Repository Analysis

mavlink/qgroundcontrol

Cross-platform ground control station for drones (Android, iOS, Mac OS, Linux, Windows)

6.3 Low AI signal View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of mavlink/qgroundcontrol, a C++ project with 4,756 GitHub stars. SynthScan v2.0 examined 522,055 lines of code across 2234 source files, recording 1971 pattern matches distributed across 16 syntactic categories. The overall adjusted score of 6.3 places this repository in the Low AI signal band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

6.3
Adjusted Score
6.3
Raw Score
100%
Time Factor
2026-07-10
Last Push
4.8K
Stars
C++
Language
522.1K
Lines of Code
2.2K
Files
2.0K
Pattern Hits
2026-07-14
Scan Date
0.00
HC Hit Rate

What These Metrics Mean

Adjusted Score
Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score
The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor
The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits
Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate
High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files
Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 0HIGH 7MEDIUM 575LOW 1389

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1971 distinct pattern matches across 16 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Decorative Section Separators515 hits · 1672 pts
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MEDIUMCMakeLists.txt1# ============================================================================COMMENT
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Hyper-Verbose Identifiers608 hits · 718 pts
SeverityFileLineSnippetContext
LOWtools/pre_commit.py44def ensure_precommit_available() -> bool:CODE
LOWtools/setup/install_dependencies/_packages.py392def _get_categorized_packages(CODE
LOWtools/setup/install_dependencies/_common.py110def run_apt_install_with_retry(CODE
LOWtools/setup/install_dependencies/_common.py145def run_dnf_install_with_retry(CODE
LOWtools/setup/install_dependencies/_common.py163def run_pacman_install_with_retry(CODE
LOWtools/setup/install_dependencies/_common.py224def check_apt_package_available(package: str) -> bool:CODE
LOWtools/setup/install_dependencies/_common.py239def get_available_debian_packages(category: str) -> list[str]:CODE
LOWtools/setup/install_dependencies/_debian.py38def resolve_package_alternatives(packages: list[str]) -> list[str]:CODE
LOWtools/setup/install_dependencies/_windows.py108def install_windows_gstreamer(version: str, dry_run: bool = False) -> bool:CODE
LOWtools/tests/test_tool_version.py14def test_probe_version_three_components() -> None:CODE
LOWtools/tests/test_tool_version.py25def test_probe_version_two_components() -> None:CODE
LOWtools/tests/test_tool_version.py33def test_probe_version_uses_stderr_when_stdout_empty() -> None:CODE
LOWtools/tests/test_tool_version.py41def test_probe_version_missing_tool() -> None:CODE
LOWtools/tests/test_tool_version.py46def test_probe_version_nonzero_exit() -> None:CODE
LOWtools/tests/test_tool_version.py54def test_probe_version_unparseable() -> None:CODE
LOWtools/tests/test_tool_version.py62def test_probe_version_custom_pattern() -> None:CODE
LOWtools/tests/test_tool_version.py71def test_probe_version_custom_args() -> None:CODE
LOWtools/tests/test_proc.py12def test_run_captured_returns_completed_process() -> None:CODE
LOWtools/tests/test_proc.py19def test_run_captured_check_raises() -> None:CODE
LOWtools/tests/test_proc.py24def test_run_captured_failing_command_does_not_raise_by_default() -> None:CODE
LOWtools/tests/test_proc.py34def test_run_text_returns_stdout() -> None:CODE
LOWtools/tests/test_proc.py38def test_run_text_default_on_missing_binary() -> None:CODE
LOWtools/tests/test_proc.py42def test_run_text_default_on_nonzero_exit() -> None:CODE
LOWtools/tests/test_build_gstreamer.py24def test_detect_jobs_with_override() -> None:CODE
