Serial-Studio/Serial-Studio

5.9

Adjusted Score

5.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

7.0K

Stars

C++

Language

933.3K

Lines of Code

2.2K

Files

3.0K

Pattern Hits

2026-07-14

Scan Date

0.03

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 2HIGH 62MEDIUM 1017LOW 1906

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 2987 distinct pattern matches across 21 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 Separators972 hits · 3306 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	CMakeLists.txt	217	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	226	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	228	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	315	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	317	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	327	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	331	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	333	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	351	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	360	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	362	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	403	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	405	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	411	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	417	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	419	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	429	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	438	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	440	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	446	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	451	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	453	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	473	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	478	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	CMakeLists.txt	480	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	23	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	25	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	36	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	49	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	51	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	77	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	97	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	99	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	122	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	134	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	136	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	166	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	199	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	201	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	253	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	377	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	CMakeLists.txt	500	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	34	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	39	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	41	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	57	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	65	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	67	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1051	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1056	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1058	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1183	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1185	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1192	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1197	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1199	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1417	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1419	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM⚡	app/CMakeLists.txt	1424	#---------------------------------------------------------------------------------------------------	COMMENT
MEDIUM	app/CMakeLists.txt	21	#---------------------------------------------------------------------------------------------------	COMMENT
912 more matches not shown…

Hyper-Verbose Identifiers870 hits · 713 pts

Severity	File	Line	Snippet	Context
LOW	app/rcc/ai/build_search_index.py	222	def harvest_templates_manifest():	CODE
LOW⚡	app/translations/translate_welcome_messages.py	80	def translate_welcome_message(source_text, target_language, context, lang_code):	CODE
LOW⚡	app/translations/translate_welcome_messages.py	160	def translate_welcome_files_in_subdir(subdir, languages):	CODE
LOW	app/translations/llm_translate.py	812	def harvest_translation_memory(ts_root) -> list[tuple[str, str]]:	CODE
LOW	app/translations/llm_translate.py	1038	def _call_provider_with_retry(	CODE
LOW	app/translations/llm_translate.py	1129	def parse_numbered_translations(	CODE
LOW	app/translations/llm_translate.py	1512	def apply_capitalization_pattern(	CODE
LOW	app/translations/llm_translate.py	1612	def verify_capitalization_batch(entries, lang_code):	CODE
LOW	app/translations/llm_translate.py	1946	def verify_capitalization_ts_file(filename):	CODE
LOW	tests/conftest.py	122	def pytest_collection_modifyitems(config, items):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	63	def test_manifest_has_exactly_the_expected_keys(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	67	def test_every_entry_has_the_required_fields(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	73	def test_all_entries_advertise_the_same_version(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	79	def test_download_urls_match_package_type_and_arch(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	88	def test_open_url_keys_have_no_direct_download(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	94	def test_direct_download_keys_do_not_shadow_with_open_url(updates):	CODE
LOW⚡	tests/unit/test_updates_manifest.py	101	def test_changelog_present_everywhere(updates):	CODE
LOW⚡	tests/security/test_access_control.py	386	def test_information_disclosure(tester):	CODE
LOW	tests/security/test_access_control.py	178	def test_command_authorization(tester):	CODE
LOW	tests/security/test_access_control.py	267	def test_configuration_tampering(tester):	CODE
LOW	tests/security/test_access_control.py	329	def test_project_manipulation(tester):	CODE
LOW	tests/security/test_access_control.py	453	def test_cross_client_interference(tester):	CODE
LOW	tests/security/conftest.py	238	def pytest_collection_modifyitems(config, items):	CODE
LOW	tests/security/test_exploit_techniques.py	468	def test_deserialization_attacks(exploiter):	CODE
LOW⚡	tests/security/test_denial_of_service.py	530	def test_recursive_operations(tester):	CODE
LOW	tests/security/test_denial_of_service.py	360	def test_bandwidth_exhaustion(tester):	CODE
LOW	tests/security/test_denial_of_service.py	453	def test_fork_bomb_simulation(tester):	CODE
LOW	tests/security/test_denial_of_service.py	490	def test_amplification_attack(tester):	CODE
LOW	tests/security/test_api_security.py	78	def test_oversized_json_payload(self, security_client, vuln_tracker):	CODE
LOW	tests/security/test_api_security.py	118	def test_json_with_control_characters(self, security_client, vuln_tracker):	CODE
LOW	tests/security/test_api_security.py	263	def test_buffer_without_newline(self, check_server_alive, vuln_tracker):	CODE
LOW	tests/security/test_api_vulnerabilities.py	78	def test_json_parsing_exploits(tester):	CODE
LOW	tests/security/test_api_vulnerabilities.py	364	def test_connection_exhaustion(tester):	CODE
LOW	tests/security/test_api_vulnerabilities.py	470	def test_parameter_validation(tester, check_server_alive):	CODE
LOW⚡	tests/security/test_api_vulnerabilities.py	535	def test_information_disclosure(tester):	CODE
LOW	tests/security/test_protocol_fuzzing.py	432	def test_protocol_violations_fuzz(fuzzer):	CODE
LOW	tests/security/test_protocol_fuzzing.py	444	def test_raw_message_type_fuzz(fuzzer):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	305	def test_prototype_pollution_via_command(self, security_client, payload):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	326	def test_prototype_pollution_in_raw_json(self, check_server_alive):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	478	def test_null_byte_in_frame_delimiters(self, security_client, check_server_alive):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	867	def test_rapid_checksum_algorithm_switching(	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	1217	def test_integer_truncation_in_time_range(	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	1262	def test_negative_port_numbers(self, security_client, check_server_alive):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	1495	def test_error_message_analysis(self, security_client):	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	2184	def test_reflected_payload_in_title(self, security_client, payload):	CODE
LOW	tests/security/test_zero_day_adversarial.py	220	def test_js_code_via_project_json(self, security_client, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	442	def test_null_byte_path_truncation(self, security_client):	CODE
LOW	tests/security/test_zero_day_adversarial.py	461	def test_null_byte_in_command_name(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	517	def test_partial_json_then_valid(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	550	def test_interleaved_binary_and_json(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	579	def test_newline_injection_in_json_value(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	601	def test_message_boundary_confusion(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	673	def test_quadratic_blowup_duplicate_keys(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	715	def test_sabotage_via_config_change(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	804	def test_inject_json_command_as_frame(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	829	def test_delimiter_injection_in_data(self, security_client, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	895	def test_checksum_length_mismatch(self, security_client, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	945	def test_rapid_framereader_recreation(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	988	def test_project_reload_during_data_flow(self, check_server_alive):	CODE
LOW	tests/security/test_zero_day_adversarial.py	1113	def test_ansi_escape_via_raw_data(self, payload, check_server_alive):	CODE
810 more matches not shown…

Over-Commented Block586 hits · 514 pts

Severity	File	Line	Snippet	Context
LOW	CMakeLists.txt	1	#	COMMENT
LOW	CMakeLists.txt	21	cmake_minimum_required(VERSION 3.20)	COMMENT
LOW	CMakeLists.txt	41		COMMENT
LOW	CMakeLists.txt	61	# ENABLE_PGO=OFF (default) - Profile-Guided Optimization	COMMENT
LOW	CMakeLists.txt	101	# Commercial builds require valid API keys and license credentials:	COMMENT
LOW	CMakeLists.txt	141	# - PROJECT_VERSION_MAJOR: Major version (breaking changes)	COMMENT
LOW	CMakeLists.txt	201	#---------------------------------------------------------------------------------------------------	COMMENT
LOW	CMakeLists.txt	221	add_definitions(-DPROJECT_VERSION="${PROJECT_VERSION}")	COMMENT
LOW	CMakeLists.txt	241	# - Build fails if license is invalid, expired, or not activated	COMMENT
LOW	CMakeLists.txt	321	# - aarch64: 64-bit ARM processors (Apple Silicon, Raspberry Pi 4+)	COMMENT
LOW	CMakeLists.txt	341	#	COMMENT
LOW	CMakeLists.txt	361	# Compiler warnings configuration	COMMENT
LOW	CMakeLists.txt	401	endif()	COMMENT
LOW	CMakeLists.txt	421	# MSVC's debug STL ships with _ITERATOR_DEBUG_LEVEL=2 by default, which wraps every iterator	COMMENT
LOW	CMakeLists.txt	441	#	COMMENT
LOW	CMakeLists.txt	461	# - mdflib: MDF4/MF4 file format parser	COMMENT
LOW	CMakeLists.txt	481	#	COMMENT
LOW	app/CMakeLists.txt	1	#	COMMENT
LOW	app/CMakeLists.txt	21	#---------------------------------------------------------------------------------------------------	COMMENT
LOW	app/CMakeLists.txt	41	#---------------------------------------------------------------------------------------------------	COMMENT
LOW	app/CMakeLists.txt	61	set(CMAKE_AUTORCC ON)	COMMENT
LOW	app/CMakeLists.txt	81	# Qt6::Bluetooth - Bluetooth LE device discovery and communication	COMMENT
LOW	app/CMakeLists.txt	161	qt_policy(SET QTP0002 NEW)	COMMENT
LOW	app/CMakeLists.txt	181	# - MDF4/: MDF4 file playback (Pro feature)	COMMENT
LOW	app/CMakeLists.txt	861	#---------------------------------------------------------------------------------------------------	COMMENT
LOW	app/CMakeLists.txt	941	# Platform-specific source files and resources	COMMENT
LOW	app/CMakeLists.txt	1021	set(HEADERS	COMMENT
LOW	app/CMakeLists.txt	1041	# - Languages: English, Spanish, Chinese, German, French, etc.	COMMENT
LOW	app/CMakeLists.txt	1061	#	COMMENT
LOW	app/CMakeLists.txt	1141	endif()	COMMENT
LOW	app/CMakeLists.txt	1161	# Why Linux only?	COMMENT
LOW	app/CMakeLists.txt	1181	endif()	COMMENT
LOW	app/CMakeLists.txt	1201	# Compiles QML files into a Qt Quick module with ahead-of-time compilation:	COMMENT
LOW	app/CMakeLists.txt	1241	# MiniAudio audio input library configuration (Pro only)	COMMENT
LOW	app/CMakeLists.txt	1261	# Windows: Uses WASAPI (built-in, no extra libs needed)	COMMENT
LOW	app/CMakeLists.txt	1341	else()	COMMENT
LOW	app/CMakeLists.txt	1361	# - MACOSX_BUNDLE=TRUE: Creates .app bundle (required for macOS apps)	COMMENT
LOW	app/CMakeLists.txt	1441	)	COMMENT
LOW	app/CMakeLists.txt	1461	# BUNDLE: macOS .app bundles → install to top-level directory	COMMENT
LOW	app/CMakeLists.txt	1481	# Linux:	COMMENT
LOW	app/CMakeLists.txt	1541	OUTPUT_SCRIPT deploy_script	COMMENT
LOW	app/CMakeLists.txt	1561	# CPACK_PACKAGE_DESCRIPTION - README.md content	COMMENT
LOW	app/CMakeLists.txt	1581	# - No installer wizard (simple drag-and-drop)	COMMENT
LOW	app/rcc/scripts/painter/default_template.js	1	// Default painter template.	COMMENT
LOW	app/rcc/scripts/parser/js/batched_sensor_data.js	61	// Modify this based on your data format (JSON, CSV, binary, etc.)	COMMENT
LOW	app/rcc/scripts/transforms/js/logarithmic_db.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/ema.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/schmitt_trigger.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/moving_average.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/running_max.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/fahrenheit_to_celsius.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/rolling_rms.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/unwrap_angle.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/kalman_1d.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/map_range.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/thermistor_steinhart.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/degrees_to_radians.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/polynomial_2nd.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/round_decimals.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
LOW	app/rcc/scripts/transforms/js/adc_to_voltage.js	1	// 'value' is the live numeric reading for this dataset,	COMMENT
526 more matches not shown…

Cross-Language Confusion49 hits · 302 pts

Severity	File	Line	Snippet	Context
HIGH	tests/security/test_protocol_fuzzing.py	97	b'{"type":"command","id":null,"command":"test"}\n',	CODE
HIGH	tests/security/test_zero_day_adversarial.py	150	"function parse(f){var a=[];while(true)a.push(new Array(1e6));"	CODE
HIGH	tests/security/test_zero_day_adversarial.py	2065	b'{"type":"batch","id":"x","commands":[null,null]}\n',	CODE
HIGH	tests/security/test_zero_day_adversarial.py	2073	b'{"type":"batch","id":"x","commands":[{"command":"api.getCommands"},42,"str",null,true]}\n',	CODE
HIGH	tests/security/test_zero_day_adversarial.py	2121	b'{"type":null,"id":"x","command":"api.getCommands"}\n',	CODE
HIGH⚡	tests/integration/test_dataset_transforms.py	265	"var ema = null;\n"	CODE
HIGH⚡	tests/integration/test_dataset_transforms.py	267	" ema = (ema === null) ? v : alpha * v + (1 - alpha) * ema;\n"	CODE
HIGH	tests/integration/test_session_export.py	272	# non-null) instead of QString().	COMMENT
HIGH	tests/integration/test_image_view.py	686	# Payload is not a valid image — QImage::fromData will return null,	COMMENT
HIGH	tests/integration/test_image_view.py	672	(it is passed to QImage::fromData which returns null) without crashing."""	STRING
HIGH	tests/integration/test_device_write.py	195	" if (typeof r !== 'object' \|\| r === null) throw 'deviceWrite must return an object';\n"	CODE
HIGH	tests/integration/test_device_write.py	426	" if (info && typeof info.timestampMs === 'number') {\n"	CODE
HIGH	tests/integration/test_frame_parsing.py	428	values.push(data.groups[i].datasets[j].value);	CODE
HIGH	tests/integration/test_frame_parsing.py	893	values.push(data.groups[i].datasets[j].value);	CODE
HIGH	tests/integration/test_frame_parsing.py	968	values.push(data.groups[i].datasets[j].value);	CODE
HIGH	tests/integration/test_frame_parsing.py	1047	values.push(data.groups[i].datasets[j].value);	CODE
HIGH	tests/integration/test_frame_parsing.py	1140	values.push(data.groups[i].datasets[j].value);	CODE
HIGH⚡	tests/integration/test_table_handles.py	90	var H = null;	CODE
HIGH⚡	tests/integration/test_table_handles.py	92	if (H === null) H = tableHandleMany("DAQ", ["ch1","ch2","ch3","ch4"]);	CODE
HIGH⚡	tests/utils/data_generator.py	478	'{"null": null}{"extra":"object"}',	STRING
HIGH⚡	tests/utils/data_generator.py	487	'{"undefined": undefined}',	STRING
HIGH	tests/scripts/conftest.py	100	if (gen !== GEN \|\| idx >= ORDER.length) return -1;	CODE
HIGH⚡	tests/scripts/conftest.py	113	if (def !== undefined) write(rec, def);	CODE
HIGH⚡	tests/scripts/conftest.py	115	ORDER.push(k);	CODE
HIGH⚡	tests/scripts/conftest.py	120	return rec ? read(rec) : undefined;	CODE
HIGH⚡	tests/scripts/conftest.py	123	if (v === undefined \|\| v === null) return;	CODE
HIGH⚡	tests/scripts/conftest.py	123	if (v === undefined \|\| v === null) return;	CODE
HIGH⚡	tests/scripts/conftest.py	125	if (rec && rec.computed) write(rec, v);	CODE
HIGH⚡	tests/scripts/conftest.py	133	for (var i = 0; i < regs.length; i++) out.push(tableHandle(t, regs[i]));	CODE
HIGH⚡	tests/scripts/conftest.py	141	if (v === undefined \|\| v === null) return;	CODE
HIGH⚡	tests/scripts/conftest.py	141	if (v === undefined \|\| v === null) return;	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	68	assert "writtenData.chop(writtenData.length() - boundedBytes);" in text	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	147	assert "if (!data \|\| data->data.isEmpty())" in frame_reader	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	188	"if (widgetIdx < 0 \|\| widgetIdx >= keys.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	189	"if (eolIdx < 0 \|\| eolIdx >= eolKeys.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	190	"if (checksumId < 0 \|\| checksumId >= checksums.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	191	"if (idx < 0 \|\| idx >= m_frameDetectionMethodsValues.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	192	"if (widgetIdx < 0 \|\| widgetIdx >= datasetWidgetKeys.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	193	"if (plotIdx < 0 \|\| plotIdx >= plotOptionKeys.size())",	CODE
HIGH⚡	tests/scripts/test_cpp_regressions.py	194	"if (sampleIdx < 0 \|\| sampleIdx >= m_fftSamples.size())",	CODE
HIGH	tests/scripts/test_cpp_regressions.py	625	r"if $modified && m_groups\.empty\($[\s\S]*?"	CODE
HIGH	tests/scripts/test_cpp_regressions.py	866	"if (spec.operationMode == SerialStudio::QuickPlot && spec.finishSequences.isEmpty())"	CODE
HIGH	tests/scripts/test_table_handles.py	188	a.push(tableGet('A', CH[i]));	CODE
HIGH	tests/scripts/test_table_handles.py	189	b.push(tableGet('B', CH[i]));	CODE
HIGH	scripts/generate-sdk.py	117	lines.append(" bytes.push(parseInt(hex.substr(i, 2), 16));")	CODE
HIGH	scripts/generate-sdk.py	123	lines.append(" out.push(s.charCodeAt(j) & 0xff);")	CODE
HIGH	scripts/code-verify.py	2146	`for (int i = 0; i < kMaxIterations && cond; ++i)` so the bound is	CODE
HIGH	scripts/code_verify_rules.py	2775	# `start < line.length()`. The bare-identifier form covers member fields	COMMENT
HIGH	scripts/code_verify_rules.py	1556	"prefer `for (int i = 0; i < kMax && cond; ++i)` "	CODE

Excessive Try-Catch Wrapping211 hits · 205 pts

Severity	File	Line	Snippet	Context
LOW	app/rcc/ai/build_search_index.py	258	except Exception:	CODE
LOW⚡	app/translations/translate_welcome_messages.py	207	except Exception as e:	CODE
MEDIUM	app/translations/translate_welcome_messages.py	238	print(f"Error: unknown language code '{args.lang}'. Available: {available}")	CODE
MEDIUM	app/translations/translation_manager.py	218	print(f"Error: {ts_dir} directory does not exist.")	CODE
LOW	app/translations/llm_translate.py	1058	except Exception as exc:	CODE
LOW	app/translations/llm_translate.py	1082	except Exception:	CODE
LOW	app/translations/llm_translate.py	1818	except Exception as e:	CODE
LOW	app/translations/llm_translate.py	2634	except Exception as e:	CODE
LOW	app/translations/llm_translate.py	2651	except Exception as e:	CODE
LOW	tests/conftest.py	57	except Exception:	CODE
LOW	tests/conftest.py	83	except Exception:	CODE
LOW	tests/conftest.py	85	except Exception:	CODE
LOW⚡	tests/security/test_access_control.py	382	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	96	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	135	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	174	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	258	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	302	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	325	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	358	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	416	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	443	except Exception as e:	CODE
LOW	tests/security/test_access_control.py	490	except Exception as e:	CODE
LOW	tests/security/conftest.py	116	except Exception:	CODE
LOW	tests/security/test_exploit_techniques.py	387	except Exception as e:	CODE
LOW	tests/security/test_exploit_techniques.py	502	except Exception as e:	CODE
LOW	tests/security/test_exploit_techniques.py	559	except Exception as e:	CODE
LOW	tests/security/test_exploit_techniques.py	574	except Exception as e:	CODE
LOW	tests/security/test_exploit_techniques.py	607	except Exception as e:	CODE
LOW	tests/security/test_exploit_techniques.py	677	except Exception as e:	CODE
MEDIUM	tests/security/test_denial_of_service.py	166	def flood_thread():	CODE
LOW⚡	tests/security/test_denial_of_service.py	522	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	120	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	242	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	268	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	401	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	445	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	482	except Exception as e:	CODE
LOW	tests/security/test_denial_of_service.py	554	except Exception as e:	CODE
LOW	tests/security/test_api_security.py	186	except Exception as e:	CODE
LOW	tests/security/test_api_security.py	253	except Exception:	CODE
LOW	tests/security/test_api_security.py	456	except Exception as e:	CODE
LOW	tests/security/test_api_security.py	597	except Exception:	CODE
LOW	tests/security/test_api_security.py	638	except Exception as e:	CODE
LOW	tests/security/test_protocol_fuzzing.py	74	except Exception as e:	CODE
LOW	tests/security/test_protocol_fuzzing.py	199	except Exception as e:	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	952	def reconfigure_rapidly(thread_id):	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	995	def send_data():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1018	def reload_project():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1833	def config_changer():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1852	def data_sender():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1875	def status_querier():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1897	def project_loader():	CODE
MEDIUM	tests/security/test_zero_day_adversarial.py	1933	def export_toggler():	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	263	except Exception:	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	314	except Exception:	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	323	except Exception:	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	488	except Exception:	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	497	except Exception:	CODE
LOW⚡	tests/security/test_zero_day_adversarial.py	627	except Exception:	CODE
151 more matches not shown…

Structural Annotation Overuse45 hits · 87 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration/test_frame_parsing.py	116	# Step 1: Set delimiters and checksum	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	125	# Step 2: Set frame detection mode	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	212	# Step 1: Set delimiters and checksum	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	221	# Step 2: Set frame detection mode	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	32	### Step 1: Connect to CAN Bus	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	35	### Step 2: Import DBC Database	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	41	### Step 3: Review the Preview	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	50	### Step 4: Save the Project	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	60	### Step 5: View the Dashboard	COMMENT
LOW⚡	examples/CAN Bus Example/README.md	70	### Step 6: Customize (Optional)	COMMENT
LOW	examples/System Monitor/README.md	56	### Step 1: install dependencies	COMMENT
LOW	examples/System Monitor/README.md	67	### Step 2: configure Serial Studio	COMMENT
LOW	examples/MCP Client/README.md	212	#### Step 1: Enable Serial Studio API Server	COMMENT
LOW	examples/MCP Client/README.md	219	#### Step 2: Locate the Bridge Script	COMMENT
LOW	examples/MCP Client/README.md	244	#### Step 3: Configure Claude Desktop	COMMENT
LOW	examples/MCP Client/README.md	313	#### Step 4: Restart Claude Desktop	COMMENT
LOW	examples/MCP Client/README.md	320	#### Step 5: Verify Integration	COMMENT
LOW	examples/MCP Client/README.md	334	#### Step 6: Use It!	COMMENT
LOW	examples/Camera Telemetry/README.md	49	### Step 1: install dependencies	COMMENT
LOW	examples/Camera Telemetry/README.md	55	### Step 2: start the script	COMMENT
LOW	examples/Camera Telemetry/README.md	78	### Step 3: configure Serial Studio	COMMENT
LOW	doc/help/Project-Editor.md	145	### Step 1: create a new project	COMMENT
LOW	doc/help/Project-Editor.md	152	### Step 2: configure frame parsing	COMMENT
LOW	doc/help/Project-Editor.md	184	### Step 3: add groups	COMMENT
LOW	doc/help/Project-Editor.md	206	### Step 4: add datasets	COMMENT
LOW	doc/help/Project-Editor.md	252	### Step 5: add actions (optional)	COMMENT
LOW	doc/help/Project-Editor.md	280	### Step 6: add sources (multi-device projects)	COMMENT
LOW	doc/help/Project-Editor.md	294	### Step 7: write a frame parser script (optional)	COMMENT
LOW	doc/help/Getting-Started.md	143	### Step 1: prepare your device	COMMENT
LOW⚡	doc/help/Getting-Started.md	168	### Step 2: configure Serial Studio	COMMENT
LOW⚡	doc/help/Getting-Started.md	176	### Step 3: connect	COMMENT
LOW⚡	doc/help/Getting-Started.md	186	### Step 4: explore the dashboard	COMMENT
LOW⚡	doc/help/Getting-Started.md	196	### Step 1: open the Project Editor	COMMENT
LOW⚡	doc/help/Getting-Started.md	200	### Step 2: create a project	COMMENT
LOW⚡	doc/help/Getting-Started.md	208	### Step 3: add groups and datasets	COMMENT
LOW⚡	doc/help/Getting-Started.md	215	### Step 4: save and load	COMMENT
LOW⚡	doc/help/Getting-Started.md	221	### Step 5: connect	COMMENT
LOW⚡	doc/help/API-Reference.md	458	# Step 1: Connect to Arduino	COMMENT
LOW⚡	doc/help/API-Reference.md	465	# Step 2: Enable CSV logging	COMMENT
LOW⚡	doc/help/API-Reference.md	470	# Step 3: Stop recording	COMMENT
LOW⚡	doc/help/Use-Cases.md	634	### Step 1: Identify Your Data Sources	COMMENT
LOW⚡	doc/help/Use-Cases.md	639	### Step 2: Choose Your Hardware	COMMENT
LOW⚡	doc/help/Use-Cases.md	645	### Step 3: Select Serial Studio Mode	COMMENT
LOW⚡	doc/help/Use-Cases.md	652	### Step 4: Prototype and Test	COMMENT
LOW⚡	doc/help/Use-Cases.md	658	### Step 5: Deploy and Monitor	COMMENT

Deep Nesting99 hits · 76 pts

Severity	File	Line	Context
LOW	app/translations/translation_manager.py	155	CODE
LOW	app/translations/llm_translate.py	1038	CODE
LOW	app/translations/llm_translate.py	1465	CODE
LOW	app/translations/llm_translate.py	1897	CODE
LOW	app/translations/llm_translate.py	1946	CODE
LOW	app/translations/llm_translate.py	2472	CODE
LOW	tests/conftest.py	64	CODE
LOW	tests/conftest.py	73	CODE
LOW	tests/security/test_access_control.py	47	CODE
LOW	tests/security/test_access_control.py	329	CODE
LOW	tests/security/test_access_control.py	386	CODE
LOW	tests/security/test_exploit_techniques.py	58	CODE
LOW	tests/security/test_exploit_techniques.py	67	CODE
LOW	tests/security/test_denial_of_service.py	155	CODE
LOW	tests/security/test_denial_of_service.py	453	CODE
LOW	tests/security/test_denial_of_service.py	530	CODE
LOW	tests/security/test_denial_of_service.py	166	CODE
LOW	tests/security/test_api_security.py	263	CODE
LOW	tests/security/test_api_security.py	489	CODE
LOW	tests/security/test_api_vulnerabilities.py	78	CODE
LOW	tests/security/test_api_vulnerabilities.py	178	CODE
LOW	tests/security/test_api_vulnerabilities.py	318	CODE
LOW	tests/security/test_api_vulnerabilities.py	424	CODE
LOW	tests/security/test_api_vulnerabilities.py	535	CODE
LOW	tests/security/test_api_vulnerabilities.py	594	CODE
LOW	tests/security/test_protocol_fuzzing.py	42	CODE
LOW	tests/security/test_protocol_fuzzing.py	83	CODE
LOW	tests/security/test_zero_day_adversarial.py	61	CODE
LOW	tests/security/test_zero_day_adversarial.py	1294	CODE
LOW	tests/security/test_zero_day_adversarial.py	1344	CODE
LOW	tests/security/weaponized_exploits.py	41	CODE
LOW	tests/security/weaponized_exploits.py	170	CODE
LOW	tests/security/weaponized_exploits.py	331	CODE
LOW	tests/security/weaponized_exploits.py	179	CODE
LOW	tests/integration/conftest.py	74	CODE
LOW	tests/integration/conftest.py	90	CODE
LOW	tests/integration/test_driver_api_comprehensive.py	24	CODE
LOW	tests/integration/test_driver_api_comprehensive.py	278	CODE
LOW	tests/integration/test_driver_api_comprehensive.py	368	CODE
LOW	tests/integration/test_driver_api_comprehensive.py	599	CODE
LOW	tests/utils/device_simulator.py	92	CODE
LOW	tests/utils/device_simulator.py	112	CODE
LOW	tests/utils/device_simulator.py	116	CODE
LOW	tests/utils/data_generator.py	89	CODE
LOW	tests/utils/data_generator.py	255	CODE
LOW	tests/manual/api_enrichment_check.py	32	CODE
LOW	tests/benchmarks/big_db_test/big_db_test.py	257	CODE
LOW	examples/Protobuf Example/sensor_simulator.py	165	CODE
LOW	examples/CAN Bus Example/ecu_simulator.py	1103	CODE
LOW	examples/CAN Bus Example/ecu_simulator.py	1174	CODE
LOW	examples/CAN Bus Example/ecu_simulator.py	815	CODE
LOW	examples/CAN Bus Example/ecu_simulator.py	1007	CODE
LOW	examples/RC Plane Simulator/rc_plane_simulator.py	577	CODE
LOW	examples/RC Plane Simulator/rc_plane_simulator.py	176	CODE
LOW	examples/Vibration Test Rig/vibration_test_rig.py	56	CODE
LOW	examples/API Test/test_api.py	771	CODE
LOW	examples/API Test/test_api.py	1088	CODE
LOW	examples/API Test/test_api.py	1270	CODE
LOW	examples/API Test/test_api.py	277	CODE
LOW	examples/API Test/test_api.py	311	CODE
39 more matches not shown…

Unused Imports76 hits · 66 pts

Severity	File	Line	Context
LOW	app/rcc/ai/build_search_index.py	24	CODE
LOW	tests/security/conftest.py	18	CODE
LOW	tests/security/test_exploit_techniques.py	28	CODE
LOW	tests/security/test_exploit_techniques.py	30	CODE
LOW	tests/security/test_denial_of_service.py	28	CODE
LOW	tests/security/test_protocol_fuzzing.py	22	CODE
LOW	tests/security/test_protocol_fuzzing.py	25	CODE
LOW	tests/security/test_protocol_fuzzing.py	25	CODE
LOW	tests/security/test_zero_day_adversarial.py	40	CODE
LOW	tests/security/test_zero_day_adversarial.py	45	CODE
LOW	tests/security/test_zero_day_adversarial.py	46	CODE
LOW	tests/security/weaponized_exploits.py	24	CODE
LOW	tests/integration/test_licensing_tiers.py	17	CODE
LOW	tests/integration/test_licensing_tiers.py	18	CODE
LOW	tests/integration/test_licensing.py	20	CODE
LOW	tests/integration/test_data_tables.py	12	CODE
LOW	tests/integration/test_data_tables.py	14	CODE
LOW	tests/integration/test_script_api_call.py	19	CODE
LOW	tests/integration/test_source_configure.py	25	CODE
LOW	tests/integration/conftest.py	10	CODE
LOW	tests/integration/conftest.py	11	CODE
LOW	tests/integration/test_csv_parsing_verified.py	13	CODE
LOW	tests/integration/test_csv_parsing_verified.py	16	CODE
LOW	tests/integration/test_painter_widget.py	16	CODE
LOW	tests/integration/test_app_state.py	21	CODE
LOW	tests/integration/test_csv_export.py	11	CODE
LOW	tests/integration/test_csv_export.py	16	CODE
LOW	tests/integration/test_batch_api.py	14	CODE
LOW	tests/integration/test_dataset_transforms.py	22	CODE
LOW	tests/integration/test_fuzzy.py	13	CODE
LOW	tests/integration/test_image_view.py	29	CODE
LOW	tests/integration/test_image_view.py	29	CODE
LOW	tests/integration/test_device_write.py	30	CODE
LOW	tests/integration/test_output_widgets.py	22	CODE
LOW	tests/integration/test_project_configuration.py	10	CODE
LOW	tests/integration/test_multi_source.py	16	CODE
LOW	tests/integration/test_mcp.py	18	CODE
LOW	tests/utils/validators.py	13	CODE
LOW	tests/utils/validators.py	14	CODE
LOW	tests/utils/__init__.py	10	CODE
LOW	tests/utils/__init__.py	10	CODE
LOW	tests/utils/__init__.py	11	CODE
LOW	tests/utils/__init__.py	12	CODE
LOW	tests/utils/__init__.py	12	CODE
LOW	tests/utils/__init__.py	13	CODE
LOW	tests/utils/__init__.py	13	CODE
LOW	tests/utils/__init__.py	14	CODE
LOW	tests/utils/__init__.py	14	CODE
LOW	tests/utils/__init__.py	14	CODE
LOW	tests/utils/__init__.py	15	CODE
LOW	tests/utils/__init__.py	15	CODE
LOW	tests/utils/__init__.py	15	CODE
LOW	tests/utils/__init__.py	15	CODE
LOW	tests/utils/virtual_serial.py	12	CODE
LOW	tests/utils/data_generator.py	15	CODE
LOW	tests/utils/api_client.py	14	CODE
LOW	tests/manual/api_enrichment_check.py	13	CODE
LOW	tests/benchmarks/big_db_test/big_db_test.py	58	CODE
LOW	tests/scripts/test_csv2wav.py	19	CODE
LOW	tests/scripts/test_table_handles.py	12	CODE
16 more matches not shown…

Docstring Block Structure9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	tests/utils/validators.py	20	Validate frame has correct structure. Args: frame: Frame dict from Serial Studio expected_grou	STRING
HIGH	tests/utils/validators.py	62	Validate CSV export file. Args: csv_path: Path to CSV file min_rows: Minimum expected rows (ex	STRING
HIGH	tests/utils/validators.py	115	Validate project JSON file. Args: project_path: Path to .json project file Returns: True	STRING
HIGH	tests/utils/validators.py	146	Validate checksum matches data. Args: data: Payload bytes checksum_value: Expected checksum va	STRING
HIGH	tests/utils/validators.py	179	Validate export file can be opened and read. Args: export_path: Path to export file file_type:	STRING
HIGH	tests/utils/data_generator.py	263	Wrap payload with delimiters and optional binary checksum. IMPORTANT: Both DeviceSendsJSON and Project	STRING
HIGH	tests/utils/api_client.py	127	Send a command and return the result. Args: command: Command name (e.g., "io.getStatus")	STRING
HIGH	tests/utils/api_client.py	172	Send batch of commands. Args: commands: List of dicts with "command" and optional "params"	STRING
HIGH	tests/scripts/conftest.py	21	Execute a parser script's parse() function via Node.js. The frame_input is serialised as JSON and injected dir	STRING

Redundant / Tautological Comments23 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/security/test_access_control.py	378	# Check if it's properly sanitized	COMMENT
LOW	tests/security/test_access_control.py	428	# Check if error reveals internal details	COMMENT
LOW	tests/security/test_exploit_techniques.py	91	# Check if server crashed	COMMENT
LOW	tests/security/test_exploit_techniques.py	295	# Check if server is confused	COMMENT
LOW	tests/security/test_exploit_techniques.py	390	# Check if server still accepts new connections	COMMENT
LOW	tests/security/test_exploit_techniques.py	428	# Check if server is still responsive	COMMENT
LOW	tests/security/test_exploit_techniques.py	637	# Check if server returned error response	COMMENT
LOW	tests/security/test_denial_of_service.py	333	# Check if server times out slow connections	COMMENT
LOW	tests/security/test_denial_of_service.py	393	# Check if server is still responsive	COMMENT
LOW	tests/security/test_api_security.py	368	# Check if rate limiting is working	COMMENT
LOW	tests/security/test_api_security.py	407	# Check if server returned an error response	COMMENT
LOW	tests/security/test_api_vulnerabilities.py	235	# Check if response leaks memory addresses	COMMENT
LOW	tests/security/test_api_vulnerabilities.py	267	# Check if server is still responsive	COMMENT
LOW	tests/security/test_api_vulnerabilities.py	332	# Check if server rejected the batch (error dict returned)	COMMENT
LOW⚡	tests/security/test_api_vulnerabilities.py	529	# Check if extra params are silently ignored or cause issues	COMMENT
LOW⚡	tests/security/test_api_vulnerabilities.py	545	# Check if error reveals internal paths, versions, etc.	COMMENT
LOW	tests/security/test_api_vulnerabilities.py	655	# Check if server is running	COMMENT
LOW	tests/security/run_all_security_tests.sh	24	# Check if Serial Studio is running	COMMENT
LOW	tests/security/test_zero_day_adversarial.py	376	# Check if path traversal succeeded	COMMENT
LOW	tests/security/weaponized_exploits.py	230	# Check if server crashed	COMMENT
LOW	tests/security/weaponized_exploits.py	364	# Check if injection executed (unlikely but worth checking)	COMMENT
LOW	examples/Modbus PLC Simulator/plc_simulator.py	682	# Check if shutdown complete	COMMENT
LOW	lib/KissFFT/test/kissfft-testsuite.sh	236	# Return result	COMMENT

Self-Referential Comments8 hits · 25 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/security/test_exploit_techniques.py	589	# Create a message with extreme redundancy	COMMENT
MEDIUM⚡	tests/security/test_denial_of_service.py	539	# Create a project that references itself	COMMENT
MEDIUM	tests/integration/test_project_configuration.py	297	# Define a simple JavaScript parser	STRING
MEDIUM⚡	examples/CAN Bus Example/ecu_simulator.py	684	# Create a realistic driving pattern: accelerate, cruise, brake, repeat	COMMENT
MEDIUM	.github/workflows/ci.yml	7	# This file is dual-licensed:	COMMENT
MEDIUM	lib/KissFFT/test/testkiss.py	3	# This file is part of KISS FFT - https://github.com/mborgerding/kissfft	COMMENT
MEDIUM	lib/KissFFT/test/kissfft-testsuite.sh	7	# This file is part of KISS FFT - https://github.com/mborgerding/kissfft	COMMENT
MEDIUM	lib/QSimpleUpdater/sanitize-commit.sh	34	# Create a temp file with the list of tracked files	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	lib/mdflib/docs/manual/html/jquery.js	67	set:function(e,t){if(!y.radioValue&&"radio"===t&&A(e,"input")){var n=e.value;return e.setAttribute("type",t),n&&(e.value	CODE
CRITICAL	lib/mdflib/docs/manual/html/jquery.js	107	)&&(t.left+=l+i+h):0<r&&(0<(o=t.left-e.collisionPosition.marginLeft+l+i+h-o)\|\|D(o)<r)&&(t.left+=l+i+h)},top:function(t,e	CODE

Modern AI Meta-Vocabulary6 hits · 20 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/rcc/ai/skills/tool_discovery.md	60	## Semantic doc search (RAG)	COMMENT
MEDIUM⚡	app/translations/llm_translate.py	120	# paraphrase. gpt-5 hallucinates terminology in our experience.	COMMENT
MEDIUM	app/translations/llm_translate.py	50	# from the same .ts file are injected as few-shot examples per batch.	COMMENT
MEDIUM	app/translations/llm_translate.py	799	# entries from the same target .ts file and inject them as few-shot examples.	COMMENT
MEDIUM	app/translations/llm_translate.py	801	# context window. MAX_TM_SOURCE_LEN keeps a single huge paragraph from	COMMENT
MEDIUM	app/translations/llm_translate.py	1187	# include them as few-shot examples — anchors terminology choices.	COMMENT

AI Slop Vocabulary6 hits · 17 pts

Severity	File	Line	Snippet	Context
MEDIUM	app/rcc/scripts/transforms/js/median_filter.js	10	// robust than moving average at rejecting outlier spikes (salt and	COMMENT
MEDIUM	app/translations/llm_translate.py	1180	# Build the domain-context block first — it's the highest-leverage section.	COMMENT
LOW	tests/integration/test_workspaces.py	748	# is overkill -- just add another group, which is enough to fire the merge).	COMMENT
MEDIUM⚡	tests/integration/test_table_handles.py	88	# the table store is built, so it is robust regardless of script-vs-store load order.	COMMENT
MEDIUM⚡	tests/scripts/conftest.py	80	# Data-table handle API contract harness	COMMENT
LOW	lib/hidapi/testgui/copy_to_bundle.sh	84	# necessary. If ../libtool not available, just use cp to do the copy, but	COMMENT

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	tests/integration/test_dual_serial.py	return true when connected to a commercial build of serial studio.	STRING
HIGH	tests/integration/test_app_state.py	return true when connected to a commercial build of serial studio.	STRING
HIGH	tests/integration/test_multi_source.py	return true when connected to a commercial build of serial studio.	STRING

Verbosity Indicators4 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration/test_frame_parsing.py	116	# Step 1: Set delimiters and checksum	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	125	# Step 2: Set frame detection mode	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	212	# Step 1: Set delimiters and checksum	COMMENT
LOW⚡	tests/integration/test_frame_parsing.py	221	# Step 2: Set frame detection mode	COMMENT

Modern Structural Boilerplate9 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	tests/integration/test_lua_script_engine.py	90	def _setup_lua_project(api_client, lua_code: str, dataset_titles=None) -> None:	CODE
LOW	tests/integration/test_dataset_transforms.py	72	def _set_transform(api_client, group_id: int, dataset_id: int, code: str) -> None:	CODE
LOW	tests/integration/test_device_write.py	129	def _set_transform(api_client, group_id: int, dataset_id: int, code: str) -> None:	CODE
LOW	tests/utils/__init__.py	22	__all__ = [	CODE
LOW	tests/utils/api_client.py	229	def set_bus_type(self, bus_type: str) -> None:	CODE
LOW	tests/utils/api_client.py	329	def set_dashboard_fps(self, fps: int) -> None:	CODE
LOW	tests/utils/api_client.py	340	def set_dashboard_time_range(self, seconds: float) -> None:	CODE
LOW	tests/utils/api_client.py	369	def set_operation_mode(self, mode: str) -> None:	CODE
LOW	tests/utils/api_client.py	746	def set_dataset_options(self, group_id: int, dataset_id: int, options: int) -> None:	CODE

Synthetic Comment Markers1 hit · 8 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/code-verify.py	1076	# AI-narration patterns — phrases and shapes that ship in AI-generated code	COMMENT

AI Structural Patterns5 hits · 4 pts

Severity	File	Line	Context
LOW	tests/integration/test_output_widgets.py	55	CODE
LOW	examples/LTE modem/lte_serial.py	34	CODE
LOW	examples/LTE modem/lte_udp.py	34	CODE
LOW	examples/LTE modem/lte_mqtt.py	35	CODE
LOW	examples/MCP Client/client.py	70	CODE

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/integration/test_licensing.py	199	dummy_key = "00000000-0000-0000-0000-000000000000"	CODE
LOW⚡	tests/integration/test_licensing.py	200	api_client.command("licensing.setLicense", {"licenseKey": dummy_key})	CODE

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/QSimpleUpdater/sanitize-commit.sh	18	# Usage:	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings