3.8

Adjusted Signal

3.8

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.6K

Stars

Language

318.0K

Lines of Code

865

Files

678

Pattern Hits

2026-10-31

Scan Date

0.08

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 8.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 508 finding(s).

Hallucinated Dependency & Supply Chain Risk 6.8/100 · LOW

Are imports declared and package/API names verified? 85 finding(s).

Agent Over-Engineering Ratio 3.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 124 finding(s).

PR Review Velocity Impact 17.2/100 · LOW

Which changes need focused human review? 678 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 73MEDIUM 79LOW 526

Directory Score Breakdown

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

Pattern Findings

The scanner identified 678 distinct pattern matches across 17 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Cross-Language Confusion66 hits · 425 pts

Severity	File	Line	Snippet	Context
HIGH⚡	test/test_trusted_time.py	83	if (live >= 1735689600LL + 86400 && live <= 4102444800LL - 86400) {	CODE
HIGH⚡	test/test_trusted_time.py	88	if (after >= 1735689600LL && after <= 4102444800LL) {	CODE
HIGH⚡	test/test_trusted_time.py	89	assert(storedFloor >= live && storedFloor <= after);	CODE
HIGH	test/test_trusted_time.py	130	assert(configurations == 1 && strcmp(getenv("TZ"), zone) == 0);	CODE
HIGH	test/test_trusted_time.py	134	assert(configurations == 2 && strcmp(getenv("TZ"), zone) == 0);	CODE
HIGH	test/test_ble_learning.py	74	assert(noPress.saved == -1 && noPress.learnAction == bleturner::Action::None);	CODE
HIGH⚡	test/test_clipping_selection_text.py	85	if (packedText.empty()) return prefixSpace && i == 0 ? " " : text;	CODE
HIGH⚡	test/test_clipping_selection_text.py	94	return prefixSpace && i == 0 ? Range{range.start, range.start + 1} : range;	CODE
HIGH⚡	test/test_clipping_selection_text.py	96	bool wordStartsParagraph(uint16_t i) const { return paragraphStart && i == 0; }	CODE
HIGH	test/test_clipping_selection_text.py	299	assert(cold.wordCount == 360 && cold.words[359].pageOffset == 2);	CODE
HIGH	test/test_clipping_highlight_planes.py	39	assert(renderer.dots == (a4 && mode != GfxRenderer::BW ? 4u : 0u));	CODE
HIGH	test/test_clipping_highlight_planes.py	40	assert(renderer.ditherRects == (a4 && mode != GfxRenderer::BW ? 0u : 1u));	CODE
HIGH⚡	test/test_recursive_dictionary.py	257	view.content.pages.capacity() == 0 && view.content.lines.capacity() == 0 &&	CODE
HIGH⚡	test/test_recursive_dictionary.py	262	assert(view.lookup->depth == 1 && view.content.text == dictionary.entries.at(20));	CODE
HIGH⚡	test/test_recursive_dictionary.py	266	assert(view.finished && view.lookup->depth == 1);	CODE
HIGH⚡	test/test_recursive_dictionary.py	270	assert(view.lookup->depth == 0 && view.content.text == dictionary.entries.at(10));	CODE
HIGH⚡	test/test_recursive_dictionary.py	271	assert(view.content.currentPage == 1 && view.content.selection.valid);	CODE
HIGH⚡	test/test_recursive_dictionary.py	272	assert(view.content.selection.lastPage == 1 && view.content.selection.firstWord == 2);	CODE
HIGH⚡	test/test_recursive_dictionary.py	275	assert(view.lookup->depth == 0 && view.content.currentPage == 1);	CODE
HIGH⚡	test/test_recursive_dictionary.py	285	assert(!view.finished && view.lookup->depth == 0 && view.content.text == dictionary.entries.at(10));	CODE
HIGH⚡	test/test_recursive_dictionary.py	293	assert(view.lookup->depth == 0 && view.content.text == dictionary.entries.at(10) && view.content.currentPage == 1);	CODE
HIGH⚡	test/test_recursive_dictionary.py	394	assert(!backView.finished && backView.lookup->depth == 1 && dictionary.reads == readsBeforeBack);	CODE
HIGH⚡	test/test_recursive_dictionary.py	398	assert(!backView.finished && backView.lookup->depth == 0);	CODE
HIGH⚡	test/test_recursive_dictionary.py	400	assert(backView.finished && backView.result.isCancelled && dictionary.reads == readsBeforeBack);	CODE
HIGH⚡	test/test_recursive_dictionary.py	403	assert(parent.finished && parent.result.isCancelled);	CODE
HIGH⚡	test/test_recursive_dictionary.py	437	assert(touchView.mappedInput.contactSuppressed && dictionary.reads == readsBeforeTouch);	CODE