LOWtools/tests/test_build_gstreamer.py28def test_detect_jobs_without_override() -> None:CODE
LOWtools/tests/test_build_gstreamer.py33def test_detect_jobs_fallback_when_cpu_count_none() -> None:CODE
LOWtools/tests/test_build_gstreamer.py53def test_build_config_defaults(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py61def test_build_config_custom_prefix(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py67def test_build_config_archive_name() -> None:CODE
LOWtools/tests/test_build_gstreamer.py72def test_build_config_archive_name_simulator() -> None:CODE
LOWtools/tests/test_build_gstreamer.py77def test_get_meson_args_contains_prefix(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py86def test_get_meson_args_macos_arch_flags(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py94def test_get_meson_args_macos_universal_no_arch_flags(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py102def test_get_meson_args_linux_no_arch_flags(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_gstreamer.py109def test_get_meson_args_includes_plugins(tmp_path: Path) -> None:CODE
LOWtools/tests/test_coverage.py9def test_build_step_summary_includes_metrics() -> None:CODE
LOWtools/tests/test_vehicle_null_check.py33def test_detects_unsafe_direct_access(sample_violations: list[dict]) -> None:CODE
LOWtools/tests/test_vehicle_null_check.py37def test_detects_unsafe_variable_use(sample_violations: list[dict]) -> None:CODE
LOWtools/tests/test_vehicle_null_check.py41def test_detects_unsafe_get_parameter(sample_violations: list[dict]) -> None:CODE
LOWtools/tests/test_vehicle_null_check.py45def test_ignores_safe_patterns(sample_violations: list[dict]) -> None:CODE
LOWtools/tests/test_vehicle_null_check.py59def test_exit_code_on_violations() -> None:CODE
LOWtools/tests/test_vehicle_null_check.py63def test_exit_code_no_violations(tmp_path: Path) -> None:CODE
LOWtools/tests/test_vehicle_null_check.py81def test_analyze_directory_finds_fixture_violations() -> None:CODE
LOWtools/tests/test_build_profile.py21def test_parse_ninja_log_reads_edges_and_skips_header(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_profile.py39def test_summarize_ninja_log_reports_slowest_rebuilds_and_generated_steps() -> None:CODE
LOWtools/tests/test_build_profile.py62def test_classify_output_identifies_common_build_hotspots() -> None:CODE
LOWtools/tests/test_build_profile.py71def test_parse_time_trace_reads_compile_duration_and_expensive_events(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_profile.py95def test_find_time_traces_ignores_non_trace_json(tmp_path: Path) -> None:CODE
LOWtools/tests/test_build_profile.py108def test_build_report_includes_all_sections() -> None:CODE
LOWtools/tests/test_generate_docs.py9def test_build_doxyfile_text_overrides_output_and_pdf(tmp_path) -> None:CODE
LOWtools/tests/test_gh_actions.py15def test_list_workflow_runs_for_sha_uses_jq_get_method() -> None:CODE
LOWtools/tests/test_gh_actions.py27def test_list_workflow_runs_for_sha_unpacks_ndjson_stream() -> None:CODE
LOWtools/tests/test_gh_actions.py38def test_list_run_artifacts_parses_ndjson_stream() -> None:CODE
LOWtools/tests/test_gh_actions.py53def test_list_run_artifacts_rejects_invalid_run_id() -> None:CODE
LOWtools/tests/test_gh_actions.py104 def test_auto_pull_request_target(self) -> None:CODE
LOWtools/tests/test_gh_actions.py117 def test_auto_workflow_dispatch(self) -> None:CODE
LOWtools/tests/test_gh_actions.py141 def test_multiline_delimiter_resists_collision(self, tmp_path) -> None:CODE
LOWtools/tests/test_gh_actions.py183 def test_escapes_newlines_and_percent(self, capsys) -> None:CODE
LOWtools/tests/test_gh_actions.py187 def test_emits_to_stdout_not_stderr(self, capsys) -> None:CODE
LOWtools/tests/test_install_dependencies.py44def test_debian_packages_not_empty() -> None:CODE
