUP_IDS,

mvt/ios/modules/mixed/tcc.py

@@ -66,6 +66,16 @@ class TCC(IOSExtraction):
                 "data": msg
             }
 
+    def check_indicators(self):
+        if not self.indicators:
+            return
+
+        for result in self.results:
+            ioc = self.indicators.check_process(result["client"])
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
+
     def process_db(self, file_path):
         conn = sqlite3.connect(file_path)
         cur = conn.cursor()

mvt/ios/modules/mixed/webkit_resource_load_statistics.py

@@ -37,7 +37,9 @@ class WebkitResourceLoadStatistics(IOSExtraction):
         self.detected = {}
         for key, items in self.results.items():
             for item in items:
-                if self.indicators.check_domain(item["registrable_domain"]):
+                ioc = self.indicators.check_domain(item["registrable_domain"])
+                if ioc:
+                    item["matched_indicator"] = ioc
                     if key not in self.detected:
                         self.detected[key] = [item, ]
                     else:

mvt/ios/modules/mixed/webkit_session_resource_log.py

@@ -66,7 +66,9 @@ class WebkitSessionResourceLog(IOSExtraction):
 
                 all_origins = set([entry["origin"]] + source_domains + destination_domains)
 
-                if self.indicators.check_domains(all_origins):
+                ioc = self.indicators.check_domains(all_origins)
+                if ioc:
+                    entry["matched_indicator"] = ioc
                     self.detected.append(entry)
 
                     redirect_path = ""

mvt/ios/modules/mixed/whatsapp.py

@@ -35,6 +35,7 @@ class Whatsapp(IOSExtraction):
         links_text = ""
         if record["links"]:
             links_text = " - Embedded links: " + ", ".join(record["links"])
+
         return {
             "timestamp": record.get("isodate"),
             "module": self.__class__.__name__,
@@ -46,9 +47,11 @@ class Whatsapp(IOSExtraction):
         if not self.indicators:
             return
 
-        for message in self.results:
-            if self.indicators.check_domains(message["links"]):
-                self.detected.append(message)
+        for result in self.results:
+            ioc = self.indicators.check_domains(result.get("links", []))
+            if ioc:
+                result["matched_indicator"] = ioc
+                self.detected.append(result)
 
     def run(self):
         self._find_ios_database(backup_ids=WHATSAPP_BACKUP_IDS,
@@ -83,14 +86,15 @@ class Whatsapp(IOSExtraction):
             message["isodate"] = convert_timestamp_to_iso(convert_mactime_to_unix(message.get("ZMESSAGEDATE")))
             message["ZTEXT"] = message["ZTEXT"] if message["ZTEXT"] else ""
 
-            # Extract links from the WhatsApp message. URLs can be stored in multiple fields/columns. Check each of them!
+            # Extract links from the WhatsApp message. URLs can be stored in multiple fields/columns.
+            # Check each of them!
             message_links = []
             fields_with_links = ["ZTEXT", "ZMATCHEDTEXT", "ZMEDIAURL", "ZCONTENT1", "ZCONTENT2"]
             for field in fields_with_links:
                 if message.get(field):
                     message_links.extend(check_for_links(message.get(field, "")))
 
-            # Remove WhatsApp internal media URLs
+            # Remove WhatsApp internal media URLs.
             filtered_links = []
             for link in message_links:
                 if not (link.startswith("https://mmg-fna.whatsapp.net/") or link.startswith("https://mmg.whatsapp.net/")):

mvt/ios/modules/net_base.py

@@ -237,5 +237,7 @@ class NetBase(IOSExtraction):
             if not result["proc_id"]:
                 continue
 
-            if self.indicators.check_process(proc_name):
+            ioc = self.indicators.check_process(proc_name)
+            if ioc:
+                result["matched_indicator"] = ioc
                 self.detected.append(result)