daijro/camoufox

16.3

Adjusted Score

16.3

Raw Score

100%

Time Factor

2026-07-11

Last Push

10.1K

Stars

C++

Language

108.6K

Lines of Code

348

Files

1.7K

Pattern Hits

2026-07-14

Scan Date

0.11

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 0HIGH 40MEDIUM 58LOW 1559

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 1657 distinct pattern matches across 18 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.

Hyper-Verbose Identifiers1078 hits · 1028 pts

Severity	File	Line	Snippet	Context
LOW	additions/juggler/TargetRegistry.js	898	function fromProtocolReducedMotion(reducedMotion) {	CODE
LOW⚡	tests/server.py	238	def send_on_web_socket_connection(self, data: bytes) -> None:	CODE
LOW⚡	tests/server.py	241	def once_web_socket_connection(self, handler: Callable[["WebSocketProtocol"], None]) -> None:	CODE
LOW	tests/utils.py	70	def chromium_version_less_than(a: str, b: str) -> bool:	CODE
LOW⚡	tests/async/test_page_select_option.py	21	async def test_select_option_should_select_single_option(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	28	async def test_select_option_should_select_single_option_by_value(	CODE
LOW⚡	tests/async/test_page_select_option.py	37	async def test_select_option_should_select_single_option_by_label(	CODE
LOW⚡	tests/async/test_page_select_option.py	46	async def test_select_option_should_select_single_option_by_handle(	CODE
LOW⚡	tests/async/test_page_select_option.py	55	async def test_select_option_should_select_single_option_by_index(	CODE
LOW⚡	tests/async/test_page_select_option.py	64	async def test_select_option_should_select_only_first_option(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	71	async def test_select_option_should_not_throw_when_select_causes_navigation(	CODE
LOW⚡	tests/async/test_page_select_option.py	107	async def test_select_option_should_respect_event_bubbling(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	114	async def test_select_option_should_throw_when_element_is_not_a__select_(	CODE
LOW⚡	tests/async/test_page_select_option.py	123	async def test_select_option_should_return_on_no_matched_values(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	130	async def test_select_option_should_return_an_array_of_matched_values(	CODE
LOW⚡	tests/async/test_page_select_option.py	139	async def test_select_option_should_return_an_array_of_one_element_when_multiple_is_not_set(	CODE
LOW⚡	tests/async/test_page_select_option.py	147	async def test_select_option_should_return_on_no_values(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	153	async def test_select_option_should_not_allow_null_items(page: Page, server: Server) -> None:	CODE
LOW⚡	tests/async/test_page_select_option.py	161	async def test_select_option_should_unselect_with_null(page: Page, server: Server) -> None:	CODE
LOW	tests/async/test_page_select_option.py	84	async def test_select_option_should_select_multiple_options(page: Page, server: Server) -> None:	CODE
LOW	tests/async/test_page_select_option.py	92	async def test_select_option_should_select_multiple_options_with_attributes(	CODE
LOW	tests/async/test_page_select_option.py	173	async def test_select_option_should_deselect_all_options_when_passed_no_values_for_a_multiple_select(	CODE
LOW	tests/async/test_page_select_option.py	186	async def test_select_option_should_deselect_all_options_when_passed_no_values_for_a_select_without_multiple(	CODE
LOW	tests/async/test_page_select_option.py	198	async def test_select_option_should_work_when_re_defining_top_level_event_class(	CODE
LOW	tests/async/test_page_select_option.py	208	async def test_select_options_should_fall_back_to_selecting_by_label(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	186	async def test_should_support_viewport_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	196	async def test_should_support_device_scale_factor_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	204	async def test_should_support_user_agent_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	255	async def test_should_support_offline_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	264	async def test_should_support_has_touch_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	274	async def test_should_work_in_persistent_context(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	286	async def test_should_support_color_scheme_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	294	async def test_should_support_timezone_id_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	304	async def test_should_support_locale_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	311	async def test_should_support_geolocation_and_permission_option(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	394	async def test_should_have_default_url_when_launching_browser(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	403	async def test_should_throw_if_page_argument_is_passed(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	412	async def test_should_fire_close_event_for_a_persistent_context(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	422	async def test_should_support_reduced_motion(	CODE
LOW⚡	tests/async/test_defaultbrowsercontext.py	430	async def test_should_support_har_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	58	async def test_context_cookies_should_work(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	87	async def test_context_add_cookies_should_work(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	119	async def test_context_clear_cookies_should_work(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	138	async def test_should_not_block_third_party_cookies(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	218	async def test_should_support_bypass_csp_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	228	async def test_should_support_javascript_enabled_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	242	async def test_should_support_http_credentials_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	327	async def test_should_support_ignore_https_errors_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	337	async def test_should_support_extra_http_headers_option(	CODE
LOW	tests/async/test_defaultbrowsercontext.py	349	async def test_should_accept_user_data_dir(	CODE
LOW	tests/async/test_browsercontext_request_fallback.py	57	async def test_should_fall_back_async_delayed(	CODE
LOW⚡	tests/async/test_browsercontext_request_fallback.py	93	async def test_should_fall_back_after_exception(	CODE
LOW⚡	tests/async/test_browsercontext_request_fallback.py	109	async def test_should_amend_http_headers(	CODE
LOW	tests/async/test_browsercontext_request_fallback.py	133	async def test_should_delete_header_with_undefined_value(	CODE
LOW	tests/async/test_browsercontext_request_fallback.py	208	async def test_should_override_request_url(	CODE
LOW	tests/async/test_browsercontext_request_fallback.py	244	async def test_should_amend_post_data(page: Page, context: BrowserContext, server: Server) -> None:	CODE
LOW	tests/async/test_browsercontext_request_fallback.py	264	async def test_should_amend_binary_post_data(	CODE
LOW⚡	tests/async/test_add_init_script.py	23	async def test_add_init_script_evaluate_before_anything_else_on_the_page(	CODE
LOW⚡	tests/async/test_add_init_script.py	32	async def test_add_init_script_work_with_a_path(page: Page, assetdir: Path) -> None:	CODE
LOW⚡	tests/async/test_add_init_script.py	39	async def test_add_init_script_work_with_content(page: Page) -> None:	CODE
1018 more matches not shown…