HIGH⚡	test/test_recursive_dictionary.py	438	assert(touchView.finished == onHeader && touchView.result.isCancelled == onHeader);	CODE
HIGH⚡	test/test_recursive_dictionary.py	439	assert(bool(touchView.child) == (!onHeader && controlsEnabled));	CODE
HIGH⚡	test/test_recursive_dictionary.py	519	assert(result == Dictionary::LookupResult::LowMemory && dictionary.searches == 0);	CODE
HIGH⚡	test/test_recursive_dictionary.py	523	assert(result == Dictionary::LookupResult::LowMemory && dictionary.searches == 0);	CODE
HIGH⚡	test/test_recursive_dictionary.py	526	assert(result == Dictionary::LookupResult::NotFound && dictionary.searches > 1);	CODE
HIGH	test/test_recursive_dictionary.py	54	" if (lookup && mappedInput.wasReleased(MappedInputManager::Button::Confirm))", 1	CODE
HIGH	test/test_recursive_dictionary.py	309	assert(view.lookup->depth == 16 && view.lookup->pendingWord.empty() && dictionary.reads == reads);	CODE
HIGH	test/test_recursive_dictionary.py	312	assert(view.lookup->depth == 0 && view.content.text == dictionary.entries.at(10) && view.content.currentPage == 1);	CODE
HIGH	test/test_recursive_dictionary.py	334	assert(view.lookup->depth == 1 && view.content.headword == "alias");	CODE
HIGH	test/test_recursive_dictionary.py	361	assert(cjk.y == 10 && cjk.block->ranges[0].start == 8 && cjk.block->ranges[1].start == 11);	CODE
HIGH	test/test_recursive_dictionary.py	422	assert(root.finished && root.result.isCancelled);	CODE
HIGH	test/test_recursive_dictionary.py	475	bool isWordByte(unsigned char c) { return c >= 0x80 \|\| std::isalnum(c) != 0; }	CODE
HIGH⚡	test/test_selection_buttons.py	68	assert(activity.selected == 5 && activity.pendingButtonCount == 4);	CODE
HIGH⚡	test/test_selection_buttons.py	71	assert(activity.selected == 7 && activity.confirmed == 7);	CODE
HIGH⚡	test/test_selection_buttons.py	74	assert(activity.selected == 6 && activity.pendingButtonCount == 0);	CODE
HIGH	test/test_selection_buttons.py	85	assert(activity.selected == 9 && activity.pendingButtonCount == 0);	CODE
HIGH	test/test_selection_buttons.py	96	assert(activity.pendingButtonCount == 16 && overflows == 1);	CODE
HIGH	test/test_selection_buttons.py	99	assert(activity.selected == 23 && activity.pendingButtonCount == 0);	CODE
HIGH	test/test_selection_buttons.py	130	if (active && input.outsideTap) { active = false; update(); return true; }	CODE
HIGH	test/test_text_settings_layout.py	190	if (rect.y < clip.y \|\| rect.bottom() > clip.bottom()) clippedText = true;	CODE
HIGH	test/test_text_settings_layout.py	222	assert(preview.x == safe.x && preview.width == safe.width);	CODE
HIGH⚡	test/test_text_settings_layout.py	249	assert(activity.renderer.preview.x == preview.x && activity.renderer.preview.y == preview.y);	CODE
HIGH⚡	test/test_text_settings_layout.py	250	assert(activity.renderer.preview.width == preview.width && activity.renderer.preview.height == preview.height);	CODE
HIGH⚡	test/test_text_settings_layout.py	256	assert(content.x == safe.x && content.width == safe.width);	CODE
HIGH⚡	test/test_text_settings_layout.py	263	assert(tab.x >= safe.x && tab.right() <= safe.x + safe.width);	CODE
HIGH⚡	test/test_text_settings_layout.py	269	assert(rect.x >= bandLeft && rect.right() <= bandRight);	CODE
HIGH⚡	test/test_text_settings_layout.py	272	return rect.x == bandLeft && rect.right() == bandRight && rect.height == std::max(1, metrics.headerUnderlineSize);	CODE
HIGH⚡	test/test_text_settings_layout.py	285	assert(rect.x >= safe.x && rect.right() <= safe.x + safe.width);	CODE
HIGH⚡	test/test_text_settings_layout.py	286	assert(rect.y >= content.y && rect.bottom() <= content.bottom());	CODE
HIGH⚡	test/test_text_settings_layout.py	289	return rect.width == theme.listScrollWidth && rect.x >= safe.x && rect.right() <= safe.x + safe.width &&	CODE
HIGH⚡	test/test_text_settings_layout.py	290	rect.y == content.y && rect.bottom() == content.bottom();	CODE
HIGH	test/test_text_settings_layout.py	383	assert(rect.y >= content.y && rect.bottom() <= content.bottom());	CODE
HIGH	test/test_text_settings_layout.py	385	assert(activity.nav.top <= selected - 1 && selected - 1 < activity.nav.top + 3);	CODE
HIGH⚡	test/test_remote_button_input.py	27	bool wasPressed(uint8_t b) const { return b == button && pressed; }	CODE
6 more matches not shown…

