Document network access options

Co-authored-by: besendorf <janik@besendorf.org>

docs/android/intrusion_logs.md

@@ -0,0 +1,82 @@
+# Check Android Intrusion Logs
+
+Recent versions of Android can produce structured *Intrusion Logs* — newline-delimited JSON records derived from the platform's [SecurityLog API](https://developer.android.com/reference/android/app/admin/SecurityLog). Intrusion Logging is offered as a new option under Android's **Advanced Protection Mode**, which users can opt into on their device; no MDM or device-policy configuration is required. When enabled, these logs provide a high-fidelity record of process starts, DNS queries, outbound network connections, ADB activity, keyguard events, and other security-relevant operations. The initial Intrusion Logging feature was released for Android 16 in May 2026. The feature and supported events is likely to be expanded over time.
+
+For background on how this data source was introduced and why it is forensically valuable, see the Amnesty International Security Lab announcement: [Android Intrusion Logging as a new source of data for consensual forensic analysis](https://securitylab.amnesty.org/latest/2026/05/android-intrusion-logging-as-a-new-source-of-data-for-consensual-forensic-analysis/).
+
+## Recommended workflow: collect with AndroidQF
+
+[AndroidQF](https://github.com/mvt-project/androidqf) is the recommended way to acquire data from an Android device for analysis with MVT. During acquisition AndroidQF will prompt the user to also collect intrusion logs from the device, and writes them into an `intrusion-logs/` subdirectory of the acquisition output.
+
+When you analyse such an acquisition with `mvt-android check-androidqf`, MVT automatically detects the `intrusion-logs/` directory and runs the same intrusion-log checks described below — there is no need to invoke a separate command:
+
+```bash
+mvt-android check-androidqf --output /path/to/results/ /path/to/androidqf-output/
+```
+
+The device timezone is read from the AndroidQF acquisition (`getprop.txt`) and applied to event timestamps automatically.
+
+## Standalone command: `check-intrusion-logs`
+
+The `mvt-android check-intrusion-logs` command runs the intrusion-log analysis directly against a set of log files. Prefer the AndroidQF workflow above; use the standalone command when the intrusion logs were collected outside of an AndroidQF acquisition, or when re-analysing only a set of intrusion logs.
+
+## Expected input
+
+`check-intrusion-logs` accepts either:
+
+- a **directory** containing one or more `.txt` files (recursively), or
+- a **`.zip` archive** containing such `.txt` files (nested `.zip` archives are also walked).
+
+Each `.txt` file is expected to contain newline-delimited JSON, with one JSON object per line. Each object wraps a single event under a top-level key indicating its type, for example:
+
+```json
+{"dns_event": {"event_time": 1746979200000, "hostname": "example.com", "ip_addresses": ["93.184.216.34"], "package_name": "com.example.app"}}
+{"connect_event": {"event_time": 1746979201000, "ip_address": "93.184.216.34", "port": 443, "package_name": "com.example.app"}}
+{"security_event": {"event_time": 1746979202000, "tag": 210005, "data": ["..."]}}
+```
+
+Identical events that appear across multiple overlapping log files (e.g. daily rotations) are de-duplicated on a first-seen basis.
+
+## Running the analysis
+
+```bash
+mvt-android check-intrusion-logs --output /path/to/results/ /path/to/intrusion-logs/
+```
+
+A `.zip` archive can be passed directly in place of the directory:
+
+```bash
+mvt-android check-intrusion-logs --output /path/to/results/ /path/to/intrusion-logs.zip
+```
+
+### Options
+
+| Option | Description |
+| --- | --- |
+| `-i, --iocs PATH` | Path to a STIX2 indicator file. May be passed multiple times. |
+| `-o, --output PATH` | Directory where JSON results and the timeline CSV will be written. |
+| `-l, --list-modules` | List the available intrusion-log modules and exit. |
+| `-m, --module NAME` | Run a single module (e.g. `DnsEvent`) instead of all of them. |
+| `-t, --timezone TZ` | IANA timezone name for the device (e.g. `Europe/Paris`). When set, event timestamps are converted to the device's local time instead of UTC. |
+| `-v, --verbose` | Verbose logging. |
+
+## Modules
+
+The command runs the following modules over the parsed events:
+
+- **`DnsEvent`** — DNS resolution events. Hostnames and resolved IP addresses are checked against domain indicators, and the requesting `package_name` is checked against app-identifier indicators.
+- **`ConnectEvent`** — Outbound network connection events. Destination IPs (with localhost addresses skipped) are checked against domain indicators, and `package_name` is checked against app-identifier indicators.
+- **`SecurityEvent`** — Security log events keyed by Android `SecurityLog` tag IDs (e.g. `app_process_start`, `adb_shell_cmd`, `keyguard_dismissed`, `os_startup`, `cert_*` events). These are surfaced in the timeline to help reconstruct device activity around suspected events.
+
+All three modules share a single pre-parsing pass over the input, so adding more modules in the future does not multiply I/O cost. Additional modules will be added in the future to support new event types which are generated by the Intrusion Logging feature.
+
+## Interpreting results
+
+A successful IOC match raises a `CRITICAL` alert that includes the matched indicator, the offending event, and the event timestamp. Alerts are summarised at the end of the run and persisted alongside the per-module JSON results.
+
+When `--timezone` is provided, timestamps in the timeline and JSON output reflect the device's local wall-clock time. Otherwise timestamps are in UTC, consistent with the rest of MVT.
+
+## Limitations
+
+- This page assumes the intrusion logs have already been collected from the device. The recommended collection path is via AndroidQF (see above); intrusion logging itself must have been enabled on the device beforehand by opting into Android's Advanced Protection mode and also enabling the optional Intrusion Logging feature (see the [Amnesty blog post](https://securitylab.amnesty.org/latest/2026/05/android-intrusion-logging-as-a-new-source-of-data-for-consensual-forensic-analysis/) for details).
+- As with all IOC-based analysis, public indicators alone are not sufficient to conclude that a device is uncompromised. See the [Indicators of Compromise](../iocs.md) page for context.

docs/android/methodology.md

@@ -38,9 +38,17 @@ By separating artifact collection from forensic analysis, this approach ensures
 
 For more information, refer to the [AndroidQF project documentation](https://github.com/mvt-project/androidqf).
 
+## Android Intrusion Logs
+
+On devices where the user has opted into Android's [**Advanced Protection Mode**](https://support.google.com/android/answer/16339980) and turned on the optional Intrusion Logging featrue, Android can create and archive structured *Intrusion Logs* in an encrypted format. These logs record DNS queries, outbound network connections, process starts, ADB activity and other security-relevant events, and are a high-fidelity complement to the rest of an AndroidQF acquisition. The logs are generated on-device and encrypted before being stored in the Google account associated with the device. The encryption key is protected by the user device PIN. The intrusion log data is not accessible to Google.
