2.9

Adjusted Signal

2.9

Raw Pattern Score

100%

Time Factor

2026-10-29

Last Push

9.3K

Stars

C++

Language

209.1K

Lines of Code

1.5K

Files

553

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 10.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 424 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.9/100 · LOW

Are imports declared and package/API names verified? 95 finding(s).

Agent Over-Engineering Ratio 4.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 160 finding(s).

PR Review Velocity Impact 14.1/100 · LOW

Which changes need focused human review? 553 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 12MEDIUM 11LOW 530

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 553 distinct pattern matches across 18 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Over-Commented Block264 hits · 264 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	packaging/windows/custom-actions/pch.h	1	// pch.h: This is a precompiled header file.	COMMENT
LOW	packaging/windows/custom-actions/pch.cpp	1	// pch.cpp: source file corresponding to the pre-compiled header	COMMENT
LOW	packaging/windows/custom-actions/framework.h	1	#pragma once	COMMENT
LOW	tools/release-notes/get-commits-since-release.sh	201	LOGIN_STATUS[$login]=true; echo true	COMMENT
LOW	rxx/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/rslogger/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/rslogger/CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/rust/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/rust/CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/rust/CMakeLists.txt	21	# use certain symbols, this crate's CMake library should be added as a	COMMENT
LOW	rxx/macros/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/cxx-buildgen/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/namegen/Cargo.toml	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	rxx/namegen/CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	include/multipass/utils.h	21	#include <multipass/network_interface_info.h>	COMMENT
LOW	include/multipass/async_periodic_download_task.h	21	#include <multipass/logging/log.h>	COMMENT
LOW	include/multipass/virtual_machine.h	21	#include "network_interface.h"	COMMENT
LOW	include/multipass/file_ops.h	21	#include "singleton.h"	COMMENT
LOW	include/multipass/vm_image_vault.h	21	#include "path.h"	COMMENT
LOW	include/multipass/posix.h	21	#include <io.h>	COMMENT
LOW	include/multipass/platform.h	21	#include <multipass/availability_zone_manager.h>	COMMENT
LOW	include/multipass/cli/dispatch_rpc.h	21	#include <multipass/cli/return_codes.h>	COMMENT
LOW	3rd-party/vcpkg-ports/qemu/generate-mingw-lockfile.py	1	#!/usr/bin/env python3	COMMENT
LOW	3rd-party/vcpkg-ports/xz-embedded/CMakeLists.txt	1	# Copyright © 2017-2026 Canonical Ltd.	COMMENT