Over-Commented Block397 hits · 396 pts

Severity	File	Line	Snippet	Context
LOW	platformio.ini	61	# which batches into the SPI FIFO: ~3x on SD reads, at the cost of a 512-byte stack	COMMENT
LOW	test/test_trusted_time.py	61	#include <cassert>	COMMENT
LOW	test/test_clipping_selection_text.py	41	#include <algorithm>	COMMENT
LOW	test/test_recursive_dictionary.py	61	"[this](const ActivityResult& result)")	COMMENT
LOW	test/book_metadata_cache/BookMetadataCacheTest.cpp	1	#include <HalStorage.h>	COMMENT
LOW	test/minibidi_arabic/MiniBidiArabicTest.cpp	1	// MiniBidiArabicTest — Arabic/Farsi/Urdu bidi + contextual shaping.	COMMENT
LOW	test/ligature_guard/LigatureGuardTest.cpp	1	// LigatureGuardTest — font GSUB ligatures must not re-process Arabic text.	COMMENT
LOW	test/clipping_sync/ClippingSyncTest.cpp	1	#include <ArduinoJson.h>	COMMENT
LOW	test/differential_rounding/DifferentialRoundingTest.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/differential_rounding/DifferentialRoundingTest.cpp	301	EXPECT_EQ(testFont().getGlyph('x')->advanceX, 136);	COMMENT
LOW	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1	#include <Epub.h>	COMMENT
LOW	test/sd_card_font/SdCardFontTest.cpp	1	#include <HalStorage.h>	COMMENT
LOW	test/inflate_reader/InflateReaderTest.cpp	1	#include <gtest/gtest.h>	COMMENT
LOW	test/hyphenation_eval/HyphenationEvaluationTest.cpp	1	#include <Utf8.h>	COMMENT
LOW	…phenation_eval/resources/spanish_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…phenation_eval/resources/swedish_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…phenation_eval/resources/italian_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…nation_eval/resources/portuguese_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…phenation_eval/resources/english_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…phenation_eval/resources/russian_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…yphenation_eval/resources/german_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…yphenation_eval/resources/french_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	…yphenation_eval/resources/polish_hyphenation_tests.txt	1	# Hyphenation Test Data	COMMENT
LOW	scripts/s3_nimble_psram.h	1	// Boards with PSRAM (BOARD_HAS_PSRAM): NimBLE's host (mbuf and HCI pools, connection and GATT structures) allocated	COMMENT
LOW	lib/PngToBmpConverter/PngToBmpConverter.cpp	1	#include "PngToBmpConverter.h"	COMMENT
LOW	lib/GfxRenderer/Bitmap.cpp	1	#include "Bitmap.h"	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.cpp	1	#include "GfxRenderer.h"	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.cpp	401		COMMENT
LOW	lib/GfxRenderer/GlyphBitmap.h	81	}	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.h	61	uint32_t frameBufferSize = HalDisplay::BUFFER_SIZE;	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.h	101		COMMENT
LOW	lib/GfxRenderer/GfxRenderer.h	241	// which it cannot reach directly.	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.h	261	// Compatibility queries for Overlay mode.	COMMENT
LOW	lib/GfxRenderer/GfxRenderer.h	421	bool storeBwBuffer(); // Returns true if buffer was stored successfully	COMMENT
LOW	lib/Memory/BuildScratch.h	1	#pragma once	COMMENT
LOW	lib/Memory/Memory.h	1	#pragma once	COMMENT
LOW	lib/Txt/Txt.cpp	1	#include "Txt.h"	COMMENT
LOW	lib/Utf8/Utf8.h	1	#pragma once	COMMENT
LOW	lib/Utf8/Utf8.h	21	// Report absorbed input codepoint positions when requested; return empty if the callback fails.	COMMENT
LOW	lib/hal/HalStorage.cpp	1	#include "HalStorage.h"	COMMENT
LOW	lib/hal/HalPowerManager.cpp	1	#include "HalPowerManager.h"	COMMENT
LOW	lib/hal/HalPowerManager.cpp	81	xSemaphoreGive(modeMutex);	COMMENT
LOW	lib/hal/HalPowerManager.cpp	101	// GPIO13 gates the battery MOSFET on both Xteink C3 boards; driving it low	COMMENT
LOW	lib/hal/HalPowerManager.cpp	121	// XTEINK_C3_GPIO13: it IS power.latch0 on the C3 Xteink boards, where the	COMMENT
LOW	lib/hal/HalDisplay.h	81	// Lend the framebuffer's ~48 KB STORAGE to a memory-hungry phase (chapter	COMMENT
LOW	lib/hal/HalPowerManager.h	41	// Setup wake up GPIO and enter deep sleep	COMMENT
LOW	lib/hal/HalSystem.cpp	1	#include "HalSystem.h"	COMMENT
LOW	lib/hal/HalClock.h	41	// Format the local time into a caller-provided buffer.	COMMENT
LOW	lib/hal/HalGPIO.h	1	#pragma once	COMMENT
LOW	lib/hal/HalGPIO.h	21	#define X3_I2C_SDA 20	COMMENT
LOW	lib/hal/HalGPIO.cpp	1	#include <BatteryMonitor.h>	COMMENT
LOW	lib/hal/HalHaptics.h	1	#pragma once	COMMENT
LOW	lib/expat/internal.h	81		COMMENT
LOW	lib/expat/internal.h	101		COMMENT
LOW	lib/expat/internal.h	121	#endif	COMMENT
LOW	lib/expat/xmltok.h	61	*/	COMMENT
LOW	lib/expat/xmltok.h	81	/* The following tokens are returned only by XmlPrologTok */	COMMENT
LOW	lib/expat/xmltok.h	101	#define XML_TOK_NAME_PLUS 32 /* name+ */	COMMENT
LOW	lib/expat/xmltok.h	121	#define XML_TOK_IGNORE_SECT 42	COMMENT
LOW	lib/expat/xmlparse.c	81	#endif	COMMENT
337 more matches not shown…

Decorative Section Separators58 hits · 147 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/generate_kerning_ligature_epub.py	220	# ── XHTML content pages ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	scripts/generate_br_section_break_epub.py	68	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/generate_br_section_break_epub.py	70	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	scripts/generate_br_section_break_epub.py	80	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	82	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	92	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	94	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	110	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	112	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	122	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	124	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	135	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	137	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	145	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	scripts/generate_br_section_break_epub.py	147	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/generate_br_section_break_epub.py	160	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/generate_br_section_break_epub.py	162	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/generate_br_section_break_epub.py	179	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/generate_br_section_break_epub.py	181	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/gen_i18n.py	49	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	51	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	118	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	120	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	260	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	262	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	311	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	313	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	447	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	449	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	750	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	752	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	869	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	871	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	scripts/gen_i18n.py	433	# ---------------------------------------------------------------------------	STRING
MEDIUM	scripts/gen_i18n.py	435	# ---------------------------------------------------------------------------	STRING
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	49	# ── Serif ──────────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	194	# ── Sans-serif ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	251	# ── Monospace ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	275	# ── Dyslexia ───────────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	288	# ── Accessibility ──────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	312	# ── Hebrew ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	341	# ── Arabic ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	381	# ── Korean ─────────────────────────────────────────────────────────────	COMMENT
MEDIUM	lib/MiniBidi/minibidi.h	53	/* ── Bidi character classes (UAX #9) ────────────────────────────────── */	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	19	// ── RequestHandler interface ─────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	159	// ── OPTIONS ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	171	// ── PROPFIND ─────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	298	// ── GET ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	352	// ── HEAD ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	386	// ── PUT ──────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	410	// ── DELETE ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	462	// ── MKCOL ────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	502	// ── MOVE ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	574	// ── COPY ─────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	669	// ── LOCK / UNLOCK (dummy for client compatibility) ───────────────────────────	COMMENT
MEDIUM	src/network/WebDAVHandler.cpp	699	// ── Utility functions ────────────────────────────────────────────────────────	COMMENT
MEDIUM	src/network/html/FilesPage.html	3944	// ═══════════════════════════════════════════════════════════════════	COMMENT
MEDIUM	src/network/html/FilesPage.html	3946	// ═══════════════════════════════════════════════════════════════════	COMMENT

Hyper-Verbose Identifiers38 hits · 36 pts

Severity	File	Line	Snippet	Context
LOW	test/test_patch_animatedgif.py	35	def test_active_environment_and_idempotence(self):	CODE
LOW	test/test_patch_animatedgif.py	48	def test_unknown_decoder_source_fails_without_rewriting_it(self):	CODE
LOW	test/test_patch_animatedgif.py	55	def test_missing_active_dependency_cannot_be_satisfied_by_sibling(self):	CODE
LOW⚡	test/test_confirmation_translations.py	12	def test_spanish_questions_include_both_marks(self):	CODE
LOW⚡	test/test_confirmation_translations.py	19	def test_all_locales_have_explicit_confirmation_headings(self):	CODE
LOW⚡	test/test_confirmation_translations.py	27	def test_partial_locales_do_not_freeze_english_button_labels(self):	CODE
LOW⚡	test/test_confirmation_translations.py	34	def test_persian_questions_use_native_punctuation(self):	CODE
LOW⚡	test/test_confirmation_translations.py	41	def test_callers_use_complete_question_keys(self):	CODE
LOW	…ation_eval/resources/generate_hyphenation_test_data.py	56	def generate_hyphenation_data(	CODE
LOW	scripts/patch_sdfat.py	96	def patch_selected_dependency(env):	CODE
LOW	scripts/generate_test_epub.py	97	def create_grayscale_test_image(filename, is_png=True):	CODE
LOW	scripts/generate_test_epub.py	151	def create_centering_test_image(filename, is_png=True):	CODE
LOW	scripts/generate_test_epub.py	198	def create_scaling_test_image(filename, is_png=True):	CODE
LOW	scripts/generate_test_epub.py	273	def create_wide_scaling_test_image(filename, is_png=True):	CODE
LOW	scripts/generate_test_epub.py	372	def create_gradient_test_image(filename, is_png=True):	CODE
LOW	scripts/gen_i18n.py	815	def _append_string_data_entry(lines: List[str], text: str) -> None:	CODE
LOW	scripts/gen_i18n.py	376	def format_cpp_string_literal(segments: List[str], indent: str = " ") -> List[str]:	STRING
LOW	scripts/patch_arduino_ble_controller.py	19	def filter_flash_only_bt_linkflags(linkflags):	CODE
LOW	scripts/patch_animatedgif.py	157	def patch_animatedgif_before_link(source, target, env):	STRING
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	200	def extract_ligature_glyph_indices_fonttools(font_path):	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	245	def _extract_pairpos_subtable(subtable, glyph_to_cp, raw_kern):	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	300	def extract_kerning_fonttools(font_path, codepoints, ppem):	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	453	def extract_ligatures_fonttools(font_path, codepoints):	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	823	def style_sections_total_size(sections):	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	830	def generate_cpfont_multistyle(style_fonts, size, intervals, output_path,	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	422	def _extract_pairpos_subtable(subtable, glyph_to_cp, raw_kern):	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	463	def extract_kerning_fonttools(font_path, codepoints, ppem, pnum_subs=None):	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	624	def extract_ligatures_fonttools(font_path, codepoints):	CODE
LOW	lib/EpdFont/scripts/verify_compression.py	71	def compact_aligned_to_packed(aligned_data, width, height):	CODE
LOW	src/network/html/SettingsPage.html	350	function isQuickResumeSleepScreenSelected() {	CODE
LOW	src/network/html/SettingsPage.html	368	function syncQuickResumeTimeoutForSleepScreen(sleepScreenChanged, quickResumeTimeoutChanged) {	CODE
LOW	src/network/html/FilesPage.html	3056	function startConversionWithImageStates() {	CODE
LOW	src/network/html/FilesPage.html	3509	function restoreUploadSettingsFromStorage() {	CODE
LOW	src/network/html/FilesPage.html	3519	function updateUploadSettingsPersistence() {	CODE
LOW	src/network/html/FilesPage.html	4018	function sanitizeMetadataFilenamePart(value) {	CODE
LOW	src/network/html/FilesPage.html	4037	async function getMetadataFilenameForEpub(file) {	CODE
LOW	src/network/html/FilesPage.html	4084	function reserveAvailableUploadFilename(fileName, usedFileNames) {	CODE
LOW	src/network/html/FilesPage.html	4318	function stripFontEncryptionEntries(xmlText, fontPaths) {	CODE

Verbosity Indicators20 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	lib/EpdFont/FontDecompressor.cpp	267	// Step 1: Collect unique glyph indices needed for this page	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	338	// Step 2: Compute total buffer size and collect unique groups	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	366	// Step 3: Allocate page buffer and lookup table for this slot	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	469	// Step 4: For each unique group, decompress to temp buffer and extract needed glyphs	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	464	// Step 1: mark used left/right classes and count the page's kerned codepoints.	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	480	// Step 2: build renumber maps (oldClassId -> newClassId, 1-based) and	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	504	// Step 3: size the three mini buffers (reused across pages when they fit; the	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	517	// Step 4: populate mini class tables. `codepoints` is already sorted (see	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	535	// Step 5: read the full matrix's rows for each used left class, keep only	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	991	// Step 1: Extract unique codepoints from the UTF-8 texts (shared across all styles).	COMMENT
LOW⚡	src/network/html/FilesPage.html	4853	// Step 1: Scale WIDTH to 800px (keep aspect ratio)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4854	// Step 2: Rotate 90° CW or CCW based on HANDEDNESS	COMMENT
LOW⚡	src/network/html/FilesPage.html	4855	// Step 3: If WIDTH > 480, split vertically with overlap	COMMENT
LOW⚡	src/network/html/FilesPage.html	4858	// Step 1: Scale WIDTH to 800 (this is the key difference!)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4979	// Step 1: Scale HEIGHT to 800px (up or down)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4980	// Step 2: If WIDTH > 480, split vertically with overlap	COMMENT
LOW	src/network/html/FilesPage.html	4873	// Step 2: Rotate 90° CW or CCW	COMMENT
LOW	src/network/html/FilesPage.html	4898	// Step 3: If WIDTH > 480, split vertically	COMMENT
LOW	src/network/html/FilesPage.html	5069	// Step 1: Rotate 90° based on handedness	COMMENT
LOW	src/network/html/FilesPage.html	5091	// Step 2: Scale to fit 480x800 (if needed)	COMMENT

Structural Annotation Overuse20 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	lib/EpdFont/FontDecompressor.cpp	267	// Step 1: Collect unique glyph indices needed for this page	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	338	// Step 2: Compute total buffer size and collect unique groups	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	366	// Step 3: Allocate page buffer and lookup table for this slot	COMMENT
LOW	lib/EpdFont/FontDecompressor.cpp	469	// Step 4: For each unique group, decompress to temp buffer and extract needed glyphs	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	464	// Step 1: mark used left/right classes and count the page's kerned codepoints.	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	480	// Step 2: build renumber maps (oldClassId -> newClassId, 1-based) and	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	504	// Step 3: size the three mini buffers (reused across pages when they fit; the	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	517	// Step 4: populate mini class tables. `codepoints` is already sorted (see	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	535	// Step 5: read the full matrix's rows for each used left class, keep only	COMMENT
LOW	lib/EpdFont/SdCardFont.cpp	991	// Step 1: Extract unique codepoints from the UTF-8 texts (shared across all styles).	COMMENT
LOW⚡	src/network/html/FilesPage.html	4853	// Step 1: Scale WIDTH to 800px (keep aspect ratio)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4854	// Step 2: Rotate 90° CW or CCW based on HANDEDNESS	COMMENT
LOW⚡	src/network/html/FilesPage.html	4855	// Step 3: If WIDTH > 480, split vertically with overlap	COMMENT
LOW⚡	src/network/html/FilesPage.html	4858	// Step 1: Scale WIDTH to 800 (this is the key difference!)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4979	// Step 1: Scale HEIGHT to 800px (up or down)	COMMENT
LOW⚡	src/network/html/FilesPage.html	4980	// Step 2: If WIDTH > 480, split vertically with overlap	COMMENT
LOW	src/network/html/FilesPage.html	4873	// Step 2: Rotate 90° CW or CCW	COMMENT
LOW	src/network/html/FilesPage.html	4898	// Step 3: If WIDTH > 480, split vertically	COMMENT
LOW	src/network/html/FilesPage.html	5069	// Step 1: Rotate 90° based on handedness	COMMENT
LOW	src/network/html/FilesPage.html	5091	// Step 2: Scale to fit 480x800 (if needed)	COMMENT