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Over-Commented Block339 hits · 334 pts
SeverityFileLineSnippetContext
LOWtools/coding-style/CodingStyle.h1// This is an example class header file which is used to describe the QGroundControlCOMMENT
LOWtools/coding-style/CodingStyle.h21// Note how the Qt headers, System headers and the QGroundControl headers above are kept in separate groupsCOMMENT
LOWtools/coding-style/CodingStyle.h41/// Class names are PascalCase. If you override any Qt base class to provide a genericCOMMENT
LOWtools/debuggers/profile.sh1#!/usr/bin/env bashCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py501# JS module imports instead.COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py541RE_BND_LIST_PROP = re.compile(r'property\s+list\s*<')COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py561# status===Loader.Ready. Binding to Loader.item.prop without aCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py581RE_LDR_SOURCE = re.compile(r'^\s*source\s*:')COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py601# DEL-3: connect() in Component.onCompleted (survives delegate destruction).COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py621# STA-2: Transition without from/to (catch-all).COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py641# IMG-2: Image with network source without asynchronous:trueCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py681# (glyph shaping, line breaking). Use scale transform on the TextCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py701COMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py721COMMENT
LOW…-example/src/MissionManager/PerimeterScanComplexItem.h1#pragma onceCOMMENT
LOWtest/CMakeLists.txt41# ----------------------------------------------------------------------------COMMENT
LOWtest/UnitTestList.h1#pragma onceCOMMENT
LOWtest/QmlUITests/RemoteIDSettingsUITest.h1#pragma onceCOMMENT
LOWtest/QmlUITests/QmlUITestBase.h21/// The base class overrides cleanup() to call stopUI() automatically, so theCOMMENT
LOWtest/QmlUITests/QmlUITestBase.h61 /// When a MockLink is active, call mockLink->disconnect() first so theCOMMENT
LOWtest/QmlUITests/QmlUITestBase.h81 /// Open the toolbar Q-logo tool-select dropdown and click the entry withCOMMENT
LOWtest/QmlUITests/QmlUITestBase.h121 /// Scroll the QQuickFlickable identified by \a flickableObjectName so thatCOMMENT
LOWtest/QmlUITests/QmlUITestBase.h141COMMENT
LOWtest/QmlUITests/VehicleConfigUITestBase.h21 void navigateToConfigureView();COMMENT
LOWtest/QmlUITests/AppCloseWarningUITest.h1#pragma onceCOMMENT
LOWtest/QmlUITests/APMSensorsCalibrationUITest.h1#pragma onceCOMMENT
LOWtest/Utilities/QGCCommandLineParserTest.h1#pragma onceCOMMENT
LOWtest/Utilities/StateMachine/states/StateTestCommon.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/UnitTest.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/UnitTest.h41// ============================================================================COMMENT
LOWtest/UnitTestFramework/UnitTest.h61/// @param labels The labels to formatCOMMENT
LOWtest/UnitTestFramework/UnitTest.h81/// Register a pure-logic test that needs no QGCApplication (no QML engine, no vehicle,COMMENT
LOWtest/UnitTestFramework/UnitTest.h141/// Declare a parameterized test function pairCOMMENT
LOWtest/UnitTestFramework/UnitTest.h461 /// @a category must be the exact Qt logging category string (e.g.COMMENT
LOWtest/UnitTestFramework/UnitTest.h481 /// in the given @a category for the duration of the test.COMMENT
LOWtest/UnitTestFramework/MultiSignalSpy.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/MultiSignalSpy.h21/// signal counts, wait for signals, and extract arguments.COMMENT
LOWtest/UnitTestFramework/BaseClasses/StateMachineTest.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/StateMachineTest.h21/// void _testMyState() {COMMENT
LOWtest/UnitTestFramework/BaseClasses/MissionTest.h21/// @codeCOMMENT