Over-Commented Block258 hits · 178 pts

Severity	File	Line	Snippet	Context
LOW	settings/camoufox.cfg	441	// CAMOUFOX: Removed pref to disable pdf.js	COMMENT
LOW	settings/camoufox.cfg	461	// -------	COMMENT
LOW	settings/camoufox.cfg	601	// (bug 1424372)	COMMENT
LOW	additions/juggler/NetworkObserver.js	121	this.navigationId = redirectedFrom.navigationId;	COMMENT
LOW	additions/juggler/pipe/nsRemoteDebuggingPipe.cpp	1	/* This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	additions/juggler/screencast/nsScreencastService.cpp	1	/* This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	additions/juggler/screencast/HeadlessWindowCapturer.h	1	/* This Source Code Form is subject to the terms of the Mozilla Public	COMMENT
LOW	additions/camoucfg/json.hpp	21	#include <algorithm> // all_of, find, for_each	COMMENT
LOW	additions/camoucfg/json.hpp	41	// SPDX-License-Identifier: MIT	COMMENT
LOW	additions/camoucfg/json.hpp	61	#if defined(NLOHMANN_JSON_VERSION_MAJOR) && defined(NLOHMANN_JSON_VERSION_MINOR) && defined(NLOHMANN_JSON_VERSION_PA	COMMENT
LOW	additions/camoucfg/json.hpp	81	#define NLOHMANN_JSON_ABI_TAG_DIAGNOSTICS _diag	COMMENT
LOW	additions/camoucfg/json.hpp	141	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	161	#include <array> // array	COMMENT
LOW	additions/camoucfg/json.hpp	181		COMMENT
LOW	additions/camoucfg/json.hpp	201		COMMENT
LOW	additions/camoucfg/json.hpp	221	// __ _____ _____ _____	COMMENT
LOW	additions/camoucfg/json.hpp	321	// __ _____ _____ _____	COMMENT
LOW	additions/camoucfg/json.hpp	341	#undef JSON_HEDLEY_STRINGIFY_EX	COMMENT
LOW	additions/camoucfg/json.hpp	361	#undef JSON_HEDLEY_CONCAT3_EX	COMMENT
LOW	additions/camoucfg/json.hpp	381	#undef JSON_HEDLEY_VERSION_DECODE_MINOR	COMMENT
LOW	additions/camoucfg/json.hpp	401	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	421	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	441	#if defined(JSON_HEDLEY_INTEL_VERSION_CHECK)	COMMENT
LOW	additions/camoucfg/json.hpp	461	#define JSON_HEDLEY_INTEL_CL_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_INTEL_CL_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	additions/camoucfg/json.hpp	481		COMMENT
LOW	additions/camoucfg/json.hpp	501	#define JSON_HEDLEY_SUNPRO_VERSION_CHECK(major,minor,patch) (0)	COMMENT
LOW	additions/camoucfg/json.hpp	521	#undef JSON_HEDLEY_ARM_VERSION	COMMENT
LOW	additions/camoucfg/json.hpp	541	#if defined(__ibmxl__)	COMMENT
LOW	additions/camoucfg/json.hpp	561	#if \	COMMENT
LOW	additions/camoucfg/json.hpp	581		COMMENT
LOW	additions/camoucfg/json.hpp	601	#if defined(__TI_COMPILER_VERSION__) && defined(__MSP430__)	COMMENT
LOW	additions/camoucfg/json.hpp	621	#if defined(JSON_HEDLEY_TI_ARMCL_VERSION_CHECK)	COMMENT
LOW	additions/camoucfg/json.hpp	641	#define JSON_HEDLEY_TI_CL6X_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_TI_CL6X_VERSION >= JSON_HEDLEY_VERSION_ENC	COMMENT
LOW	additions/camoucfg/json.hpp	661		COMMENT
LOW	additions/camoucfg/json.hpp	681	#if defined(_CRAYC)	COMMENT
LOW	additions/camoucfg/json.hpp	701	#if defined(__IAR_SYSTEMS_ICC__)	COMMENT
LOW	additions/camoucfg/json.hpp	721	#if defined(__TINYC__)	COMMENT
LOW	additions/camoucfg/json.hpp	741	#if defined(JSON_HEDLEY_DMC_VERSION_CHECK)	COMMENT
LOW	additions/camoucfg/json.hpp	761	#define JSON_HEDLEY_COMPCERT_VERSION_CHECK(major,minor,patch) (JSON_HEDLEY_COMPCERT_VERSION >= JSON_HEDLEY_VERSION_E	COMMENT
LOW	additions/camoucfg/json.hpp	781		COMMENT
LOW	additions/camoucfg/json.hpp	821	#undef JSON_HEDLEY_GCC_VERSION_CHECK	COMMENT
LOW	additions/camoucfg/json.hpp	841		COMMENT
LOW	additions/camoucfg/json.hpp	861	#undef JSON_HEDLEY_HAS_CPP_ATTRIBUTE	COMMENT
LOW	additions/camoucfg/json.hpp	881	(!defined(JSON_HEDLEY_MSVC_VERSION) \|\| JSON_HEDLEY_MSVC_VERSION_CHECK(19,20,0))	COMMENT
LOW	additions/camoucfg/json.hpp	901	#else	COMMENT
LOW	additions/camoucfg/json.hpp	921	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	941	#if defined(JSON_HEDLEY_GNUC_HAS_FEATURE)	COMMENT
LOW	additions/camoucfg/json.hpp	961	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	981	#define JSON_HEDLEY_GCC_HAS_EXTENSION(extension,major,minor,patch) __has_extension(extension)	COMMENT
LOW	additions/camoucfg/json.hpp	1001	#define JSON_HEDLEY_GNUC_HAS_DECLSPEC_ATTRIBUTE(attribute,major,minor,patch) JSON_HEDLEY_GNUC_VERSION_CHECK(major,mi	COMMENT
LOW	additions/camoucfg/json.hpp	1021		COMMENT
LOW	additions/camoucfg/json.hpp	1061	#define JSON_HEDLEY_PRAGMA(value) __pragma(value)	COMMENT
LOW	additions/camoucfg/json.hpp	1081	#elif \	COMMENT
LOW	additions/camoucfg/json.hpp	1101	#else	COMMENT
LOW	additions/camoucfg/json.hpp	1141	#endif	COMMENT
LOW	additions/camoucfg/json.hpp	1161		COMMENT
LOW	additions/camoucfg/json.hpp	1181	#undef JSON_HEDLEY_CPP_CAST	COMMENT
LOW	additions/camoucfg/json.hpp	1201		COMMENT
LOW	additions/camoucfg/json.hpp	1241	#define JSON_HEDLEY_DIAGNOSTIC_DISABLE_DEPRECATED _Pragma("warn(disable:2241)")	COMMENT
LOW	additions/camoucfg/json.hpp	1261	#elif \	COMMENT
198 more matches not shown…