+
+AndroidQF will prompt the user to download, decrypt and collect device intrusion logs as part of an acquisition. When they are present, `mvt-android check-androidqf` will automatically run the intrusion-log checks alongside the other AndroidQF modules — no extra command is required. This is the recommended workflow for Android forensic analysis with MVT.
+
+For cases where intrusion logs were collected outside of an AndroidQF acquisition, the standalone `mvt-android check-intrusion-logs` command can analyse them directly. See [Check Android Intrusion Logs](intrusion_logs.md) for details, and the [feature announcment from Amnesty International's Security Lab](https://securitylab.amnesty.org/latest/2026/05/android-intrusion-logging-as-a-new-source-of-data-for-consensual-forensic-analysis/) for background on the data source.
+
 ## Android Debug Bridge analysis removed
 
-The ability to analyze Android devices directly over ADB has been removed from MVT. Use AndroidQF for device acquisition and `mvt-android check-androidqf` for analysis.
+The ability to analyze Android devices directly over ADB has been removed from MVT. Direct extraction of data from ADB was error-prone and frequently resulted in inconsistent data collection between ADB and AndroidQF acquisitions. Use AndroidQF for device acquisition and `mvt-android check-androidqf` for analysis.
 
 ## Check an Android Backup (SMS messages)
 

docs/iocs.md

@@ -34,6 +34,25 @@ It is also possible to load STIX2 files automatically from the environment varia
 export MVT_STIX2="/home/user/IOC1.stix2:/home/user/IOC2.stix2"
 ```
 
+## Network Access
+
+When checking URL indicators, MVT follows recognized shortened URLs with an
+HTTP `HEAD` request. The following environment variables control these
+requests:
+
+- `MVT_NETWORK_ACCESS_ALLOWED` enables or disables network requests. It defaults
+  to `true`. Set it to `false` to prevent MVT from attempting to resolve
+  shortened URLs.
+- `MVT_NETWORK_TIMEOUT` sets the request timeout in seconds. It defaults to
+  `15`.
+
+For example, to run IOC checks without resolving shortened URLs:
+
+```bash
+MVT_NETWORK_ACCESS_ALLOWED=false mvt-ios check-iocs \
+    --iocs ~/iocs/malware.stix2 /path/to/iphone/output/
+```
+
 ## STIX2 Support
 
 So far MVT implements only a subset of [STIX2 specifications](https://docs.oasis-open.org/cti/stix/v2.1/csprd01/stix-v2.1-csprd01.html):
@@ -55,4 +74,3 @@ You can automaticallly download the latest public indicator files with the comma
 Please [open an issue](https://github.com/mvt-project/mvt/issues/) to suggest new sources of STIX-formatted IOCs.
 
 
-

mkdocs.yml

@@ -43,6 +43,7 @@ nav:
     - MVT for Android:
         - Android Forensic Methodology: "android/methodology.md"
         - Check an Android Backup (SMS messages): "android/backup.md"
+        - Check Android Intrusion Logs: "android/intrusion_logs.md"
     - Indicators of Compromise: "iocs.md"
     - Development: "development.md"
     - License: "license.md"

pyproject.toml

@@ -35,7 +35,7 @@ dependencies = [
     "pydantic-settings==2.13.1",
     "NSKeyedUnArchiver==1.5.2",
     "python-dateutil==2.9.0.post0",
-    "tzdata==2026.1",
+    "tzdata==2026.2",
 ]
 requires-python = ">= 3.10"
 

src/mvt/android/artifacts/dumpsys_accessibility.py

@@ -10,16 +10,20 @@ from .artifact import AndroidArtifact
 
 class DumpsysAccessibilityArtifact(AndroidArtifact):
     def check_indicators(self) -> None:
-        if not self.indicators:
-            return
-
         for result in self.results:
-            ioc_match = self.indicators.check_app_id(result["package_name"])
-            if ioc_match:
-                self.alertstore.critical(
-                    ioc_match.message, "", result, matched_indicator=ioc_match.ioc
+            if self.indicators:
+                ioc_match = self.indicators.check_app_id(result["package_name"])
+                if ioc_match:
+                    self.alertstore.critical(
+                        ioc_match.message, "", result, matched_indicator=ioc_match.ioc
+                    )
+                    continue
+
+            self.alertstore.medium(
+                f'Found accessibility service: "{result["service"]}"',
+                "",
+                result,
                 )
-                continue
 
     def parse(self, content: str) -> None:
         """

src/mvt/android/artifacts/dumpsys_adb.py

@@ -131,10 +131,17 @@ class DumpsysADBArtifact(AndroidArtifact):
             )
             return
 
-        # TODO: Parse AdbDebuggingManager line in output.
-        start_of_json = content.find(b"\n{") + 2
-        end_of_json = content.rfind(b"}\n") - 2
-        json_content = content[start_of_json:end_of_json].rstrip()
+        start_of_json = content.find(b"\n{")
+        if start_of_json == -1:
+            self.log.error("Unable to find ADB manager state in dumpsys output")
+            return
+
+        end_of_json = content.rfind(b"}\n")
+        if end_of_json == -1 or end_of_json <= start_of_json:
+            self.log.error("Unable to find complete ADB manager state in dumpsys output")
+            return
+
+        json_content = content[start_of_json + 2 : end_of_json - 2].rstrip()
 
         parsed = self.indented_dump_parser(json_content)
         if parsed.get("debugging_manager") is None:

src/mvt/android/artifacts/dumpsys_packages.py

@@ -14,9 +14,12 @@ from .artifact import AndroidArtifact
 
 class DumpsysPackagesArtifact(AndroidArtifact):
     def check_indicators(self) -> None:
+        alerted_root_packages = set()
         for result in self.results:
-            # XXX: De-duplication Package detections
             if result["package_name"] in ROOT_PACKAGES:
+                if result["package_name"] in alerted_root_packages:
+                    continue
+                alerted_root_packages.add(result["package_name"])
                 self.alertstore.medium(
                     f'Found an installed package related to rooting/jailbreaking: "{result["package_name"]}"',
                     "",
@@ -188,7 +191,7 @@ class DumpsysPackagesArtifact(AndroidArtifact):
         package = []
 
         in_package_list = False
-        for line in content.split("\n"):
+        for line in content.splitlines():
             if line.startswith("Packages:"):
                 in_package_list = True
                 continue

src/mvt/android/artifacts/processes.py

@@ -8,7 +8,7 @@ from .artifact import AndroidArtifact
 
 class Processes(AndroidArtifact):
     def parse(self, entry: str) -> None:
-        for line in entry.split("\n")[1:]:
+        for line in entry.splitlines()[1:]:
             proc = line.split()
 
             # Skip empty lines

src/mvt/android/artifacts/settings.py

@@ -67,11 +67,14 @@ class Settings(AndroidArtifact):
                     # Check if one of the dangerous settings is using an unsafe
                     # value (different than the one specified).
                     if danger["key"] == key and danger["safe_value"] != value:
-                        self.log.warning(
-                            'Found suspicious "%s" setting "%s = %s" (%s)',
-                            namespace,
-                            key,
-                            value,
-                            danger["description"],
+                        self.alertstore.medium(
+                            f'Found suspicious "{namespace}" setting "{key} = {value}" ({danger["description"]})',
+                            "",
+                            {
+                                "namespace": namespace,
+                                "key": key,
+                                "value": value,
+                                "description": danger["description"],
+                            },
                         )
                         break

src/mvt/android/artifacts/tombstone_crashes.py

@@ -101,8 +101,7 @@ class TombstoneCrashArtifact(AndroidArtifact):
                 continue
 
             if result.get("command_line", []):
-                command_name = result.get("command_line")[0].split("/")[-1]
-                command_name = result["command_line"][0]
+                command_name = result["command_line"][0].split("/")[-1]
                 ioc_match = self.indicators.check_process(command_name)
                 if ioc_match:
                     self.alertstore.critical(
@@ -200,7 +199,7 @@ class TombstoneCrashArtifact(AndroidArtifact):
             # eg. "Process uptime: 40s"
             tombstone[destination_key] = int(value_clean.rstrip("s"))
         elif destination_key == "command_line":
-            # XXX: Check if command line should be a single string in a list, or a list of strings.
+            # Wrap in list for consistency with protobuf format (repeated string).
             tombstone[destination_key] = [value_clean]
         else:
             tombstone[destination_key] = value_clean
@@ -262,7 +261,7 @@ class TombstoneCrashArtifact(AndroidArtifact):
     @staticmethod
     def _parse_timestamp_string(timestamp: str) -> str:
         timestamp_parsed = parser.parse(timestamp)
-        # HACK: Swap the local timestamp to UTC, so keep the original time and avoid timezone conversion.
+        # Preserve the source wall-clock time while returning the project-wide ISO format.
         local_timestamp = timestamp_parsed.replace(tzinfo=datetime.timezone.utc)
         return convert_datetime_to_iso(local_timestamp)
 

src/mvt/android/cli.py

@@ -355,7 +355,13 @@ def check_intrusion_logs(
 @click.argument("FOLDER", type=click.Path(exists=True))
 @click.pass_context
 def check_iocs(ctx, iocs, list_modules, module, folder):
-    cmd = CmdCheckIOCS(target_path=folder, ioc_files=iocs, module_name=module)
+    cmd = CmdCheckIOCS(
+        target_path=folder,
+        ioc_files=iocs,
+        module_name=module,
+        disable_version_check=_get_disable_flags(ctx)[0],
+        disable_indicator_check=_get_disable_flags(ctx)[1],
+    )
     cmd.modules = (
         BACKUP_MODULES + BUGREPORT_MODULES + ANDROIDQF_MODULES + INTRUSION_LOGS_MODULES
     )

src/mvt/android/modules/androidqf/aqf_files.py

@@ -41,7 +41,7 @@ class AQFFiles(AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -107,16 +107,16 @@ class AQFFiles(AndroidQFModule):
                     msg = f'Found {file_type}file at suspicious path "{result["path"]}"'
                     self.alertstore.high(msg, "", result)
 
-            if result.get("sha256", "") == "":
-                continue
-
-            ioc_match = self.indicators.check_file_hash(result.get("sha256") or "")
-            if ioc_match:
-                self.alertstore.critical(
-                    ioc_match.message, "", result, matched_indicator=ioc_match.ioc
-                )
-
-            # TODO: adds SHA1 and MD5 when available in MVT
+            for hash_key in ("sha256", "sha1", "md5"):
+                file_hash = result.get(hash_key, "")
+                if not file_hash:
+                    continue
+                ioc_match = self.indicators.check_file_hash(file_hash)
+                if ioc_match:
+                    self.alertstore.critical(
+                        ioc_match.message, "", result, matched_indicator=ioc_match.ioc
+                    )
+                    break
 
     def run(self) -> None:
         if timezone := self._get_device_timezone():
@@ -131,7 +131,7 @@ class AQFFiles(AndroidQFModule):
                 data = json.loads(rawdata)
             except json.decoder.JSONDecodeError:
                 data = []
-                for line in rawdata.split("\n"):
+                for line in rawdata.splitlines():
                     if line.strip() == "":
                         continue
                     data.append(json.loads(line))
@@ -142,11 +142,11 @@ class AQFFiles(AndroidQFModule):
                         utc_timestamp = datetime.datetime.fromtimestamp(
                             file_data[ts], tz=datetime.timezone.utc
                         )
-                        # Convert the UTC timestamp to local tiem on Android device's local timezone
+                        # Convert the UTC timestamp to local time on Android device's local timezone
                         local_timestamp = utc_timestamp.astimezone(device_timezone)
 
-                        # HACK: We only output the UTC timestamp in convert_datetime_to_iso, we
-                        # set the timestamp timezone to UTC, to avoid the timezone conversion again.
+                        # Preserve the device-local wall-clock time while using
+                        # the project-wide ISO conversion helper.
                         local_timestamp = local_timestamp.replace(
                             tzinfo=datetime.timezone.utc
                         )

src/mvt/android/modules/androidqf/aqf_getprop.py

@@ -22,7 +22,7 @@ class AQFGetProp(GetPropArtifact, AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -32,7 +32,7 @@ class AQFGetProp(GetPropArtifact, AndroidQFModule):
             log=log,
             results=results,
         )
-        self.results: list = []
+        self.results: list = [] if results is None else results
 
     def run(self) -> None:
         getprop_files = self._get_files_by_pattern("*/getprop.txt")

src/mvt/android/modules/androidqf/aqf_log_timestamps.py

@@ -27,7 +27,7 @@ class AQFLogTimestamps(FileTimestampsArtifact, AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/androidqf/aqf_packages.py

@@ -30,7 +30,7 @@ class AQFPackages(AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/androidqf/aqf_processes.py

@@ -22,7 +22,7 @@ class AQFProcesses(ProcessesArtifact, AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/androidqf/aqf_settings.py

@@ -22,7 +22,7 @@ class AQFSettings(SettingsArtifact, AndroidQFModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -32,7 +32,7 @@ class AQFSettings(SettingsArtifact, AndroidQFModule):
             log=log,
             results=results,
         )
-        self.results: dict = {}
+        self.results: dict = results if results is not None else {}
 
     def run(self) -> None:
         for setting_file in self._get_files_by_pattern("*/settings_*.txt"):
@@ -40,7 +40,7 @@ class AQFSettings(SettingsArtifact, AndroidQFModule):
 
             self.results[namespace] = {}
             data = self._get_file_content(setting_file)
-            for line in data.decode("utf-8").split("\n"):
+            for line in data.decode("utf-8").splitlines():
                 line = line.strip()
                 try:
                     key, value = line.split("=", 1)

src/mvt/android/modules/androidqf/base.py

@@ -23,7 +23,7 @@ class AndroidQFModule(MVTModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/androidqf/mounts.py

@@ -32,7 +32,7 @@ class Mounts(MountsArtifact, AndroidQFModule):
             log=log,
             results=results,
         )
-        self.results: list = []
+        self.results: list = [] if results is None else results
 
     def run(self) -> None:
         """
@@ -66,6 +66,9 @@ class Mounts(MountsArtifact, AndroidQFModule):
                 # AndroidQF format: array of strings like
                 # "/dev/block/dm-12 on / type ext4 (ro,seclabel,noatime)"
                 mount_content = "\n".join(json_data)
+            else:
+                self.log.error("Expected mounts.json to contain a list of mount lines")
+                return
             self.parse(mount_content)
         except Exception as exc:
             self.log.error("Failed to parse mount information: %s", exc)

src/mvt/android/modules/androidqf/sms.py

@@ -21,10 +21,6 @@ from .base import AndroidQFModule
 class SMS(AndroidQFModule):
     """
     This module analyse SMS file in backup
-
-    XXX: We should also de-duplicate this AQF module, but first we
-    need to add tests for loading encrypted SMS backups through the backup
-    sub-module.