LOWtest/UnitTestFramework/BaseClasses/MissionTest.h81/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/ParameterTest.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/TestBaseClasses.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/JsonTest.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/VehicleTest.h41/// @fileCOMMENT
LOWtest/UnitTestFramework/BaseClasses/CommsTest.h1#pragma onceCOMMENT
LOW…itTestFramework/BaseClasses/VehicleTestManualConnect.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/TerrainTest.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/BaseClasses/TerrainTest.h81COMMENT
LOW…st/UnitTestFramework/PropertyTesting/PropertyTesting.h1#pragma onceCOMMENT
LOW…st/UnitTestFramework/PropertyTesting/PropertyTesting.h21/// const auto lat = *rc::gen::inRange(-90.0, 90.0);COMMENT
LOW…st/UnitTestFramework/PropertyTesting/PropertyTesting.h41///COMMENT
LOW…st/UnitTestFramework/PropertyTesting/PropertyTesting.h61/// RC_TAG("label"); // Tag unconditionallyCOMMENT
LOW…st/UnitTestFramework/PropertyTesting/PropertyTesting.h81/// @param name Description of the property being testedCOMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h1#pragma onceCOMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h21///COMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h41/// compare(component.clicked, true)COMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h61/// SignalSpy {COMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h81/// ]COMMENT
LOWtest/UnitTestFramework/QmlTesting/QmlTesting.h101/// Example: tst_FactTextField.qml, tst_QGCButton.qmlCOMMENT
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Unused Imports309 hits · 272 pts
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LOWtools/generate_docs.py4CODE
LOWtools/pre_commit.py4CODE
LOWtools/build_profile.py4CODE
LOWtools/release.py15CODE
LOWtools/clean.py11CODE
LOWtools/configure.py17CODE
LOWtools/run_tests.py16CODE
LOWtools/_bootstrap.py3CODE
LOWtools/check_deps.py4CODE
LOWtools/coverage.py4CODE
LOWtools/analyze.py20CODE
LOWtools/analyzers/cppcheck.py3CODE
LOWtools/analyzers/clang_format.py3CODE
LOWtools/analyzers/clazy.py3CODE
LOWtools/analyzers/clang_tidy.py3CODE
LOWtools/analyzers/qmllint.py3CODE
LOWtools/setup/install_python.py14CODE
LOWtools/setup/build_android_openssl.py20CODE
LOWtools/setup/build-gstreamer.py28CODE
LOWtools/setup/install_qt.py15CODE
LOWtools/setup/read_config.py20CODE
LOWtools/setup/install_dependencies/_fedora.py3CODE
LOWtools/setup/install_dependencies/_macos.py3CODE
LOWtools/setup/install_dependencies/_packages.py3CODE
LOWtools/setup/install_dependencies/_cli.py3CODE
LOWtools/setup/install_dependencies/_common.py10CODE
LOWtools/setup/install_dependencies/_common.py26CODE
LOWtools/setup/install_dependencies/_common.py27CODE
LOWtools/setup/install_dependencies/_common.py27CODE
LOWtools/setup/install_dependencies/_debian.py3CODE
LOWtools/setup/install_dependencies/__init__.py13CODE
LOWtools/setup/install_dependencies/__init__.py15CODE
LOWtools/setup/install_dependencies/__init__.py16CODE
LOWtools/setup/install_dependencies/__init__.py16CODE
LOWtools/setup/install_dependencies/__init__.py16CODE
LOWtools/setup/install_dependencies/__init__.py16CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py17CODE
LOWtools/setup/install_dependencies/__init__.py38CODE
LOWtools/setup/install_dependencies/__init__.py38CODE
LOWtools/setup/install_dependencies/__init__.py38CODE
LOWtools/setup/install_dependencies/__init__.py38CODE
LOWtools/setup/install_dependencies/__init__.py38CODE
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Excessive Try-Catch Wrapping71 hits · 123 pts
SeverityFileLineSnippetContext
LOWtools/_bootstrap.py61 except Exception:CODE
MEDIUMtools/_bootstrap.py57def _unraisablehook(unraisable) -> None:CODE