Cross-Language Confusion33 hits · 129 pts

Severity	File	Line	Snippet	Context
HIGH	tests/patches/config-overrides.py	63	results.push(ctx.measureText(testStr).width);	STRING
HIGH⚡	tests/async/test_jshandle.py	131	undefined: undefined,	STRING
HIGH⚡	tests/async/test_jshandle.py	132	null: null,	STRING
HIGH⚡	tests/async/test_navigation.py	794	await page.evaluate("window.open('about:blank', null, 'noopener') && 1")	CODE
HIGH⚡	tests/async/test_navigation.py	818	await page.evaluate("url => window.open(url, null, 'noopener') && 1", server.EMPTY_PAGE)	CODE
HIGH⚡	tests/async/test_navigation.py	196	window.addEventListener('beforeunload', () => history.replaceState(null, 'initial', window.location.href), false	STRING
HIGH	tests/async/test_input.py	331	e.addEventListener('input', () => events.push('input'));	STRING
HIGH	tests/async/test_input.py	332	e.addEventListener('change', () => events.push('change'));	STRING
HIGH	tests/async/test_console.py	144	if (!frame.contentDocument \|\| frame.contentDocument.readyState !== 'complete')	STRING
HIGH	tests/async/test_fetch_global.py	441	({"foo": None}, '{"foo": null}'),	CODE
HIGH⚡	tests/async/test_page_evaluate.py	154	'({ a, b }) => Object.is(a, null) && Object.is(b, "foo")',	CODE
HIGH	tests/async/test_emulation_focus.py	72	document.onclick = () => window.click_count = (window.click_count \|\| 0) + 1;	CODE
HIGH	tests/async/test_emulation_focus.py	141	element.onfocus = element.onblur = (e) => self._events.push(e.type);	CODE
HIGH	tests/async/test_page.py	1218	events.push({	STRING
HIGH	tests/async/test_page.py	1225	events.push({	STRING
HIGH	tests/async/test_locators.py	714	events.push({	CODE
HIGH	tests/async/test_locators.py	721	events.push({	CODE
HIGH	tests/async/test_page_route.py	216	request.send(null);	STRING
HIGH⚡	tests/async/test_keyboard.py	108	document.addEventListener('keydown', e => events.push(e.type));	STRING
HIGH⚡	tests/async/test_keyboard.py	109	document.addEventListener('keyup', e => events.push(e.type));	STRING
HIGH⚡	tests/async/test_keyboard.py	110	document.addEventListener('keypress', e => events.push(e.type));	STRING
HIGH⚡	tests/async/test_keyboard.py	111	document.addEventListener('input', e => events.push(e.type));	STRING
HIGH	tests/async/test_keyboard.py	40	lastEvent.keyIdentifier = 'keyIdentifier' in e && e.keyIdentifier;	STRING
HIGH	tests/async/test_keyboard.py	450	if (event.key === 'a' && (event.metaKey \|\| event.ctrlKey))	STRING
HIGH	tests/async/test_headful.py	156	"""() => window.outerWidth === 500 && window.outerHeight === 450"""	STRING
HIGH	tests/async/test_tap.py	234	target.addEventListener(event, () => events.push(event), false);	STRING
HIGH	tests/async/test_browsertype_connect.py	294	e.addEventListener('input', () => events.push('input'));	STRING
HIGH	tests/async/test_browsertype_connect.py	295	e.addEventListener('change', () => events.push('change'));	STRING
HIGH	pythonlib/tests/test_virtdisplay.py	7	cd pythonlib && python -m pytest tests/test_virtdisplay.py -v	STRING
HIGH	scripts/bootstrap.py	33	Try running `cd %s && hg pull https://hg.mozilla.org/mozilla-unified` manually,	CODE
HIGH	scripts/patch.py	52	run('git clean -fdx && ./mach clobber && git reset --hard unpatched', exit_on_fail=False)	CODE
HIGH	build-tester/scripts/runner.py	125	hardwareConcurrency: navigator.hardwareConcurrency \|\| 0,	CODE
HIGH	build-tester/scripts/runner.py	244	" Run: pip install playwright && python -m playwright install firefox\n"	CODE