     """
 
     def __init__(

src/mvt/android/modules/backup/base.py

@@ -22,7 +22,7 @@ class BackupModule(MVTModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/backup/sms.py

@@ -20,7 +20,7 @@ class SMS(BackupModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/base.py

@@ -23,7 +23,7 @@ class BugReportModule(MVTModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_accessibility.py

@@ -22,7 +22,7 @@ class DumpsysAccessibility(DumpsysAccessibilityArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_activities.py

@@ -24,7 +24,7 @@ class DumpsysActivities(DumpsysPackageActivitiesArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_adb_state.py

@@ -22,7 +22,7 @@ class DumpsysADBState(DumpsysADBArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_appops.py

@@ -22,7 +22,7 @@ class DumpsysAppops(DumpsysAppopsArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_battery_daily.py

@@ -22,7 +22,7 @@ class DumpsysBatteryDaily(DumpsysBatteryDailyArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_battery_history.py

@@ -22,7 +22,7 @@ class DumpsysBatteryHistory(DumpsysBatteryHistoryArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_dbinfo.py

@@ -24,7 +24,7 @@ class DumpsysDBInfo(DumpsysDBInfoArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_getprop.py

@@ -22,7 +22,7 @@ class DumpsysGetProp(GetPropArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_packages.py

@@ -23,7 +23,7 @@ class DumpsysPackages(DumpsysPackagesArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/dumpsys_platform_compat.py

@@ -22,7 +22,7 @@ class DumpsysPlatformCompat(DumpsysPlatformCompatArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -42,8 +42,10 @@ class DumpsysPlatformCompat(DumpsysPlatformCompatArtifact, BugReportModule):
             )
             return
 
-        data = data.decode("utf-8", errors="replace")
-        content = self.extract_dumpsys_section(data, "DUMP OF SERVICE platform_compat:")
+        decoded_data = data.decode("utf-8", errors="replace")
+        content = self.extract_dumpsys_section(
+            decoded_data, "DUMP OF SERVICE platform_compat:"
+        )
         self.parse(content)
 
         self.log.info("Found %d uninstalled apps", len(self.results))

src/mvt/android/modules/bugreport/dumpsys_receivers.py

@@ -22,7 +22,7 @@ class DumpsysReceivers(DumpsysReceiversArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/fs_timestamps.py

@@ -24,7 +24,7 @@ class BugReportTimestamps(FileTimestampsArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/modules/bugreport/tombstones.py

@@ -23,7 +23,7 @@ class Tombstones(TombstoneCrashArtifact, BugReportModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/android/parsers/backup.py

@@ -29,9 +29,6 @@ class InvalidBackupPassword(AndroidBackupParsingError):
     pass
 
 
-# TODO: Need to clean all the following code and conform it to the coding style.
-
-
 def to_utf8_bytes(input_bytes):
     output = []
     for byte in input_bytes:
@@ -157,13 +154,13 @@ def decrypt_backup_data(encrypted_backup, password, encryption_algo, format_vers
         checksum_salt=checksum_salt,
     )
 
-    # Decrypt and unpad backup data using derivied key.
+    # Decrypt and unpad backup data using derived key.
     cipher = Cipher(algorithms.AES(master_key), modes.CBC(master_iv))
     decryptor = cipher.decryptor()
     decrypted_tar = decryptor.update(encrypted_data) + decryptor.finalize()
 
     unpadder = padding.PKCS7(128).unpadder()
-    return unpadder.update(decrypted_tar)
+    return unpadder.update(decrypted_tar) + unpadder.finalize()
 
 
 def parse_backup_file(data, password=None):
@@ -210,6 +207,8 @@ def parse_tar_for_sms(data):
                 or member.name.endswith("_mms_backup")
             ):
                 dhandler = tar.extractfile(member)
+                if not dhandler:
+                    continue
                 res.extend(parse_sms_file(dhandler.read()))
 
     return res

src/mvt/common/alerts.py

@@ -219,7 +219,7 @@ class AlertStore:
         return alerts
 
     def save_timeline(self, timeline_path: str) -> None:
-        with open(timeline_path, "a+", encoding="utf-8") as handle:
+        with open(timeline_path, "w", encoding="utf-8") as handle:
             csvoutput = csv.writer(
                 handle,
                 delimiter=",",

src/mvt/common/artifact.py

@@ -8,5 +8,6 @@ from .module import MVTModule
 class Artifact(MVTModule):
     """Base class for artifacts.
 
-    XXX: Inheriting from MVTModule to have the same signature as other modules. Not sure if this is a good idea.
+    Artifacts share the MVTModule lifecycle so commands can run artifacts and
+    extraction modules through the same interface.
     """

src/mvt/common/command.py

@@ -273,7 +273,6 @@ class Command:
             ):
                 continue
 
-            # FIXME: do we need the logger here
             module_logger = logging.getLogger(module.__module__)
 
             m = module(

src/mvt/common/module.py

@@ -51,7 +51,7 @@ class MVTModule:
         results_path: Optional[str] = None,
         module_options: Optional[Dict[str, Any]] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         """Initialize module.
 
@@ -71,15 +71,13 @@ class MVTModule:
         self.file_path: Optional[str] = file_path
         self.target_path: Optional[str] = target_path
         self.results_path: Optional[str] = results_path
-        self.module_options: Optional[Dict[str, Any]] = (
-            module_options if module_options else {}
-        )
+        self.module_options: Dict[str, Any] = module_options if module_options else {}
 
         self.log = log
         self.indicators: Optional[Indicators] = None
         self.alertstore: AlertStore = AlertStore(log=log)
 
-        self.results: ModuleResults = results if results else []
+        self.results: ModuleResults = results if results is not None else []
         self.timeline: ModuleTimeline = []
 
     @classmethod
@@ -109,11 +107,14 @@ class MVTModule:
         name = self.get_slug()
 
         if self.results:
+            converted_results: Any
             if isinstance(self.results, dict):
                 converted_results = self.results
             else:
                 converted_results = [
-                    asdict(result) if is_dataclass(result) else result
+                    asdict(result)
+                    if is_dataclass(result) and not isinstance(result, type)
+                    else result
                     for result in self.results
                 ]
             results_file_name = f"{name}.json"
@@ -259,7 +260,7 @@ def save_timeline(timeline: list, timeline_path: str, is_utc: bool = True) -> No
     :param timeline_path: Path to the csv file to store the timeline to
 
     """
-    with open(timeline_path, "a+", encoding="utf-8") as handle:
+    with open(timeline_path, "w", encoding="utf-8") as handle:
         csvoutput = csv.writer(
             handle, delimiter=",", quotechar='"', quoting=csv.QUOTE_ALL, escapechar="\\"
         )

src/mvt/common/module_types.py

@@ -16,7 +16,10 @@ from typing import Any, Dict, List, Union
 ModuleAtomicResult = Dict[str, Any]
 
 
-ModuleResults = List[ModuleAtomicResult]
+# Extraction modules historically use either a list of records or grouped
+# dictionaries keyed by source path. Keep this alias broad until those shapes
+# are modeled per module.
+ModuleResults = Any
 
 
 @dataclass

src/mvt/common/updates.py

@@ -180,10 +180,8 @@ class IndicatorsUpdates:
     def _get_remote_file_latest_commit(
         self, owner: str, repo: str, branch: str, path: str
     ) -> int:
-        # TODO: The branch is currently not taken into consideration.
-        #       How do we specify which branch to look up to the API?
         file_commit_url = (
-            f"https://api.github.com/repos/{owner}/{repo}/commits?path={path}"
+            f"https://api.github.com/repos/{owner}/{repo}/commits?path={path}&sha={branch}"
         )
         try:
             res = requests.get(file_commit_url, timeout=5)

src/mvt/common/url.py

@@ -3,11 +3,16 @@
 # Use of this software is governed by the MVT License 1.1 that can be found at
 #   https://license.mvt.re/1.1/
 
+import logging
 from typing import Optional
 
 import requests
 from tld import get_tld
 
+from .config import settings
+
+log = logging.getLogger(__name__)
+
 SHORTENER_DOMAINS = [
     "0rz.tw",
     "1drv.ms",
@@ -375,7 +380,16 @@ class URL:
 
     def unshorten(self) -> Optional[str]:
         """Unshorten the URL by requesting an HTTP HEAD response."""
-        res = requests.head(self.url)
+
+        if settings.NETWORK_ACCESS_ALLOWED is False:
+            log.info(
+                "Network access disabled (MVT_NETWORK_ACCESS_ALLOWED=False), "
+                "skipping unshorten for %s",
+                self.url,
+            )
+            return ""
+
+        res = requests.head(self.url, timeout=settings.NETWORK_TIMEOUT)
         if str(res.status_code).startswith("30"):
             return res.headers["Location"]
 

src/mvt/common/utils.py

@@ -123,10 +123,9 @@ def convert_mactime_to_datetime(timestamp: Union[int, float], from_2001: bool =
     if from_2001:
         timestamp = timestamp + 978307200
 
-    # TODO: This is rather ugly. Happens sometimes with invalid timestamps.
     try:
         return convert_unix_to_utc_datetime(timestamp)
-    except Exception:
+    except (OSError, OverflowError, ValueError):
         return None
 
 

src/mvt/common/version.py

@@ -3,4 +3,4 @@
 # Use of this software is governed by the MVT License 1.1 that can be found at
 #   https://license.mvt.re/1.1/
 
-MVT_VERSION = "2026.4.28"
+MVT_VERSION = "2026.5.12"

src/mvt/ios/data/ios_versions.json

@@ -911,6 +911,10 @@
         "version": "15.8.7",
         "build": "19H411"
     },
+    {
+        "version": "15.8.8",
+        "build": "19H422"
+    },
     {
         "build": "20A362",
         "version": "16.0"
@@ -1028,6 +1032,10 @@
         "version": "16.7.15",
         "build": "20H380"
     },
+    {
+        "version": "16.7.16",
+        "build": "20H392"
+    },
     {
         "version": "17.0",
         "build": "21A327"
@@ -1204,6 +1212,10 @@
         "version": "18.7.8",
         "build": "22H352"
     },
+    {
+        "version": "18.7.9",
+        "build": "22H355"
+    },
     {
         "version": "26",
         "build": "23A341"
@@ -1239,5 +1251,9 @@
     {
         "version": "26.4.2",
         "build": "23E261"
+    },
+    {
+        "version": "26.5",
+        "build": "23F77"
     }
 ]

src/mvt/ios/modules/backup/backup_info.py

@@ -25,7 +25,7 @@ class BackupInfo(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -36,7 +36,7 @@ class BackupInfo(IOSExtraction):
             results=results,
         )
 
-        self.results: dict = {}
+        self.results: dict = results if results is not None else {}
 
     def run(self) -> None:
         if not self.target_path:

src/mvt/ios/modules/backup/configuration_profiles.py

@@ -33,7 +33,7 @@ class ConfigurationProfiles(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -85,6 +85,35 @@ class ConfigurationProfiles(IOSExtraction):
                     self.alertstore.medium(warning_message, "", result)
                     continue
 
+    @staticmethod
+    def _b64encode_key(d: dict, key: str) -> None:
+        if key in d:
+            d[key] = b64encode(d[key])
+
+    @staticmethod
+    def _b64encode_keys(d: dict, keys: list) -> None:
+        for key in keys:
+            if key in d:
+                d[key] = b64encode(d[key])
+
+    def _b64encode_plist_bytes(self, plist: dict) -> None:
+        """Encode binary plist values to base64 for JSON serialization."""
+        if "SignerCerts" in plist:
+            plist["SignerCerts"] = [b64encode(x) for x in plist["SignerCerts"]]
+
+        self._b64encode_keys(plist, ["PushTokenDataSentToServerKey", "LastPushTokenHash"])
+
+        if "OTAProfileStub" in plist:
+            stub = plist["OTAProfileStub"]
+            if "SignerCerts" in stub:
+                stub["SignerCerts"] = [b64encode(x) for x in stub["SignerCerts"]]
+            if "PayloadContent" in stub:
+                self._b64encode_key(stub["PayloadContent"], "EnrollmentIdentityPersistentID")
+
+        if "PayloadContent" in plist:
+            for entry in plist["PayloadContent"]:
+                self._b64encode_keys(entry, ["PERSISTENT_REF", "IdentityPersistentRef"])
+
     def run(self) -> None:
         for conf_file in self._get_backup_files_from_manifest(
             domain=CONF_PROFILES_DOMAIN
@@ -113,65 +142,7 @@ class ConfigurationProfiles(IOSExtraction):
                 except Exception:
                     conf_plist = {}
 
-            # TODO: Tidy up the following code hell.
-
-            if "SignerCerts" in conf_plist:
-                conf_plist["SignerCerts"] = [
-                    b64encode(x) for x in conf_plist["SignerCerts"]
-                ]
-
-            if "OTAProfileStub" in conf_plist:
-                if "SignerCerts" in conf_plist["OTAProfileStub"]:
-                    conf_plist["OTAProfileStub"]["SignerCerts"] = [
-                        b64encode(x)
-                        for x in conf_plist["OTAProfileStub"]["SignerCerts"]
-                    ]
-
-                if "PayloadContent" in conf_plist["OTAProfileStub"]:
-                    if (
-                        "EnrollmentIdentityPersistentID"
-                        in conf_plist["OTAProfileStub"]["PayloadContent"]
-                    ):
-                        conf_plist["OTAProfileStub"]["PayloadContent"][
-                            "EnrollmentIdentityPersistentID"
-                        ] = b64encode(
-                            conf_plist["OTAProfileStub"]["PayloadContent"][
-                                "EnrollmentIdentityPersistentID"
-                            ]
-                        )
-
-            if "PushTokenDataSentToServerKey" in conf_plist:
-                conf_plist["PushTokenDataSentToServerKey"] = b64encode(
-                    conf_plist["PushTokenDataSentToServerKey"]
-                )
-
-            if "LastPushTokenHash" in conf_plist:
-                conf_plist["LastPushTokenHash"] = b64encode(
-                    conf_plist["LastPushTokenHash"]
-                )
-
-            if "PayloadContent" in conf_plist:
-                for content_entry in range(len(conf_plist["PayloadContent"])):
-                    if "PERSISTENT_REF" in conf_plist["PayloadContent"][content_entry]:
-                        conf_plist["PayloadContent"][content_entry][
-                            "PERSISTENT_REF"
-                        ] = b64encode(
-                            conf_plist["PayloadContent"][content_entry][
-                                "PERSISTENT_REF"
-                            ]
-                        )
-
-                    if (
-                        "IdentityPersistentRef"
-                        in conf_plist["PayloadContent"][content_entry]
-                    ):
-                        conf_plist["PayloadContent"][content_entry][
-                            "IdentityPersistentRef"
-                        ] = b64encode(
-                            conf_plist["PayloadContent"][content_entry][
-                                "IdentityPersistentRef"
-                            ]
-                        )
+            self._b64encode_plist_bytes(conf_plist)
 
             self.results.append(
                 {

src/mvt/ios/modules/backup/manifest.py

@@ -33,7 +33,7 @@ class Manifest(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/backup/profile_events.py

@@ -34,7 +34,7 @@ class ProfileEvents(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/base.py

@@ -31,7 +31,7 @@ class IOSExtraction(MVTModule):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -53,7 +53,7 @@ class IOSExtraction(MVTModule):
         :param file_path: Path to the malformed database file.
 
         """
-        # TODO: Find a better solution.
+        # SQLite's immutable mode cannot open databases with active WAL files.
         if not forced:
             # If the database is open, do not use immutable
             if os.path.isfile(file_path + "-shm"):

src/mvt/ios/modules/fs/analytics.py

@@ -34,7 +34,7 @@ class Analytics(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -44,7 +44,7 @@ class Analytics(IOSExtraction):
             log=log,
             results=results,
         )
-        self.results: list = []
+        self.results: list = [] if results is None else results
 
     def serialize(self, record: ModuleAtomicResult) -> ModuleSerializedResult:
         return {

src/mvt/ios/modules/fs/analytics_ios_versions.py

@@ -30,7 +30,7 @@ class AnalyticsIOSVersions(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/fs/cache_files.py

@@ -25,7 +25,7 @@ class CacheFiles(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -99,6 +99,10 @@ class CacheFiles(IOSExtraction):
 
     def run(self) -> None:
         self.results: dict = {}
+        if not self.target_path:
+            self.log.error("No filesystem dump path provided")
+            return
+
         for root, _, files in os.walk(self.target_path):
             for file_name in files:
                 if file_name != "Cache.db":

src/mvt/ios/modules/fs/filesystem.py

@@ -29,7 +29,7 @@ class Filesystem(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -73,6 +73,10 @@ class Filesystem(IOSExtraction):
                 )
 
     def run(self) -> None:
+        if not self.target_path:
+            self.log.error("No filesystem dump path provided")
+            return
+
         for root, dirs, files in os.walk(self.target_path):
             for dir_name in dirs:
                 try:

src/mvt/ios/modules/fs/net_netusage.py

@@ -30,7 +30,7 @@ class Netusage(NetBase):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/fs/safari_favicon.py

@@ -31,7 +31,7 @@ class SafariFavicon(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -41,7 +41,7 @@ class SafariFavicon(IOSExtraction):
             log=log,
             results=results,
         )
-        self.results: list = []
+        self.results: list = [] if results is None else results
 
     def serialize(self, record: ModuleAtomicResult) -> ModuleSerializedResult:
         return {

src/mvt/ios/modules/fs/shutdownlog.py

@@ -30,7 +30,7 @@ class ShutdownLog(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -78,7 +78,7 @@ class ShutdownLog(IOSExtraction):
         recent_processes = []
         times_delayed = 0
         delay = 0.0
-        for line in content.split("\n"):
+        for line in content.splitlines():
             line = line.strip()
 
             if line.startswith("remaining client pid:"):

src/mvt/ios/modules/fs/version_history.py

@@ -32,7 +32,7 @@ class IOSVersionHistory(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -42,7 +42,7 @@ class IOSVersionHistory(IOSExtraction):
             log=log,
             results=results,
         )
-        self.results: list = []
+        self.results: list = [] if results is None else results
 
     def serialize(self, record: ModuleAtomicResult) -> ModuleSerializedResult:
         return {

src/mvt/ios/modules/fs/webkit_indexeddb.py

@@ -34,7 +34,7 @@ class WebkitIndexedDB(WebkitBase):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/fs/webkit_localstorage.py

@@ -32,7 +32,7 @@ class WebkitLocalStorage(WebkitBase):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/fs/webkit_safariviewservice.py

@@ -28,7 +28,7 @@ class WebkitSafariViewService(WebkitBase):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/applications.py

@@ -41,7 +41,7 @@ class Applications(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/calendar.py

@@ -31,7 +31,7 @@ class Calendar(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/calls.py

@@ -27,7 +27,7 @@ class Calls(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: list = [],
+        results: Optional[list] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/chrome_favicon.py

@@ -16,7 +16,6 @@ from mvt.common.utils import convert_chrometime_to_datetime, convert_datetime_to
 from ..base import IOSExtraction
 
 CHROME_FAVICON_BACKUP_IDS = ["55680ab883d0fdcffd94f959b1632e5fbbb18c5b"]
-# TODO: Confirm Chrome database path.
 CHROME_FAVICON_ROOT_PATHS = [
     "private/var/mobile/Containers/Data/Application/*/Library/Application Support/Google/Chrome/Default/Favicons",
 ]
@@ -32,7 +31,7 @@ class ChromeFavicon(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/chrome_history.py

@@ -18,7 +18,6 @@ from ..base import IOSExtraction
 CHROME_HISTORY_BACKUP_IDS = [
     "faf971ce92c3ac508c018dce1bef2a8b8e9838f1",
 ]
-# TODO: Confirm Chrome database path.
 CHROME_HISTORY_ROOT_PATHS = [
     "private/var/mobile/Containers/Data/Application/*/Library/Application Support/Google/Chrome/Default/History",  # pylint: disable=line-too-long
 ]
@@ -34,7 +33,7 @@ class ChromeHistory(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/contacts.py

@@ -29,7 +29,7 @@ class Contacts(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/firefox_favicon.py

@@ -33,7 +33,7 @@ class FirefoxFavicon(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/firefox_history.py

@@ -37,7 +37,7 @@ class FirefoxHistory(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/global_preferences.py

@@ -27,7 +27,7 @@ class GlobalPreferences(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/idstatuscache.py

@@ -36,7 +36,7 @@ class IDStatusCache(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/interactionc.py

@@ -228,7 +228,7 @@ class InteractionC(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/locationd.py

@@ -36,7 +36,7 @@ class LocationdClients(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -147,7 +147,6 @@ class LocationdClients(IOSExtraction):
             # Some migration information are int and not dicts
             if not isinstance(file_plist[key], dict):
                 continue
-            # FIXME: unclear key format in iOS 17
             result = file_plist[key]
             result["package"] = key.rstrip(":")
             for timestamp in self.timestamps:

src/mvt/ios/modules/mixed/net_datausage.py

@@ -31,7 +31,7 @@ class Datausage(NetBase):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/osanalytics_addaily.py

@@ -35,7 +35,7 @@ class OSAnalyticsADDaily(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/safari_browserstate.py

@@ -36,7 +36,7 @@ class SafariBrowserState(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/safari_history.py

@@ -38,7 +38,7 @@ class SafariHistory(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/shortcuts.py

@@ -37,7 +37,7 @@ class Shortcuts(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/sms.py

@@ -35,7 +35,7 @@ class SMS(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/sms_attachments.py

@@ -35,7 +35,7 @@ class SMSAttachments(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/tcc.py

@@ -56,7 +56,7 @@ class TCC(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/mixed/webkit_resource_load_statistics.py

@@ -37,7 +37,7 @@ class WebkitResourceLoadStatistics(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -85,32 +85,56 @@ class WebkitResourceLoadStatistics(IOSExtraction):
 
         try:
             try:
-                # FIXME: table contains extra fields with timestamp here
+                cur.execute("PRAGMA table_info(ObservedDomains);")
+                available_columns = {row[1] for row in cur}
+                required_columns = [
+                    "domainID",
+                    "registrableDomain",
+                    "lastSeen",
+                    "hadUserInteraction",
+                ]
+                if not set(required_columns).issubset(available_columns):
+                    return
+
+                optional_columns = [
+                    column
+                    for column in [
+                        "mostRecentUserInteractionTime",
+                        "mostRecentWebPushInteractionTime",
+                    ]
+                    if column in available_columns
+                ]
+                selected_columns = required_columns + optional_columns
                 cur.execute(
-                    """
-                    SELECT
-                        domainID,
-                        registrableDomain,
-                        lastSeen,
-                        hadUserInteraction
-                    from ObservedDomains;
-                """
+                    f"SELECT {', '.join(selected_columns)} FROM ObservedDomains;"
                 )
             except sqlite3.OperationalError:
                 return
 
             for row in cur:
-                self.results.append(
-                    {
-                        "domain_id": row[0],
-                        "registrable_domain": row[1],
-                        "last_seen": row[2],
-                        "had_user_interaction": bool(row[3]),
-                        "last_seen_isodate": convert_unix_to_iso(row[2]),
-                        "domain": domain,
-                        "path": path,
-                    }
-                )
+                result = {
+                    "domain_id": row[0],
+                    "registrable_domain": row[1],
+                    "last_seen": row[2],
+                    "had_user_interaction": bool(row[3]),
+                    "last_seen_isodate": convert_unix_to_iso(row[2]),
+                    "domain": domain,
+                    "path": path,
+                }
+                for index, column in enumerate(optional_columns, start=4):
+                    field = {
+                        "mostRecentUserInteractionTime": (
+                            "most_recent_user_interaction_time"
+                        ),
+                        "mostRecentWebPushInteractionTime": (
+                            "most_recent_web_push_interaction_time"
+                        ),
+                    }[column]
+                    timestamp = row[index]
+                    result[field] = timestamp
+                    if timestamp is not None and timestamp >= 0:
+                        result[f"{field}_isodate"] = convert_unix_to_iso(timestamp)
+                self.results.append(result)
         finally:
             cur.close()
             conn.close()

src/mvt/ios/modules/mixed/webkit_session_resource_log.py

@@ -39,7 +39,7 @@ class WebkitSessionResourceLog(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -50,7 +50,7 @@ class WebkitSessionResourceLog(IOSExtraction):
             results=results,
         )
 
-        self.results: dict = {}
+        self.results: dict = results if results is not None else {}
 
     @staticmethod
     def _extract_domains(entries):
@@ -77,14 +77,21 @@ class WebkitSessionResourceLog(IOSExtraction):
                     entry["redirect_destination"]
                 )
 
-                # TODO: Currently not used.
-                # subframe_origins = self._extract_domains(
-                #    entry["subframe_under_origin"])
-                # subresource_domains = self._extract_domains(
-                #    entry["subresource_under_origin"])
+                subframe_origins = self._extract_domains(
+                    entry["subframe_under_origin"]
+                )
+                subresource_domains = self._extract_domains(
+                    entry["subresource_under_origin"]
+                )
 
                 all_origins = list(
-                    set([entry["origin"]] + source_domains + destination_domains)
+                    set(
+                        [entry["origin"]]
+                        + source_domains
+                        + destination_domains
+                        + subframe_origins
+                        + subresource_domains
+                    )
                 )
 
                 ioc_match = self.indicators.check_urls(all_origins)

src/mvt/ios/modules/mixed/whatsapp.py

@@ -33,7 +33,7 @@ class Whatsapp(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,

src/mvt/ios/modules/net_base.py

@@ -30,7 +30,7 @@ class NetBase(IOSExtraction):
         results_path: Optional[str] = None,
         module_options: Optional[dict] = None,
         log: logging.Logger = logging.getLogger(__name__),
-        results: ModuleResults = [],
+        results: Optional[ModuleResults] = None,
     ) -> None:
         super().__init__(
             file_path=file_path,
@@ -322,14 +322,11 @@ class NetBase(IOSExtraction):
         self.results = sorted(self.results, key=operator.itemgetter("first_isodate"))
 
     def check_indicators(self) -> None:
-        # Check for manipulated process records.
-        # TODO: Catching KeyError for live_isodate for retro-compatibility.
-        #       This is not very good.
-        try:
+        # check_manipulated/find_deleted require "live_isodate" and
+        # "live_proc_id" keys which may be absent in older result formats.
+        if self.results and "live_isodate" in self.results[0]:
             self.check_manipulated()
             self.find_deleted()
-        except KeyError:
-            pass
 
         if not self.indicators:
             return

tests/android/test_artifact_dumpsys_accessibility.py

@@ -5,6 +5,7 @@
 import logging
 
 from mvt.android.artifacts.dumpsys_accessibility import DumpsysAccessibilityArtifact
+from mvt.common.alerts import AlertLevel
 from mvt.common.indicators import Indicators
 
 from ..utils import get_artifact
@@ -38,6 +39,19 @@ class TestDumpsysAccessibilityArtifact:
         assert da.results[0]["package_name"] == "com.malware.accessibility"
         assert da.results[0]["service"] == "com.malware.service.malwareservice"
 
+    def test_accessibility_service_alert(self):
+        da = DumpsysAccessibilityArtifact()
+        file = get_artifact("android_data/dumpsys_accessibility_v14_or_later.txt")
+        with open(file) as f:
+            data = f.read()
+        da.parse(data)
+
+        da.check_indicators()
+
+        assert len(da.alertstore.alerts) == 1
+        assert da.alertstore.alerts[0].level == AlertLevel.MEDIUM
+        assert da.alertstore.alerts[0].event == da.results[0]
+
     def test_ioc_check(self, indicator_file):
         da = DumpsysAccessibilityArtifact()
         file = get_artifact("android_data/dumpsys_accessibility.txt")
@@ -51,4 +65,12 @@ class TestDumpsysAccessibilityArtifact:
         da.indicators = ind
         assert len(da.alertstore.alerts) == 0
         da.check_indicators()
-        assert len(da.alertstore.alerts) == 1
+        assert len(da.alertstore.alerts) == len(da.results)
+        assert da.alertstore.count(AlertLevel.MEDIUM) == 3
+        assert da.alertstore.count(AlertLevel.CRITICAL) == 1
+        critical_alert = next(
+            alert
+            for alert in da.alertstore.alerts
+            if alert.level == AlertLevel.CRITICAL
+        )
+        assert critical_alert.event["package_name"] == "com.sec.android.app.camera"

tests/android_androidqf/test_settings.py

@@ -21,4 +21,5 @@ class TestSettingsModule:
         run_module(m)
         assert len(m.results) == 1
         assert "random" in m.results.keys()
-        assert len(m.alertstore.alerts) == 0
+        assert len(m.alertstore.alerts) == 1
+        assert "samsung_errorlog_agree" in m.alertstore.alerts[0].message

tests/ios_backup/test_webkit_resource_load_statistics.py

@@ -3,6 +3,8 @@
 # Use of this software is governed by the MVT License 1.1 that can be found at
 #   https://license.mvt.re/1.1/
 
+import sqlite3
+
 from mvt.common.module import run_module
 from mvt.ios.modules.mixed.webkit_resource_load_statistics import (
     WebkitResourceLoadStatistics,
@@ -19,3 +21,50 @@ class TestWebkitResourceLoadStatisticsModule:
         assert len(m.results) == 2
         assert len(m.timeline) == 2
         assert len(m.alertstore.alerts) == 0
+
+        results = {result["registrable_domain"]: result for result in m.results}
+        assert results["google.com"]["most_recent_user_interaction_time"] > 0
+        assert "most_recent_user_interaction_time_isodate" in results["google.com"]
+        assert results["gstatic.com"]["most_recent_user_interaction_time"] == -1.0
+        assert (
+            "most_recent_user_interaction_time_isodate"
+            not in results["gstatic.com"]
+        )
+        assert all(
+            "most_recent_web_push_interaction_time" not in result
+            for result in m.results
+        )
+
+    def test_webkit_full_timestamp_schema(self, tmp_path):
+        db_path = tmp_path / "observations.db"
+        conn = sqlite3.connect(db_path)
+        conn.execute(
+            """
+            CREATE TABLE ObservedDomains (
+                domainID INTEGER PRIMARY KEY,
+                registrableDomain TEXT NOT NULL,
+                lastSeen REAL NOT NULL,
+                hadUserInteraction INTEGER NOT NULL,
+                mostRecentUserInteractionTime REAL NOT NULL,
+                mostRecentWebPushInteractionTime REAL NOT NULL
+            );
+            """
+        )
+        conn.execute(
+            """
+            INSERT INTO ObservedDomains VALUES (?, ?, ?, ?, ?, ?);
+            """,
+            (1, "example.com", 1634560250.0, 1, 1634560030.0, -1.0),
+        )
+        conn.commit()
+        conn.close()
+
+        m = WebkitResourceLoadStatistics(target_path=str(tmp_path))
+        m._process_observations_db(str(db_path), "", "observations.db")
+
+        assert len(m.results) == 1
+        result = m.results[0]
+        assert result["most_recent_user_interaction_time"] == 1634560030.0
+        assert "most_recent_user_interaction_time_isodate" in result
+        assert result["most_recent_web_push_interaction_time"] == -1.0
+        assert "most_recent_web_push_interaction_time_isodate" not in result

uv.lock

@@ -950,7 +950,7 @@ requires-dist = [
     { name = "rich", specifier = "==14.3.3" },
     { name = "simplejson", specifier = "==3.20.2" },
     { name = "tld", specifier = "==0.13.1" },
-    { name = "tzdata", specifier = "==2026.1" },
+    { name = "tzdata", specifier = "==2026.2" },
 ]
 
 [package.metadata.requires-dev]
@@ -1794,20 +1794,20 @@ wheels = [
 
 [[package]]
 name = "tzdata"
-version = "2026.1"
+version = "2026.2"
 source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/19/f5/cd531b2d15a671a40c0f66cf06bc3570a12cd56eef98960068ebbad1bf5a/tzdata-2026.1.tar.gz", hash = "sha256:67658a1903c75917309e753fdc349ac0efd8c27db7a0cb406a25be4840f87f98", size = 197639, upload-time = "2026-04-03T11:25:22.002Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ba/19/1b9b0e29f30c6d35cb345486df41110984ea67ae69dddbc0e8a100999493/tzdata-2026.2.tar.gz", hash = "sha256:9173fde7d80d9018e02a662e168e5a2d04f87c41ea174b139fbef642eda62d10", size = 198254, upload-time = "2026-04-24T15:22:08.651Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/b0/70/d460bd685a170790ec89317e9bd33047988e4bce507b831f5db771e142de/tzdata-2026.1-py2.py3-none-any.whl", hash = "sha256:4b1d2be7ac37ceafd7327b961aa3a54e467efbdb563a23655fbfe0d39cfc42a9", size = 348952, upload-time = "2026-04-03T11:25:20.313Z" },
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