MEDIUMtools/setup/install_python.py275 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMtools/setup/install_python.py299 print(f"Error: Command failed with exit code {e.returncode}", file=sys.stderr)CODE
MEDIUMtools/setup/install_python.py302 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMtools/setup/read_config.py106 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMtools/setup/read_config.py109 print(f"Error: Invalid JSON in config file: {e}", file=sys.stderr)CODE
MEDIUMtools/setup/read_config.py126 print(f"Error: Key '{key}' not found in config", file=sys.stderr)CODE
LOWtools/setup/install_dependencies/_common.py359 except Exception as e:CODE
LOWtools/tests/test_patterns.py82 except Exception:CODE
LOWtools/simulation/mock_ntrip_caster.py156 except Exception as e:CODE
MEDIUMtools/simulation/mock_ntrip_caster.py151def run(self):CODE
MEDIUMtools/simulation/mock_vehicle.py38 print("Error: pymavlink not installed")CODE
LOWtools/common/io.py102 except Exception:CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py102def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py110def children(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py141def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py161def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py181def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py218def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py233def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py248def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py272def to_string(self):CODE
MEDIUMtools/debuggers/gdb-pretty-printers/qt6.py302def to_string(self):CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py44 except Exception as e:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py66 except Exception as e:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py107 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py122 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py148 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py168 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py208 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py223 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py238 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py255 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py262 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py292 except Exception:CODE
LOWtools/debuggers/gdb-pretty-printers/qt6.py316 except Exception:CODE
MEDIUM…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py1454 print("Error: no input files specified", file=sys.stderr)CODE
MEDIUM…t-cpp-review/references/lint-scripts/qt_review_lint.py757 print("Error: no input files specified", file=sys.stderr)CODE
MEDIUMtools/generators/mavlink_enums.py177 print(f"Error: {mavlink_dir} is not a directory", file=sys.stderr)STRING
MEDIUMtools/generators/mavlink_enums.py182 print(f"Error: no dialect headers found in {mavlink_dir}", file=sys.stderr)STRING
MEDIUMtools/generators/mavlink_instance_fields.py109 print(f"Error: Could not find {dialect}.xml in {xml_dir}", file=sys.stderr)CODE
MEDIUMtools/generators/config_qml/generate_pages.py46 print(f"Error: {args.pages_dir} is not a directory", file=sys.stderr)CODE
MEDIUMtools/translations/qgc_lupdate_json.py114 print(f"Error: Duplicate filenames: {path.name} paths: {path} {entry[1]}")CODE
MEDIUMtools/translations/qgc_lupdate.py106 print(f"Error: {e}", file=sys.stderr)CODE
MEDIUMtools/translations/qgc_lupdate.py112 print(f"Error: lupdate failed with exit code {e.returncode}", file=sys.stderr)CODE
MEDIUM.github/scripts/coverage_comment.py42 print(f"Error parsing {xml_path}: {e}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py229 print("Error: Failed to download ccache archive", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py233 print("Error: Failed to download signature file", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py238 print("Error: Failed to setup minisign", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py242 print("Error: Signature verification failed", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py313 print(f"Error extracting ccache: {e}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py318 print(f"Error: ccache binary not found at {ccache_bin}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py326 print(f"Error copying ccache: {result.stderr}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py331 print(f"Error setting permissions: {result.stderr}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py335 print(f"Error installing ccache: {e}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py269 print(f"Error extracting minisign: {e}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py274 print(f"Error: minisign binary not found at {minisign_bin}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py300 print(f"Error running minisign: {e}", file=sys.stderr)CODE
MEDIUM.github/scripts/ccache_helper.py754 print(f"Error: Invalid ccache version format: {args.version}", file=sys.stderr)CODE
11 more matches not shown…
Example Usage Blocks29 hits · 44 pts
SeverityFileLineSnippetContext
LOWtools/debuggers/profile.sh8# Usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/MissionTest.h20/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/MissionTest.h81/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/ParameterTest.h14/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/VehicleTest.h47/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/CommsTest.h17/// Example usage:COMMENT
LOWtest/UnitTestFramework/BaseClasses/TerrainTest.h87/// Example usage:COMMENT
LOWdeploy/docker/run-docker.sh4# Usage:COMMENT
LOWsrc/Utilities/StateMachine/QGCStateMachine.h278 /// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/QGCStateMachine.h477 /// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/EventQueuedState.h13/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/LoopState.h12/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/RollbackState.h12/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/FallbackChainState.h12/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/SkippableAsyncState.h16/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/ProgressState.h15/// Example usage:COMMENT
LOW…ies/StateMachine/States/RetryableRequestMessageState.h19/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/SequenceState.h13/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/States/CircuitBreakerState.h20/// Example usage:COMMENT
LOW…c/Utilities/StateMachine/Transitions/RetryTransition.h15/// Example usage:COMMENT
LOW…Utilities/StateMachine/Transitions/TimeoutTransition.h14/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/Helpers/StateMachineLogger.h24/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/Helpers/StateContext.h16/// Example usage:COMMENT
LOW…/Utilities/StateMachine/Helpers/ErrorRecoveryBuilder.h16/// Example usage:COMMENT
LOWsrc/Utilities/StateMachine/Helpers/ErrorHandlers.h17/// Example usage:COMMENT
LOWsrc/Utilities/FileSystem/QGCFileWatcher.h18/// Example usage:COMMENT
LOWsrc/Utilities/Compression/QGCArchiveFile.h14/// Example usage:COMMENT
LOWsrc/Utilities/Compression/QGCDecompressDevice.h13/// Example usage:COMMENT
LOWsrc/Utilities/Compression/QGCArchiveWatcher.h17/// Example usage:COMMENT
Deep Nesting40 hits · 36 pts
SeverityFileLineSnippetContext
LOWtools/pre_commit.py52CODE
LOWtools/pre_commit.py142CODE
LOWtools/configure.py63CODE
LOWtools/analyzers/qt_translate_noop_check.py139CODE
LOWtools/analyzers/vehicle_null_check.py71CODE
LOWtools/setup/install_dependencies/_macos.py22CODE
LOWtools/setup/install_dependencies/_cli.py28CODE
LOWtools/setup/install_dependencies/_cli.py158CODE
LOWtools/setup/install_dependencies/_common.py322CODE