Decorative Section Separators36 hits · 112 pts

Severity	File	Line	Snippet	Context
MEDIUM	service-tester/_constants.py	4	# ─── Paths ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service-tester/_constants.py	9	# ─── Check category labels ────────────────────────────────────────────────────	COMMENT
MEDIUM	service-tester/_constants.py	35	# ─── ANSI colors ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	service-tester/_constants.py	59	# ─── Certificate box drawing ──────────────────────────────────────────────────	COMMENT
MEDIUM	service-tester/_constants.py	81	# ─── ASCII art ────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	service-tester/run_tests.py	186	# ── Final summary ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	service-tester/run_tests.sh	126	# ── Phase 1: locally compiled binary ─────────────────────────────────────────	COMMENT
MEDIUM	service-tester/run_tests.sh	143	# ── Phase 2: fetched binary (--browser-version) ──────────────────────────────	COMMENT
MEDIUM	scripts/install-deps.sh	20	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	40	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	54	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	92	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	94	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	110	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	112	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	147	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	149	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/install-deps.sh	178	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	build-tester/scripts/runner.py	40	# ─── Per-Context Phase ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	build-tester/scripts/runner.py	172	# ─── Main Test Runner ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/runner.py	253	# ── Per-context phase ──────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/runner.py	275	# ── Global phase ───────────────────────────────────────────────────	COMMENT
MEDIUM⚡	build-tester/scripts/runner.py	340	# ── Final summary ──────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/grading.py	8	# ─── Grading ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/grading.py	71	# ─── Match Verification ───────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/grading.py	119	# ─── Cross-Profile Analysis ───────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/certificate.py	16	# ─── Box Drawing ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/certificate.py	61	# ─── Profile Result Printing ──────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/certificate.py	84	# ─── Certificate Generation ───────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/certificate.py	218	# ─── ASCII Certificate Display ────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/presets.py	12	# ─── Preset Generation ────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/presets.py	81	# ─── Preset Injection ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/presets.py	102	# ─── Profile Config ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/constants.py	7	# ─── Test Configuration ───────────────────────────────────────────────────────	COMMENT
MEDIUM	build-tester/scripts/constants.py	51	# ─── ANSI Colors ──────────────────────────────────────────────────────────────	COMMENT