Excessive Try-Catch Wrapping20 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	…ation_eval/resources/generate_hyphenation_test_data.py	36	except Exception:	CODE
MEDIUM	…ation_eval/resources/generate_hyphenation_test_data.py	105	print(f"Error: Language '{language}' not found in pyphen.")	CODE
LOW	scripts/git_branch.py	42	except Exception as e: # pylint: disable=broad-exception-caught	CODE
MEDIUM	scripts/git_branch.py	19	def run_git_value(project_dir, args, label):	CODE
MEDIUM	scripts/gen_i18n.py	900	print(f"Error: Translations directory not found: {translations_dir}")	CODE
MEDIUM	scripts/gen_i18n.py	904	print(f"Error: Output directory not found: {output_dir}")	CODE
LOW	scripts/gen_i18n.py	1015	except Exception as e:	CODE
LOW	lib/EpdFont/scripts/build-sd-fonts.py	81	except Exception as e: # noqa: BLE001 - reported via RuntimeError below	CODE
LOW	lib/EpdFont/scripts/build-sd-fonts.py	143	except Exception:	CODE
LOW	lib/EpdFont/scripts/build-sd-fonts.py	282	except Exception as e:	CODE
LOW	lib/EpdFont/scripts/build-sd-fonts.py	399	except Exception as e:	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert_sdcard.py	110	print(f"Error: unknown interval preset '{name}'", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert_sdcard.py	1008	print("Error: --intervals is required (e.g., --intervals latin-ext,greek,cyrillic)", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert_sdcard.py	1020	print("Error: --size or --sizes is required", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert_sdcard.py	1025	print("Error: fontfile is required in single-style mode", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert_sdcard.py	1057	print("Error: --output can only be used with a single size", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert.py	804	print("Error: --compress requires --2bit (byte-aligned compression only supports 2-bit format)", file=sys.stderr)	CODE
MEDIUM	lib/EpdFont/scripts/fontconvert.py	1006	print(f"Error: {len(sparse_cols)} kern entries exceed the uint16 row-offset range", file=sys.stderr)	STRING
MEDIUM	lib/EpdFont/scripts/fontconvert.py	1009	print(f"Error: {kern_right_class_count} right classes exceed the uint8 column range", file=sys.stderr)	STRING
MEDIUM	lib/EpdFont/scripts/verify_compression.py	243	print(f"Error: {font_dir} is not a directory", file=sys.stderr)	CODE

Deep Nesting23 hits · 20 pts

Severity	File	Line	Context
LOW	…ation_eval/resources/generate_hyphenation_test_data.py	23	CODE
LOW	scripts/generate_test_bmps.py	63	CODE
LOW	scripts/generate_test_bmps.py	138	CODE
LOW	scripts/generate_test_bmps.py	190	CODE
LOW	scripts/gen_i18n.py	54	CODE
LOW	scripts/gen_i18n.py	123	CODE
LOW	scripts/gen_i18n.py	316	CODE
LOW	scripts/gen_i18n.py	376	CODE
LOW	scripts/gen_i18n.py	623	CODE
LOW	scripts/convert_icon.py	35	CODE
LOW	scripts/debugging_monitor.py	239	CODE
LOW	scripts/debugging_monitor.py	454	CODE
LOW	lib/EpdFont/scripts/build-sd-fonts.py	318	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	200	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	245	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	300	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	453	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	571	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	925	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	422	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	463	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	624	CODE
LOW	lib/EpdFont/scripts/verify_compression.py	99	CODE

Empty Error Handlers4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	scripts/patch_arduino_ble_controller.py	79	except NameError:	CODE
HIGH	scripts/debugging_monitor.py	342	except KeyboardInterrupt:	CODE
HIGH	scripts/debugging_monitor.py	527	except (AttributeError, ValueError):	CODE
HIGH	scripts/debugging_monitor.py	228	except ValueError:	CODE

Fake / Example Data12 hits · 15 pts

Severity	File	Line	Snippet	Context
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1589	"This is the second cell. It will probably overflow into the next page. Lorem ipsum dolor sit amet, consetetur "	CODE
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1589	"This is the second cell. It will probably overflow into the next page. Lorem ipsum dolor sit amet, consetetur "	CODE
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1592	"sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam "	CODE
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1592	"sanctus est Lorem ipsum dolor sit amet. Lorem ipsum dolor sit amet, consetetur sadipscing elitr, sed diam "	CODE
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1594	"accusam et justo duo dolores et ea rebum. Stet clita kasd gubergren, no sea takimata sanctus est Lorem ipsum "	CODE
LOW⚡	…chapter_html_slim_parser/ChapterHtmlSlimParserTest.cpp	1595	"dolor sit amet."};	CODE
LOW	scripts/generate_br_section_break_epub.py	35	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW	scripts/generate_br_section_break_epub.py	35	"Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod "	CODE
LOW	scripts/generate_test_epub.py	646	<p>FIRST PARAGRAPH after image. This paragraph follows an empty heading and an image-only paragraph. With the bug presen	CODE
LOW	scripts/generate_test_epub.py	646	<p>FIRST PARAGRAPH after image. This paragraph follows an empty heading and an image-only paragraph. With the bug presen	CODE
LOW	scripts/generate_test_epub.py	711	<p>FIRST PARAGRAPH after image. This paragraph follows an empty heading and an image-only paragraph. With the bug presen	CODE
LOW	scripts/generate_test_epub.py	711	<p>FIRST PARAGRAPH after image. This paragraph follows an empty heading and an image-only paragraph. With the bug presen	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	test/epubs/generate_font_prewarm_benchmark.py	\ <?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container	STRING
HIGH	scripts/generate_test_epub.py	\ <?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container	STRING
HIGH	scripts/generate_kerning_ligature_epub.py	\ <?xml version="1.0" encoding="utf-8"?> <container version="1.0" xmlns="urn:oasis:names:tc:opendocument:xmlns:container	STRING

Modern AI Meta-Vocabulary3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/contributing/architecture.md	213	## Scope guardrails	COMMENT
MEDIUM	scripts/generate_kerning_ligature_epub.py	291	double-f ligatures? ‘Affixed,’ ‘baffled,’ ‘scaffolding,’	CODE
MEDIUM	src/activities/reader/EpubReaderBookmarksActivity.h	13	// The list rides the UiListActivity scaffold (themed rows, touch routing);	COMMENT

AI Slop Vocabulary4 hits · 7 pts

Severity	File	Line	Snippet	Context
MEDIUM	test/test_recursive_dictionary.py	50	# The harness copies every constant but only some methods; clang's -Wall flags the unused ones.	COMMENT
MEDIUM	test/test_remote_button_input.py	165	cpp.write_text("#include <initializer_list>\n" + harness)	STRING
MEDIUM⚡	test/test_list_viewport.py	65	cpp.write_text("#include <initializer_list>\n" + harness)	STRING
MEDIUM	lib/hal/HalDisplay.h	31	// Pass seamless=true on any path where the panel already shows the	COMMENT

Unused Imports7 hits · 7 pts

Severity	File	Line	Context
LOW	scripts/generate-font-manifest.py	19	CODE
LOW	scripts/generate-font-manifest.py	23	CODE
LOW	scripts/generate_hyphenation_trie.py	4	CODE
LOW	scripts/generate_test_epub.py	13	CODE
LOW	scripts/debugging_monitor.py	26	CODE
LOW	lib/EpdFont/scripts/fontconvert_sdcard.py	25	CODE
LOW	lib/EpdFont/scripts/fontconvert.py	4	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	lib/EpdFont/scripts/sd-fonts.yaml	3	# This file is the single source of truth for which fonts are generated,	COMMENT

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	lib/EpdFont/scripts/verify_compression.py	104	# Check if this is a compressed font (has Groups array)	COMMENT

AI Structural Patterns1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	scripts/firmware_size_history.py	49		CODE

crosspoint-reader/crosspoint-reader

Open-Source Code Quality, Security and Technical Debt Review