LOWtools/setup/install_dependencies/_debian.py91CODE
LOWtools/setup/install_dependencies/_debian.py159CODE
LOWtools/setup/install_dependencies/_windows.py108CODE
LOWtools/simulation/mock_ntrip_caster.py238CODE
LOWtools/common/file_traversal.py73CODE
LOWtools/common/gh_actions.py92CODE
LOWtools/debuggers/gst_latency_parser.py48CODE
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py882CODE
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py1045CODE
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py1300CODE
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py1374CODE
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py212CODE
LOW…t-cpp-review/references/lint-scripts/qt_review_lint.py473CODE
LOW…profiler/references/scripts/parse-qmlprofiler-trace.py32CODE
LOWtools/generators/mavlink_instance_fields.py35CODE
LOWtools/generators/settings_qml/emit.py44CODE
LOWtools/generators/settings_qml/emit.py289CODE
LOWtools/translations/qgc_lupdate_json.py29CODE
LOWtools/translations/qgc_lupdate_json.py104CODE
LOWtools/translations/qgc_lupdate.py33CODE
LOW.github/scripts/generate_build_results_comment.py174CODE
LOW.github/scripts/ccache_helper.py524CODE
LOW.github/scripts/ccache_helper.py189CODE
LOW.github/scripts/download_artifacts.py185CODE
LOW.github/scripts/cmake_helper.py195CODE
LOW.github/scripts/collect_artifact_sizes.py48CODE
LOW.github/scripts/collect_artifact_sizes.py155CODE
LOW.github/scripts/install_dependencies_helper.py43CODE
LOW.github/scripts/android_boot_test.py260CODE
LOW.github/scripts/tests/test_bootstrap_sparse_checkout.py52CODE
LOW.github/scripts/tests/test_bootstrap_sparse_checkout.py67CODE
Modern Structural Boilerplate30 hits · 30 pts
SeverityFileLineSnippetContext
LOWtools/setup/install_dependencies/_fedora.py39__all__ = ["install_fedora"]CODE
LOWtools/setup/install_dependencies/_macos.py103__all__ = ["get_gstreamer_macos_urls", "install_macos"]CODE
LOWtools/setup/install_dependencies/_packages.py431__all__ = [CODE
LOWtools/setup/install_dependencies/_cli.py226__all__ = ["list_packages", "main", "parse_args", "print_packages"]CODE
LOWtools/setup/install_dependencies/_common.py273def _set_env_var_ci(name: str, value: str) -> None:CODE
LOWtools/setup/install_dependencies/_common.py279def _set_env_var_local(name: str, value: str) -> None:CODE
LOWtools/setup/install_dependencies/_common.py290def set_env_var(name: str, value: str) -> None:CODE
LOWtools/setup/install_dependencies/_common.py364__all__ = [CODE
LOWtools/setup/install_dependencies/_debian.py227__all__ = [CODE
LOWtools/setup/install_dependencies/__init__.py74__all__ = [CODE
LOWtools/setup/install_dependencies/_arch.py42__all__ = ["install_arch"]CODE
LOWtools/setup/install_dependencies/_windows.py253__all__ = [CODE
LOWtools/common/git.py18__all__ = ["get_default_branch_ref", "run_git"]CODE
LOWtools/common/env.py12__all__ = [CODE
LOWtools/common/proc.py19__all__ = ["run_bytes", "run_captured", "run_text"]CODE
LOWtools/common/opener.py18__all__ = ["open_in_default_app"]CODE
LOWtools/common/net.py23__all__ = ["download_file", "download_with_retry", "run_with_retries"]CODE
LOWtools/common/io.py18__all__ = [CODE
LOWtools/common/analyzer.py20__all__ = ["AnalysisResult", "AnalyzerBase"]CODE
LOWtools/common/__init__.py256__all__ = [*_LAZY_SYMBOLS.keys(), "pip_install"]CODE
LOWtools/common/format.py12__all__ = ["format_bytes", "format_delta_bytes"]CODE
LOWtools/common/platform.py13__all__ = ["current_platform", "is_linux", "is_macos", "is_windows"]CODE
LOWtools/common/cli.py23__all__ = [CODE
LOWtools/common/markdown.py15__all__ = ["md_table"]CODE
LOWtools/common/tool_version.py20__all__ = ["DEFAULT_VERSION_RE", "probe_version", "uv_lock_version"]CODE
LOWtools/generators/settings_qml/page_generator.py25__all__ = [CODE
LOWtools/generators/config_qml/page_generator.py24__all__ = [CODE
LOW.github/scripts/generate_build_results_comment.py28logger = logging.getLogger(__name__)CODE
LOW.github/scripts/verify_executable.py26def _setup_gstreamer_env(build_dir: Path) -> None:CODE
LOW.github/scripts/xml_utils.py17__all__ = ["XMLParseError", "xml_parse"]CODE
Cross-Language Confusion6 hits · 25 pts
SeverityFileLineSnippetContext
HIGHtools/tests/test_settings_qml_generator.py737 showWhen="sink && sink.enabled",CODE
HIGHtools/tests/test_settings_qml_generator.py752 assert "visible: sink && sink.enabled" in qmlCODE
HIGHtools/tests/test_version_drift.py43 "Run: (cd tools && uv lock) and commit the result.\n\n"CODE
HIGH…t-run/references/scripts/parse-qmltestrunner-output.py32 "failure_message": str | null,STRING
HIGHtools/generators/settings_qml/emit.py219 section_vis = f"(sectionFilter === -1 || sectionFilter === {grp_idx})"CODE
HIGHtools/generators/config_qml/model.py129 are composed with && so the control is only visible when the param existsSTRING
Modern AI Meta-Vocabulary7 hits · 24 pts
SeverityFileLineSnippetContext
MEDIUM…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py844# Tier B: Match + context window check.COMMENT
MEDIUM…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py1014 # Build context windowCOMMENT
MEDIUM…t-cpp-review/references/lint-scripts/qt_review_lint.py85 scope_aware: bool = True # Truncate context window at function-scope boundaries (column-0 closing brace)CODE
MEDIUM…t-cpp-review/references/lint-scripts/qt_review_lint.py370# Tier B: Match + context window check.COMMENT
MEDIUM…t-cpp-review/references/lint-scripts/qt_review_lint.py425# Scope-aware context window builderCOMMENT
MEDIUM…t-cpp-review/references/lint-scripts/qt_review_lint.py601 # Build context window (use comment-stripped lines)COMMENT
MEDIUMtest/CMakeLists.txt49# FULL WIRING IS NOT YET COMPLETE — this is intentional scaffolding. The defaultCOMMENT
Redundant / Tautological Comments5 hits · 7 pts
SeverityFileLineSnippetContext
LOWtools/simulation/run-arducopter-sitl.sh16# Check if Docker is availableCOMMENT
LOWtools/simulation/run-arducopter-sitl.sh63# Check if runningCOMMENT
LOWtools/debuggers/profile.sh217 # Check if we have permissionsCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py925 # Check if this property was bound with : in the fileCOMMENT
LOW…s/qt-qml-review/references/lint-scripts/qt_qml_lint.py954 # Check if the property has a dynamic bindingCOMMENT
Fake / Example Data6 hits · 6 pts
SeverityFileLineSnippetContext
LOW…kills/qt-qml-test/references/qt-quick-test-controls.md397 emailField.text = qsTr("user@example.com")CODE
LOW…kills/qt-qml-test/references/qt-quick-test-template.md133 emailField.text = qsTr("user@example.com")CODE
LOW…kills/qt-qml-test/references/qt-quick-test-template.md134 compare(emailField.text, qsTr("user@example.com"))CODE
LOWtools/generators/settings_qml/model.py89 "placeholder", "value", "component",CODE
LOWtools/generators/settings_qml/model.py125 placeholder=ctrl_data.get("placeholder", ""),CODE
LOWsrc/AppSettings/pages/NTRIP.SettingsUI.json56 "placeholder": "e.g. 1005,1077,1087"CODE
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHtools/setup/install_qt.py173Pick the primary Android Qt root from installed ABIs. Args: abis: Semicolon-separated ABI list (e.g. "arm64STRING
AI Structural Patterns3 hits · 3 pts
SeverityFileLineSnippetContext
LOWtools/generators/common/controls.py140CODE
LOWtools/generators/common/controls.py263CODE
LOWtools/generators/common/controls.py607CODE
Self-Referential Comments1 hit · 3 pts
SeverityFileLineSnippetContext
MEDIUMdeploy/docker/lib/setup-venv.sh2# Create the qgc venv and install hash-locked build-time Python deps: jinja2/COMMENT
Structural Annotation Overuse1 hit · 2 pts
SeverityFileLineSnippetContext
LOWsrc/Vehicle/VehicleSetup/Bootloader.h37 /// IMPORTANT: Make sure this id does not conflict with any newly added real board idsCOMMENT