LOW	tests/unit/test_daemon_migration_guard.cpp	21	#include "daemon_test_fixture.h"	COMMENT
LOW	tests/unit/test_daemon_migration_guard.cpp	41	#include <array>	COMMENT
LOW	tests/unit/test_alias_dict.cpp	21	#include <multipass/cli/table_formatter.h>	COMMENT
LOW	tests/unit/CMakeLists.txt	1	# Copyright (C) Canonical, Ltd.	COMMENT
LOW	tests/unit/test_daemon_start.cpp	21	#include "common.h"	COMMENT
LOW	tests/unit/test_daemon_images.cpp	21	#include "mock_image_host.h"	COMMENT
LOW	tests/unit/test_mount_handler.cpp	21	#include "mock_virtual_machine.h"	COMMENT
LOW	tests/unit/test_daemon_restart.cpp	21	#include "mock_platform.h"	COMMENT
LOW	tests/unit/test_ubuntu_image_host.cpp	21	#include "mock_platform.h"	COMMENT
LOW	tests/unit/test_sshfsmount.cpp	21	#include "sftp_server_test_fixture.h"	COMMENT
LOW	tests/unit/test_client_common.cpp	21	#include "mock_cert_provider.h"	COMMENT
LOW	tests/unit/daemon_test_fixture.cpp	21	#include "common.h"	COMMENT
LOW	tests/unit/test_hyperv_migration_records.cpp	21	#include "tests/unit/mock_file_ops.h"	COMMENT
LOW	tests/unit/test_sftpserver.cpp	21	#include "mock_file_ops.h"	COMMENT
LOW	tests/unit/test_sftpserver.cpp	3281	PathTestData{SFTP_LSTAT, "../../../etc/passwd", "", SSH_FX_PERMISSION_DENIED},	COMMENT
LOW	tests/unit/test_image_vault.cpp	21	#include "mock_file_ops.h"	COMMENT
LOW	tests/unit/mock_cert_provider.h	21		COMMENT
LOW	tests/unit/test_base_virtual_machine.cpp	21	#include "mock_cloud_init_file_ops.h"	COMMENT
LOW	tests/unit/common.h	61	#define MP_TYPED_TEST_SUITE(suite_name, types_param) TYPED_TEST_SUITE(suite_name, types_param, )	COMMENT
LOW	tests/unit/test_daemon_remotes.cpp	21		COMMENT
LOW	tests/unit/test_utils.cpp	21	#include "mock_openssl_syscalls.h"	COMMENT
LOW	tests/unit/test_base_virtual_machine_factory.cpp	21	#include "mock_process_factory.h"	COMMENT
LOW	tests/unit/test_base_snapshot.cpp	21	#include "mock_file_ops.h"	COMMENT
LOW	tests/unit/test_sshfs_mount_handler.cpp	21	#include "mock_logger.h"	COMMENT
LOW	tests/unit/test_daemon.cpp	21	#include "fake_alias_config.h"	COMMENT
LOW	tests/unit/test_daemon.cpp	41	#include "stub_availability_zone.h"	COMMENT
LOW	tests/unit/test_daemon.cpp	61	#include <scope_guard.hpp>	COMMENT
LOW	tests/unit/test_singleton.cpp	81	// : Singleton<TryMultipleton>{Singleton<TryMultipleton>::pass} // error: private	COMMENT
LOW	tests/unit/disabling_macros.h	21	// Use like this: TEST_F(TestSuite, DISABLE_ON_XXX(testName))	COMMENT
LOW	tests/unit/disabling_macros.h	41	#define DISABLE_ON_WINDOWS(testName) testName	COMMENT
LOW	tests/unit/test_daemon_zones.cpp	21	#include "mock_mount_handler.h"	COMMENT
LOW	tests/unit/daemon_test_fixture.h	21	#include "mock_ssh_test_fixture.h"	COMMENT
LOW	tests/unit/test_cli_client.cpp	21	#include "disabling_macros.h"	COMMENT
LOW	tests/unit/test_cli_client.cpp	41	#include <src/client/cli/client.h>	COMMENT
204 more matches not shown…

Hyper-Verbose Identifiers126 hits · 128 pts

Severity	File	Line	Snippet	Context
LOW	git-hooks/commit-msg.py	148	def test_valid_single_line_commit_messages(self):	CODE
LOW	git-hooks/commit-msg.py	158	def test_valid_multi_line_commit_messages(self):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	163	def assert_file_records_unchanged(records):	STRING
LOW	tests/upgrade/hyperv_migration_test.py	421	def test_hyperv_migration_seed(scenario, multipassd_session_scoped):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	482	def test_hyperv_migration_network_seed(scenario):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	593	def test_hyperv_migration_verify_output(migration):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	607	def test_hyperv_migration_verify_refused(migration):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	623	def test_hyperv_migration_verify_stopped(migration):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	657	def test_hyperv_migration_verify_network(migration):	CODE
LOW	tests/upgrade/hyperv_migration_test.py	679	def test_hyperv_migration_verify_follow_up(migration, multipassd_session_scoped):	CODE
LOW	tests/cli/cli_exec_test.py	30	def test_exec_propagates_command_exit_code(self, instance):	CODE
LOW	tests/cli/cli_transfer_test.py	31	def test_transfer_single_file(self, instance):	CODE
LOW	tests/cli/cli_transfer_test.py	49	def test_transfer_single_file_create_parents(self, instance):	CODE
LOW	tests/cli/cli_transfer_test.py	83	def test_transfer_directory_recursive(self, instance):	CODE
LOW	tests/cli/conftest.py	260	def pytest_assertrepr_compare(op, left, right):	CODE
LOW	tests/cli/conftest.py	276	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/cli/conftest.py	406	def remove_temporary_storage_dir(target_dir):	CODE
LOW	tests/cli/conftest.py	411	def make_temporary_storage_dir():	CODE
LOW	tests/cli/conftest.py	434	def ensure_multipass_binaries_are_present():	CODE
LOW	tests/cli/conftest.py	630	def windows_privileged_mounts(multipassd):	CODE
LOW	tests/cli/cli_mount_test.py	118	def test_mount_listed_in_motd(self, instance, mount_type):	CODE
LOW	tests/cli/cli_mount_test.py	133	def test_unmounted_folder_leaves_motd(self, instance, mount_type):	CODE
LOW	tests/cli/cli_mount_test.py	149	def test_motd_lists_mounts_in_order(self, instance, mount_type):	CODE
LOW	tests/cli/cli_mount_test.py	179	def test_mount_to_specific_target(self, instance, mount_type):	CODE
LOW	tests/cli/cli_mount_test.py	212	def test_mount_same_src_again(self, instance, mount_type):	CODE
LOW	tests/cli/cli_alias_test.py	68	def test_create_alias_in_another_context(self, instance):	CODE
LOW	tests/cli/cli_clone_test.py	41	def test_clone_nonexistent_instance(self):	CODE
LOW	tests/cli/cli_clone_test.py	45	def test_clone_running_instance(self, instance):	CODE
LOW	tests/cli/cli_clone_test.py	58	def test_clone_instance_with_snapshot(self, instance):	CODE
LOW	tests/cli/cli_clone_test.py	68	def test_clone_verify_clone_has_different_properties(self, instance):	CODE
LOW	tests/cli/cli_shell_test.py	74	def test_shell_exit_code_propagation(self, instance):	CODE
LOW	tests/cli/cli_settings_test.py	48	def test_get_disabled_primary_name(self):	CODE
LOW	tests/cli/cli_settings_test.py	56	def test_set_driver_name_to_default(self, multipassd):	CODE
LOW	tests/cli/cli_restart_test.py	32	def test_restart_all_with_mixed_states(self):	CODE
LOW	tests/cli/cli_vm_resource_test.py	44	def test_modify_vm_while_running(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	48	def test_take_snapshot_of_nonexistent_instance(self):	CODE
LOW	tests/cli/cli_snapshot_test.py	55	def test_try_restore_snapshot_of_nonexistent_instance(self):	CODE
LOW	tests/cli/cli_snapshot_test.py	71	def test_take_snapshot_name_conflict(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	85	def test_snapshot_restore_while_running(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	110	def test_restore_snapshot_resources(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	145	def test_take_snapshot_linear_history(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	157	def test_take_snapshot_delete_linear_history(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	184	def test_take_snapshot_and_restore_linear(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	224	def test_take_snapshot_and_restore_branched(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	277	def test_take_snapshot_delete_branched(self, instance):	CODE
LOW	tests/cli/cli_snapshot_test.py	395	def test_take_snapshot_name_tbd(self, instance):	CODE
LOW	tests/cli/cli_vm_lifecycle_test.py	31	def test_lifecycle_ops_on_nonexistent(self):	CODE
LOW	tests/cli/cli_snapshots_test.py	38	def test_snapshots_lists_snapshot(self, instance):	CODE
LOW	tests/cli/cli_snapshots_test.py	60	def test_list_snapshots_matches_snapshots_when_empty(self):	CODE
LOW	tests/cli/cli_list_test.py	36	def test_list_snapshots_empty(self, feat_snapshot):	CODE
LOW	tests/cli/cli_az_test.py	36	def test_enable_disable_zone_states(self):	CODE
LOW	tests/cli/cli_az_test.py	57	def test_instances_in_different_zones_can_communicate(self):	CODE
LOW	tests/cli/multipass/cmd_output.py	24	def strip_driver_deprecation_notice(text: str) -> str:	CODE
LOW	tests/cli/multipass/validate.py	73	def validate_info_snapshot_output(name, properties):	CODE
LOW	tests/cli/multipass/feature_versions.py	38	def multipass_version_has_feature(feature_name, version=None):	CODE
LOW	tests/cli/multipass/feature_versions.py	58	def skip_if_feature_not_supported(feature_name, version=None):	CODE
LOW	tests/cli/multipass/basics.py	27	def default_storage_dir_for_backend(backend):	CODE
LOW	tests/cli/multipass/helpers.py	217	def get_cloudinit_instance_id(name):	CODE
LOW	tests/cli/multipass/helpers.py	232	def get_default_interface_name(name):	CODE
LOW	tests/cli/multipass/helpers.py	317	def default_daemon_controller():	CODE
66 more matches not shown…

Unused Imports90 hits · 70 pts

Severity	File	Line	Context
LOW	packaging/macos/merge_pkgs.py	5	CODE
LOW	packaging/gui-less/generate-snapcraft.py	12	CODE
LOW	tools/distro-scraper/scraper/models.py	1	CODE
LOW	3rd-party/vcpkg-ports/qemu/generate-mingw-lockfile.py	34	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	18	CODE
LOW	tests/cli/multipass/__init__.py	26	CODE
LOW	tests/cli/multipass/__init__.py	26	CODE
LOW	tests/cli/multipass/__init__.py	27	CODE
LOW	tests/cli/multipass/__init__.py	27	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	28	CODE
LOW	tests/cli/multipass/__init__.py	57	CODE
LOW	tests/cli/multipass/__init__.py	58	CODE
LOW	tests/cli/multipass/__init__.py	58	CODE
LOW	tests/cli/multipass/__init__.py	58	CODE
LOW	tests/cli/multipass/__init__.py	58	CODE
LOW	tests/cli/multipass/__init__.py	58	CODE
LOW	tests/cli/multipass/__init__.py	65	CODE
LOW	tests/cli/multipass/__init__.py	65	CODE
LOW	tests/cli/multipass/__init__.py	65	CODE
LOW	tests/cli/multipass/__init__.py	70	CODE
LOW	tests/cli/multipass/__init__.py	71	CODE
LOW	tests/cli/multipass/__init__.py	72	CODE
LOW	tests/cli/multipass/__init__.py	73	CODE
LOW	tests/cli/multipass/__init__.py	73	CODE
LOW	tests/cli/multipass/__init__.py	74	CODE
LOW	tests/cli/multipass/__init__.py	75	CODE
LOW	tests/cli/multipass/__init__.py	75	CODE
LOW	tests/cli/multipass/__init__.py	75	CODE
LOW	tests/cli/controller/launchd_multipassd_controller.py	18	CODE
30 more matches not shown…

Excessive Try-Catch Wrapping25 hits · 27 pts

Severity	File	Line	Snippet	Context
LOW	tools/distro-scraper/scraper/cli.py	107	except Exception as e:	CODE
LOW	tools/distro-scraper/scraper/cli.py	118	except Exception as e:	CODE
LOW	git-hooks/commit-msg.py	495	except Exception as e:	STRING
MEDIUM	git-hooks/commit-msg.py	496	print(f"Error running tests: {e}", file=sys.stderr)	STRING
MEDIUM⚡	git-hooks/commit-msg.py	520	print("Error: Expected a commit message file path", file=sys.stderr)	STRING
LOW⚡	git-hooks/commit-msg.py	529	except Exception as e:	STRING
MEDIUM⚡	git-hooks/commit-msg.py	530	print(f"Error reading commit msg: {e}", file=sys.stderr)	STRING
LOW	tests/cli/multipass/multipass_cmd.py	213	except Exception as ex:	CODE
LOW	tests/cli/controller/launchd_multipassd_controller.py	294	except Exception:	CODE
LOW	tests/cli/controller/winsvc_multipassd_controller.py	146	except Exception as ex:	CODE
LOW	tests/cli/controller/winsvc_multipassd_controller.py	171	except Exception:	CODE
LOW	tests/cli/controller/winsvc_multipassd_controller.py	232	except Exception:	CODE
LOW	tests/cli/controller/winsvc_multipassd_controller.py	239	except Exception:	CODE
LOW	tests/cli/controller/winsvc_multipassd_controller.py	255	except Exception:	CODE
LOW	tests/cli/controller/multipassd_governor.py	92	except Exception as e:	CODE
MEDIUM	tests/cli/controller/multipassd_governor.py	94	print(f"Error in log reader: {e}", file=sys.stderr)	CODE
LOW	tests/cli/controller/multipassd_governor.py	273	except Exception as e:	CODE
LOW	tests/cli/controller/multipassd_governor.py	350	except Exception:	CODE
LOW	tests/cli/controller/multipassd_governor.py	413	except Exception as exc:	CODE
LOW	tests/cli/utilities/pexpectutils.py	129	except Exception:	CODE
MEDIUM	tests/cli/utilities/pexpectutils.py	125	def terminate(self, force=False):	CODE
LOW	tests/cli/utilities/threadutils.py	72	except Exception:	CODE
LOW	docs/.sphinx/update_sp.py	51	except Exception as e:	CODE
LOW	docs/.sphinx/update_sp.py	241	except Exception as e:	CODE
LOW	docs/.sphinx/update_sp.py	265	except Exception as e:	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	tests/cli/controller/launchd_multipassd_controller.py	294	except Exception:	CODE
HIGH	tests/cli/controller/winsvc_multipassd_controller.py	232	except Exception:	CODE
HIGH	tests/cli/controller/winsvc_multipassd_controller.py	239	except Exception:	CODE
HIGH	tests/cli/utilities/pexpectutils.py	129	except Exception:	CODE

Docstring Block Structure3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	tests/cli/multipass/multipass_cmd.py	114	Run a Multipass CLI command with optional retry, timeout, and context manager support. This function wraps Mult	STRING
HIGH	tests/cli/multipass/basics.py	28	Get default storage dir for a backend. Args: backend (str): "snap", "launchd", "winsvc", or "standalon	STRING
HIGH	tests/cli/utilities/threadutils.py	208	Wait for a Future to complete without blocking signal handling. Args: fut: The Future to wait for	STRING

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	tests/cli/controller/launchd_multipassd_controller.py	return exit code if available; else none. should return promptly if stopped.	STRING
HIGH	tests/cli/controller/multipassd_controller.py	return exit code if available; else none. should return promptly if stopped.	STRING
HIGH	tests/cli/controller/snap_multipassd_controller.py	return exit code if available; else none. should return promptly if stopped.	STRING

Deep Nesting14 hits · 14 pts

Severity	File	Line	Context
LOW	tools/distro-scraper/scraper/cli.py	47	CODE
LOW	3rd-party/vcpkg-ports/qemu/generate-mingw-lockfile.py	83	CODE
LOW	tests/upgrade/hyperv_migration_test.py	314	CODE
LOW	tests/cli/cli_help_test.py	89	CODE
LOW	tests/cli/cli_help_test.py	121	CODE
LOW	tests/cli/multipass/multipass_spawn.py	41	CODE
LOW	tests/cli/multipass/validate.py	23	CODE
LOW	tests/cli/multipass/launch.py	32	CODE
LOW	tests/cli/controller/multipassd_governor.py	361	CODE
LOW	tests/cli/utilities/threadutils.py	82	CODE
LOW	tests/cli/utilities/threadutils.py	140	CODE
LOW	tests/cli/utilities/threadutils.py	164	CODE
LOW	docs/.sphinx/update_sp.py	37	CODE
LOW	docs/.sphinx/update_sp.py	138	CODE

Structural Annotation Overuse6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…how-to-guides/manage-instances/configure-static-ips.md	8	## Step 1: Create a Bridge	COMMENT
LOW	…how-to-guides/manage-instances/configure-static-ips.md	27	## Step 2: Launch an instance with a manual network	COMMENT
LOW	…how-to-guides/manage-instances/configure-static-ips.md	37	## Step 3: Configure the extra interface	COMMENT
LOW	…how-to-guides/manage-instances/configure-static-ips.md	58	## Step 4: Apply the new configuration	COMMENT
LOW	…how-to-guides/manage-instances/configure-static-ips.md	68	## Step 5: Confirm that it works	COMMENT
LOW	…how-to-guides/manage-instances/configure-static-ips.md	88	## Step 6: More instances	COMMENT

Cross-Language Confusion1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	docs/conf.py	203	# NOTE: If undefined, set to None, or empty,	COMMENT

AI Response Leakage1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	src/utils/json_utils.cpp	118	// In this implementation our general strategy is to maintain a `std::stack` of counted iterators	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/cli/conftest.py	632	# Check if privileged mounts are already enabled	COMMENT
LOW	docs/.sphinx/update_sp.py	32	# Check if debugging	COMMENT
LOW	.github/workflows/macos.yml	159	# Check if we actually need to call NuGet through mono.	COMMENT
LOW	.github/workflows/macos.yml	269	# Check if any files were generated in /cores/	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/cli/cli_mount_test.py	63	"""The line we expect the MOTD to include in order to list a mount."""	STRING
LOW	…sts/cli/controller/standalone_multipassd_controller.py	38	# No prologue needed -- just pass it via process env	COMMENT
MEDIUM	src/iso/cloud_init_iso.cpp	680	// Initially, we utilize this information to navigate to and read the file data.	COMMENT

Slop Phrases2 hits · 5 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/.sphinx/_static/bundle.js	1	(()=>{"use strict";function e(e,t){if(!(e instanceof t))throw new TypeError("Cannot call a class as a function")}functio	CODE
MEDIUM	src/platform/console/terminal.cpp	33	* but I'm unable to find a cross-platform way to get the FD corresponding	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_cloud_init_iso.cpp	424	original_iso["network-config"] = "dummy_data";	CODE
LOW	tests/unit/test_cloud_init_iso.cpp	450	original_iso["network-config"] = "dummy_data";	CODE
LOW	tests/unit/applevz/test_applevz_utils.cpp	202	MP_UTILS.make_file_with_content(asif_path.toStdString(), "placeholder", true);	CODE
LOW	tests/unit/applevz/test_applevz_utils.cpp	457	MP_UTILS.make_file_with_content(asif_path.toStdString(), "placeholder", false);	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/macos.yml	265	# Define the trap to catch the exit code AND check for core dumps	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/cli-test-ut/governor_helpers.py	54		CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	tools/distro-scraper/scraper/cli.py	13	logger = logging.getLogger(__name__)	CODE

canonical/multipass

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