Excessive Try-Catch Wrapping69 hits · 85 pts

Severity	File	Line	Snippet	Context
LOW	jsonvv/jsonvv/validator.py	69	except Exception as e:	CODE
LOW	jsonvv/jsonvv/types.py	177	except Exception:	CODE
LOW	tests/conftest.py	235	except Exception:	CODE
LOW⚡	tests/server.py	250	except Exception:	CODE
LOW	tests/server.py	268	except Exception:	CODE
LOW⚡	tests/async/test_browsercontext_request_fallback.py	101	except Exception:	CODE
LOW	tests/async/test_page_evaluate.py	230	except Exception as e:	CODE
LOW	tests/async/test_request_continue.py	101	except Exception as e:	CODE
LOW⚡	tests/async/test_page_request_fallback.py	135	except Exception:	CODE
LOW	pythonlib/camoufox/geolocation.py	184	except Exception as e:	CODE
LOW	pythonlib/camoufox/multiversion.py	451	except Exception as e:	CODE
MEDIUM	pythonlib/camoufox/multiversion.py	452	rprint(f"Error: {e}", fg="red")	CODE
LOW	pythonlib/camoufox/addons.py	91	except Exception as e:	CODE
LOW	pythonlib/camoufox/virtdisplay.py	122	except Exception:	CODE
LOW	pythonlib/camoufox/pkgman.py	113	except Exception:	CODE
LOW	pythonlib/camoufox/pkgman.py	421	except Exception as e:	CODE
LOW	pythonlib/camoufox/pkgman.py	655	except Exception as e:	CODE
MEDIUM	pythonlib/camoufox/utils.py	87	print(f"Error updating config: {e}")	CODE
LOW	pythonlib/camoufox/utils.py	99	except Exception as e:	CODE
MEDIUM	pythonlib/camoufox/utils.py	100	print(f"Error setting {env_name}: {e}")	CODE
LOW	pythonlib/camoufox/utils.py	219	except Exception:	CODE
LOW	pythonlib/camoufox/utils.py	362	except Exception:	CODE
LOW	pythonlib/camoufox/utils.py	388	except Exception:	CODE
LOW	pythonlib/camoufox/utils.py	638	except Exception:	CODE
LOW	pythonlib/camoufox/utils.py	646	except Exception:	CODE
LOW	pythonlib/camoufox/sync_api.py	136	except Exception:	CODE
LOW	pythonlib/camoufox/async_api.py	139	except Exception:	CODE
LOW	pythonlib/camoufox/fingerprints.py	334	except Exception:	CODE
LOW	pythonlib/camoufox/fingerprints.py	347	except Exception:	CODE
LOW	pythonlib/camoufox/fingerprints.py	494	except Exception:	CODE
LOW	pythonlib/camoufox/fingerprints.py	501	except Exception:	CODE
LOW	pythonlib/camoufox/fingerprints.py	530	except Exception:	CODE
LOW	pythonlib/camoufox/__main__.py	117	except Exception:	CODE
LOW	pythonlib/camoufox/__main__.py	158	except Exception as e:	CODE
LOW	pythonlib/camoufox/__main__.py	316	except Exception as e:	CODE
MEDIUM	pythonlib/camoufox/__main__.py	322	rprint(f"Error: {msg}", fg="red")	CODE
LOW	pythonlib/camoufox/gui/backend.py	86	except Exception as e:	CODE
LOW	pythonlib/camoufox/gui/backend.py	147	except Exception as e:	CODE
LOW	pythonlib/camoufox/gui/backend.py	162	except Exception as e:	CODE
LOW	pythonlib/camoufox/gui/backend.py	568	except Exception:	CODE
LOW	pythonlib/camoufox/gui/backend.py	733	except Exception as e:	CODE
LOW	pythonlib/camoufox/gui/backend.py	789	except Exception:	CODE
LOW	pythonlib/camoufox/gui/backend.py	860	except Exception as e:	CODE
LOW	pythonlib/camoufox/gui/backend.py	916	except Exception:	CODE
MEDIUM	pythonlib/camoufox/gui/backend.py	56	def run(self):	CODE
MEDIUM	pythonlib/camoufox/gui/backend.py	101	def run(self):	CODE
MEDIUM	pythonlib/camoufox/gui/backend.py	156	def run(self):	CODE
MEDIUM	pythonlib/camoufox/gui/backend.py	563	def _pkg_version(pkg):	CODE
LOW	pythonlib/tests/test_virtdisplay.py	45	except Exception:	CODE
LOW	service-tester/run_tests.py	122	except Exception as e:	CODE
LOW	service-tester/run_tests.py	168	except Exception as e:	CODE
LOW⚡	service-tester/run_tests.py	179	except Exception:	CODE
LOW⚡	service-tester/run_tests.py	182	except Exception as e:	CODE
LOW	service-tester/_proxies.py	58	except Exception:	CODE
MEDIUM	scripts/package.py	145	print(f"Error: No package file found matching pattern: {search_path}")	CODE
MEDIUM	scripts/package.py	152	print(f"Error: No package file found matching pattern: {package_pattern}")	CODE
LOW	scripts/bootstrap.py	424	except Exception:	CODE
LOW	scripts/benchmark/benchmark.py	22	except Exception as e:	CODE
MEDIUM	scripts/benchmark/benchmark.py	23	print(f"Error getting Firefox memory: {e}")	CODE
LOW	build-tester/scripts/runner.py	73	except Exception as e:	CODE
9 more matches not shown…

Unused Imports48 hits · 47 pts

Severity	File	Line	Context
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	1	CODE
LOW	jsonvv/jsonvv/__init__.py	10	CODE
LOW	tests/patches/helpers.py	10	CODE
LOW	tests/patches/helpers.py	10	CODE
LOW	tests/async/test_navigation.py	23	CODE
LOW	tests/async/test_download.py	18	CODE
LOW	tests/async/test_browsercontext_proxy.py	15	CODE
LOW	tests/async/test_browsercontext_proxy.py	17	CODE
LOW	tests/async/test_browsercontext_proxy.py	17	CODE
LOW	tests/async/test_browsercontext_proxy.py	22	CODE
LOW	tests/async/test_browsercontext_route.py	17	CODE
LOW	tests/async/test_browsercontext_route.py	17	CODE
LOW	tests/async/test_fetch_browser_context.py	18	CODE
LOW	tests/async/test_request_continue.py	16	CODE
LOW	tests/async/test_worker.py	21	CODE
LOW	tests/async/test_proxy.py	15	CODE
LOW	tests/async/test_proxy.py	17	CODE
LOW	tests/async/test_proxy.py	21	CODE
LOW	tests/async/test_headful.py	19	CODE
LOW	pythonlib/camoufox/__init__.py	1	CODE
LOW	pythonlib/camoufox/__init__.py	2	CODE
LOW	pythonlib/camoufox/__init__.py	2	CODE
LOW	pythonlib/camoufox/__init__.py	2	CODE
LOW	pythonlib/camoufox/__init__.py	3	CODE
LOW	pythonlib/camoufox/__init__.py	3	CODE
LOW	pythonlib/camoufox/__init__.py	3	CODE
LOW	pythonlib/camoufox/__init__.py	4	CODE
LOW	pythonlib/camoufox/pkgman.py	11	CODE
LOW	pythonlib/camoufox/sync_api.py	3	CODE
LOW	pythonlib/camoufox/async_api.py	5	CODE
LOW	pythonlib/camoufox/fingerprints.py	6	CODE
LOW	pythonlib/camoufox/__main__.py	23	CODE
LOW	pythonlib/camoufox/webgl/__init__.py	1	CODE
LOW	pythonlib/camoufox/gui/__init__.py	14	CODE
LOW	service-tester/_certificate.py	11	CODE
LOW	service-tester/_certificate.py	11	CODE
LOW	service-tester/_grading.py	3	CODE
LOW	scripts/bootstrap.py	311	CODE
LOW	scripts/patch.py	14	CODE
LOW	scripts/patch.py	20	CODE
LOW	build-tester/scripts/certificate.py	11	CODE
LOW	build-tester/scripts/presets.py	9	CODE

Deep Nesting45 hits · 44 pts

Severity	File	Line	Context
LOW	jsonvv/jsonvv/validator.py	105	CODE
LOW	jsonvv/jsonvv/validator.py	31	CODE
LOW	jsonvv/jsonvv/types.py	87	CODE
LOW	jsonvv/jsonvv/parser.py	73	CODE
LOW	jsonvv/jsonvv/parser.py	237	CODE
LOW	jsonvv/jsonvv/strings.py	10	CODE
LOW	tests/utils.py	21	CODE
LOW	tests/async/test_navigation.py	1046	CODE
LOW	tests/async/test_network.py	610	CODE
LOW	pythonlib/camoufox/geolocation.py	130	CODE
LOW	pythonlib/camoufox/multiversion.py	278	CODE
LOW	pythonlib/camoufox/multiversion.py	386	CODE
LOW	pythonlib/camoufox/virtdisplay.py	54	CODE
LOW	pythonlib/camoufox/pkgman.py	797	CODE
LOW	pythonlib/camoufox/pkgman.py	855	CODE
LOW	pythonlib/camoufox/pkgman.py	407	CODE
LOW	pythonlib/camoufox/utils.py	163	CODE
LOW	pythonlib/camoufox/utils.py	400	CODE
LOW	pythonlib/camoufox/fingerprints.py	263	CODE
LOW	pythonlib/camoufox/fingerprints.py	439	CODE
LOW	pythonlib/camoufox/__main__.py	74	CODE
LOW	pythonlib/camoufox/__main__.py	329	CODE
LOW	pythonlib/camoufox/__main__.py	428	CODE
LOW	pythonlib/camoufox/__main__.py	684	CODE
LOW	pythonlib/camoufox/gui/backend.py	571	CODE
LOW	pythonlib/camoufox/gui/backend.py	654	CODE
LOW	pythonlib/camoufox/gui/backend.py	868	CODE
LOW	pythonlib/camoufox/gui/backend.py	935	CODE
LOW	service-tester/_certificate.py	52	CODE
LOW	service-tester/_certificate.py	116	CODE
LOW	service-tester/run_tests.py	43	CODE
LOW	service-tester/_grading.py	19	CODE
LOW	service-tester/_grading.py	32	CODE
LOW	scripts/package.py	16	CODE
LOW	scripts/patch.py	44	CODE
LOW	scripts/patch.py	107	CODE
LOW	scripts/run-pw.py	54	CODE
LOW	scripts/developer.py	29	CODE
LOW	scripts/developer.py	185	CODE
LOW	build-tester/scripts/runner.py	42	CODE
LOW	build-tester/scripts/runner.py	174	CODE
LOW	build-tester/scripts/grading.py	23	CODE
LOW	build-tester/scripts/grading.py	36	CODE
LOW	build-tester/scripts/certificate.py	86	CODE
LOW	build-tester/scripts/certificate.py	111	CODE

Self-Referential Comments10 hits · 30 pts

Severity	File	Line	Snippet	Context
MEDIUM	jsonvv/jsonvv/validator.py	17	# Create a registry for reference types and parsed type definitions	COMMENT
MEDIUM	jsonvv/jsonvv/validator.py	115	# Create a new registry for this scope, inheriting from parent if it exists	COMMENT
MEDIUM	jsonvv/jsonvv/parser.py	292	# Create a DictType for dictionary references	COMMENT
MEDIUM	patches/librewolf/pack_vs.py	44	# Create an archive containing all the paths in lowercase form for	COMMENT
MEDIUM	patches/librewolf/pack_vs.py	76	# Create an overlay file for use with clang's -ivfsoverlay flag.	COMMENT
MEDIUM	tests/async/test_browsercontext.py	65	# Create a page in first incognito context.	COMMENT
MEDIUM	tests/async/test_browsercontext.py	78	# Create a page in second incognito context.	COMMENT
MEDIUM	pythonlib/camoufox/addons.py	54	# Create a temporary file to store the downloaded zip	COMMENT
MEDIUM	scripts/patch.py	58	# Create the base mozconfig file	COMMENT
MEDIUM	scripts/developer.py	33	# Create a display list with status labels and a reverse lookup mapping	COMMENT

Cross-File Repetition6 hits · 30 pts

Severity	File	Snippet	Context
HIGH	tests/async/test_defaultbrowsercontext.py	() => { document.cookie = 'username=john doe'; return document.cookie; }	STRING
HIGH	tests/async/test_browsercontext_cookies.py	() => { document.cookie = 'username=john doe'; return document.cookie; }	STRING
HIGH	tests/async/test_headful.py	() => { document.cookie = 'username=john doe'; return document.cookie; }	STRING
HIGH	tests/async/test_defaultbrowsercontext.py	src => { let fulfill; const promise = new promise(x => fulfill = x); const iframe = document.createelement('iframe'); do	STRING
HIGH	tests/async/test_headful.py	src => { let fulfill; const promise = new promise(x => fulfill = x); const iframe = document.createelement('iframe'); do	STRING
HIGH	tests/async/test_browsercontext_add_cookies.py	src => { let fulfill; const promise = new promise(x => fulfill = x); const iframe = document.createelement('iframe'); do	STRING

Redundant / Tautological Comments13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	jsonvv/jsonvv/parser.py	270	# Check if all required patterns were matched	COMMENT
LOW	jsonvv/jsonvv/strings.py	21	# Check if comma is escaped	COMMENT
LOW	tests/run-tests.sh	26	# Check if venv exists, if not run setup-venv.sh	COMMENT
LOW	bundle/fonts/cleanfonts.sh	19	# Check if the file exists to avoid errors if no .ttf or .otf files are found	COMMENT
LOW	pythonlib/camoufox/addons.py	77	# Check if the addon is already extracted	COMMENT
LOW	pythonlib/camoufox/__main__.py	338	# Check if latest for this channel is already installed	COMMENT
LOW	pythonlib/camoufox/__main__.py	916	# Check if installed version is the latest in its own channel	COMMENT
LOW	scripts/patch.py	247	# Check if the folder exists	COMMENT
LOW	scripts/copy-additions.sh	6	# Check if correct number of arguments are provided	COMMENT
LOW	scripts/developer.py	216	# Check if the patch can be applied or reversed	COMMENT
LOW	scripts/developer.py	265	# Add the patch to the list	COMMENT
LOW	scripts/developer.py	285	# Display message	COMMENT
LOW	scripts/generate-assets-car.sh	13	# Check if running on macOS	COMMENT

Fake / Example Data20 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/async/test_defaultbrowsercontext.py	178	"value": "John Doe",	CODE
LOW	tests/async/test_defaultbrowsercontext.py	76	"value": "John Doe",	CODE
LOW	tests/async/test_defaultbrowsercontext.py	99	"value": "John Doe",	CODE
LOW	tests/async/test_defaultbrowsercontext.py	108	"value": "John Doe",	CODE
LOW	tests/async/test_selectors_get_by.py	29	input.setAttribute('placeholder', 'hello my\\nwo"rld');	STRING
LOW	tests/async/test_selectors_get_by.py	49	input.setAttribute('placeholder', 'hello my\\nworld');	STRING
LOW	tests/async/test_selectors_get_by.py	70	input.setAttribute('placeholder', 'foo >> bar');	STRING
LOW	tests/async/test_browsercontext_cookies.py	46	"value": "John Doe",	CODE
LOW	tests/async/test_browsercontext_cookies.py	89	"value": "John Doe",	CODE
LOW	tests/async/test_browsercontext_cookies.py	184	"value": "John Doe",	CODE
LOW⚡	tests/async/test_fetch_browser_context.py	69	"value": "John Doe",	CODE
LOW⚡	tests/async/test_fetch_browser_context.py	128	"value": "John Doe",	CODE
LOW	tests/async/test_headful.py	129	"value": "John Doe",	CODE
LOW	tests/async/test_browsercontext_add_cookies.py	409	"value": "John Doe",	CODE
LOW	tests/async/test_accessibility.py	78	{"role": "textbox", "name": "placeholder", "value": "and a value"},	CODE
LOW	tests/async/test_accessibility.py	81	"name": "placeholder",	CODE
LOW	tests/async/test_accessibility.py	98	{"role": "textbox", "name": "placeholder", "value": "and a value"},	CODE
LOW	tests/async/test_accessibility.py	102	"placeholder"	CODE
LOW	tests/async/test_accessibility.py	35	<input aria-placeholder="placeholder" value="and a value" />	STRING
LOW	tests/async/test_accessibility.py	37	<input aria-placeholder="placeholder" value="and a value" aria-describedby="desc" />	STRING

Modern Structural Boilerplate13 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	jsonvv/jsonvv/__init__.py	12	__all__ = [	CODE
LOW	tests/server.py	210	def set_auth(self, path: str, username: str, password: str) -> None:	CODE
LOW	tests/server.py	213	def set_csp(self, path: str, value: str) -> None:	CODE
LOW⚡	tests/server.py	224	def set_route(self, path: str, callback: Callable[[TestServerRequest], Any]) -> None:	CODE
LOW⚡	tests/server.py	230	def set_redirect(self, from_: str, to: str) -> None:	CODE
LOW	pythonlib/camoufox/multiversion.py	350	def set_active(relative_path: str) -> None:	CODE
LOW	pythonlib/camoufox/__init__.py	6	__all__ = [	CODE
LOW	pythonlib/camoufox/pkgman.py	584	def set_version(self) -> None:	CODE
LOW	pythonlib/camoufox/utils.py	229	def update_fonts(config: Dict[str, Any], target_os: str) -> None:	CODE
LOW	pythonlib/camoufox/utils.py	297	def set_into(target: Dict[str, Any], key: str, value: Any) -> None:	CODE
LOW	pythonlib/camoufox/webgl/__init__.py	3	__all__ = ['sample_webgl']	CODE
LOW	pythonlib/camoufox/gui/__init__.py	16	__all__ = ['main']	CODE
LOW	scripts/_mixin.py	124	__all__ = [	CODE

Structural Annotation Overuse7 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	docs/patch-upgrading-guide.md	69	### Step 1: Apply Base Patch and Identify Rejects	COMMENT
LOW	docs/patch-upgrading-guide.md	82	### Step 2: Analyze Each Reject File	COMMENT
LOW⚡	docs/patch-upgrading-guide.md	95	### Step 3: Locate the Correct Position in Firefox Code	COMMENT
LOW⚡	docs/patch-upgrading-guide.md	103	### Step 4: Apply Changes Manually	COMMENT
LOW⚡	docs/patch-upgrading-guide.md	107	### Step 5: Remove Reject Files	COMMENT
LOW⚡	docs/patch-upgrading-guide.md	116	### Step 6: Generate Updated Patch	COMMENT
LOW	docs/patch-upgrading-guide.md	130	### Step 7: Verify Patch Applies Cleanly	COMMENT

Overly Generic Function Names12 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/async/test_navigation.py	852	def handle_request(request: TestServerRequest) -> None:	CODE
LOW	tests/async/test_network.py	40	async def handle_request(route: Route, request: Request) -> None:	CODE
LOW	tests/async/test_network.py	70	async def handle_request(route: Route, request: Request, intercepted: List[bool]) -> None:	CODE
LOW	tests/async/test_network.py	618	def handle_request(request: TestServerRequest) -> None:	CODE
LOW	tests/async/test_network.py	715	def handle_request(request: Request) -> None:	CODE
LOW	tests/async/test_page_route.py	40	async def handle_request(route: Route, request: Request) -> None:	CODE
LOW	tests/async/test_page_route.py	137	async def handle_request(route: Route) -> None:	CODE
LOW	tests/async/test_page_route.py	250	def handle_request(request: Request) -> None:	CODE
LOW	tests/async/test_page_route.py	404	def handle_request(request: TestServerRequest, hits: List[bool]) -> None:	CODE
LOW	tests/async/test_page_route.py	969	async def handle_request(route: Route) -> None:	CODE
LOW	tests/async/test_page_route.py	1008	async def handle_request(route: Route) -> None:	CODE
LOW	tests/async/test_browsertype_connect.py	253	async def handle_request(route: Route) -> None:	CODE

AI Structural Patterns5 hits · 5 pts

Severity	File	Line	Context
LOW	jsonvv/jsonvv/parser.py	198	CODE
LOW	jsonvv/jsonvv/strings.py	64	CODE
LOW	jsonvv/jsonvv/strings.py	36	CODE
LOW	pythonlib/camoufox/utils.py	400	CODE
LOW	pythonlib/camoufox/gui/backend.py	238	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	pythonlib/camoufox/webgl/sample.py	17	Sample a random WebGL vendor/renderer combination and its data based on OS probabilities. Optionally use a spec	STRING

Example Usage Blocks2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	scripts/install-deps.sh	14	# Usage:	COMMENT
LOW	scripts/install-local-build.sh	4	# Usage:	COMMENT

AI Slop Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/run-pw.py	71	# Or else just use firefox-bin	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings