0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-11-01

Last Push

3.5K

Stars

TypeScript

Language

1.1M

Lines of Code

1.8K

Files

291

Pattern Hits

2026-10-31

Scan Date

0.01

HC Hit Rate

Risk Review · Payload v1

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

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

Cognitive Ownership Risk 1.1/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 201 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.4/100 · LOW

Are imports declared and package/API names verified? 63 finding(s).

Agent Over-Engineering Ratio 0.9/100 · LOW

Are wrappers, guards, and repeated structures necessary? 177 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 291 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 11MEDIUM 5LOW 275

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 291 distinct pattern matches across 15 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.

Hyper-Verbose Identifiers150 hits · 159 pts

Severity	File	Line	Snippet	Context
LOW	web/test/mock-localization-provider.tsx	8	function collectFilesWithExtension(	CODE
LOW	web/src/platforms.ts	263	export function detectExtendedBrowserEnvironment(): ExtendedBrowserEnvironment {	CODE
LOW	web/src/stores/abort-contribution-modal.ts	58	export function abortContributionModalReducer(	CODE
LOW	web/src/components/locale-helpers.tsx	59	export function useContributableNativeNames() {	CODE
LOW	web/src/components/locale-helpers.tsx	63	export function useSpontaneousSpeechLocales() {	CODE
LOW	web/src/components/locale-helpers.tsx	110	export function useNativeNameAvailableLocales() {	CODE
LOW	web/src/hooks/store-hooks.ts	108	export function useAbortContributionModal() {	CODE
LOW	server/src/auth-router.ts	297	function createSessionCookieOptions(): CookieOptions {	CODE
LOW	server/src/lib/model.ts	36	async function fetchLocalizedPercentagesByLocale(): Promise<any> {	CODE
LOW	server/src/lib/redis-cache/lazy-cache.ts	387	export async function redisSetAddManyWithExpiry(	CODE
LOW	server/src/lib/redis-cache/lazy-cache.ts	403	export async function redisSetFillManyWithExpiry(	CODE
LOW	server/src/lib/redis-cache/lazy-cache.ts	755	async function computeAndCache(	CODE
LOW	server/src/lib/model/goals.ts	239	export async function checkGoalsAfterContribution(	CODE
LOW	server/src/lib/model/leaderboard.ts	76	async function getAllClipLeaderboardData(): Promise<LeaderboardDataRow[]> {	CODE
LOW	server/src/lib/model/leaderboard.ts	127	async function getAllVoteLeaderboardData(): Promise<LeaderboardDataRow[]> {	CODE
LOW	server/src/lib/model/db/import-locales.ts	276	async function fetchAllLocalesWithPagination() {	CODE
LOW	server/src/infrastructure/fs/fp-fs.ts	13	export function collectFilesWithExtension(	CODE
LOW	scripts/import-locales.js	102	async function importContributableLocales(locales) {	CODE
LOW	scripts/import-locales.js	135	async function buildLocaleNativeNameMapping() {	CODE
LOW	bundler/uploader/tests/test_disabler_cli.py	23	def test_dry_run_needs_no_key(self, tmp_path: Any) -> None:	CODE
LOW	bundler/uploader/tests/test_disabler_cli.py	57	def test_prod_without_yes_aborts(self, tmp_path: Any) -> None:	CODE
LOW	bundler/uploader/tests/test_disabler_cli.py	69	def test_failure_exits_nonzero(self, tmp_path: Any) -> None:	CODE
LOW	bundler/uploader/tests/test_streaming.py	23	def test_sends_correct_payload(self, _mock_url, mock_req) -> None:	CODE
LOW	bundler/uploader/tests/test_streaming.py	61	def test_fresh_upload_initiates(self, mock_save, mock_init, tmp_path) -> None:	CODE
LOW	bundler/uploader/tests/test_streaming.py	79	def test_mismatched_state_restarts(self, mock_save, mock_init, tmp_path) -> None:	CODE
LOW	bundler/uploader/tests/test_streaming.py	106	def test_matching_state_resumes(self, tmp_path) -> None:	CODE
LOW	bundler/uploader/tests/test_streaming.py	151	def test_small_file_single_part(	CODE
LOW	bundler/uploader/tests/test_streaming.py	229	def test_resume_skips_uploaded_parts(	CODE
LOW	bundler/uploader/tests/test_streaming.py	285	def test_invalid_part_size_raises(self, mock_gcs, tmp_path) -> None:	CODE
LOW	bundler/uploader/tests/test_log.py	22	def test_log_file_creates_file_handler(self, tmp_path) -> None: # type: ignore[no-untyped-def]	CODE
LOW	bundler/uploader/tests/test_log.py	34	def test_log_file_captures_debug_without_verbose( # type: ignore[no-untyped-def]	CODE
LOW	bundler/uploader/tests/test_log.py	51	def test_log_file_uses_bundler_formatter( # type: ignore[no-untyped-def]	CODE
LOW	bundler/uploader/tests/test_log.py	64	def test_datacollective_logger_captured(self, tmp_path) -> None: # type: ignore[no-untyped-def]	CODE
LOW	bundler/uploader/tests/test_log.py	77	def test_no_duplicate_file_handlers(self, tmp_path) -> None: # type: ignore[no-untyped-def]	CODE
LOW	bundler/uploader/tests/test_log.py	89	def test_no_log_file_skips_file_handler(self) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	38	def test_record_failed_with_error(self, tmp_path: object) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	56	def test_record_orphaned_draft(self, tmp_path: object) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	123	def test_loads_failed_locales(self, tmp_path: object) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	212	def test_copies_log_and_state_to_local_dir(self, tmp_path: Path) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	233	def test_no_files_to_save_is_noop(self, tmp_path: Path) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	246	def test_gcs_mode_uses_posix_paths(self, tmp_path: Path) -> None:	CODE
LOW	bundler/uploader/tests/test_state.py	276	def test_copy_failure_is_nonfatal(self, tmp_path: Path) -> None:	CODE
LOW	bundler/uploader/tests/test_gcs.py	51	def test_bucket_with_trailing_slash(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	84	def test_generic_error_passes_through(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	94	def test_rate_limit_within_max(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	98	def test_rate_limit_exceeds_max(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	106	def test_raw_connection_error_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	110	def test_raw_timeout_error_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	114	def test_raw_os_error_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	118	def test_wrapped_connection_error_is_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	124	def test_wrapped_timeout_error_is_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	130	def test_permission_error_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	134	def test_value_error_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	138	def test_generic_exception_not_retryable(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	189	def test_http_error_returns_status_and_body(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	196	def test_plain_exception_returns_none(self) -> None:	CODE
LOW⚡	bundler/uploader/tests/test_mdc.py	203	def test_none_response_returns_none(self) -> None:	CODE
LOW	bundler/uploader/tests/test_mdc.py	66	def test_timeout_is_transient(self) -> None:	CODE
LOW	bundler/uploader/tests/test_mdc.py	72	def test_connection_is_transient(self) -> None:	CODE
LOW	bundler/uploader/tests/test_mdc.py	168	def test_sdk_rate_limit_error_maps_to_retryable(self) -> None:	CODE
90 more matches not shown…

Fake / Example Data27 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	web/src/components/contact-modal/contact-modal.test.tsx	23	email = 'user@example.com',	CODE
LOW⚡	web/src/components/contact-modal/contact-modal.test.tsx	50	await fillAndSubmit({ email: 'user@example.com', name: 'Alice', message: 'Hello!' })	CODE
LOW⚡	web/src/components/contact-modal/contact-modal.test.tsx	53	email: 'user@example.com',	CODE
LOW⚡	web/src/components/contact-modal/contact-modal.test.tsx	63	await fillAndSubmit({ email: 'user@example.com', name: '', message: 'Hi' })	CODE
LOW⚡	web/src/components/contact-modal/contact-modal.test.tsx	66	email: 'user@example.com',	CODE
LOW	web/src/components/contact-modal/contact-modal.test.tsx	97	userEvent.type(screen.getByRole('textbox', { name: /email/i }), 'user@example.com')	CODE
LOW	…ad-email-prompt/dataset-download-email-prompt.test.tsx	21	email: 'user@example.com',	CODE
LOW	…ad-email-prompt/dataset-download-email-prompt.test.tsx	52	mockAccountValue = { client_id: 'test-client-id', email: 'user@example.com' }	CODE
LOW	…components/pages/contribution/speak/recording-pill.tsx	129	<div className="placeholder" />	CODE
LOW	…ages/contribution/sentence-collector/review/review.tsx	174	<div className="placeholder" />	CODE
LOW	…t/infrastructure/authentication/authentication.test.ts	157	const clientInfo = { userId: 'user@example.com' }	CODE
LOW	server/src/lib/email.test.ts	157	email: 'user@example.com',	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	42	rateLimiter('fake-key', { points: 100, duration: 60 })	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	47	keyPrefix: 'fake-key',	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	59	const limiter = rateLimiter('fake-key', {	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	79	const limiter = rateLimiter('fake-key', {	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	101	const limiter = rateLimiter('fake-key', {	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	123	'fake-key',	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	142	const limiter = rateLimiter('fake-key', { points: 100, duration: 60 })	CODE
LOW	…ver/src/lib/middleware/rate-limiter-middleware.test.ts	160	const limiter = rateLimiter('fake-key', {	CODE
LOW⚡	server/src/lib/validation/send-contact-request.test.ts	26	runValidation({ email: 'user@example.com', message: 'Hello!' })	CODE
LOW⚡	server/src/lib/validation/send-contact-request.test.ts	31	runValidation({ email: 'user@example.com', name: 'Alice', message: 'Hi' })	CODE
LOW⚡	server/src/lib/validation/send-contact-request.test.ts	41	runValidation({ email: 'user@example.com' })	CODE
LOW⚡	server/src/lib/validation/send-contact-request.test.ts	51	runValidation({ email: 'user@example.com', message: '' })	CODE
LOW	bundler/src/core/localeData.test.ts	49	'John Doe': 2,	CODE
LOW	bundler/src/core/localeData.test.ts	339	makeValidatedSentence({ source: 'John Doe' }),	CODE
LOW	bundler/src/core/localeData.test.ts	354	expect(result.right.sourceCounts['John Doe']).toBeUndefined()	CODE

Unused Imports31 hits · 30 pts

Severity	File	Line	Context
LOW	bundler/uploader/tests/test_disabler_cli.py	3	CODE
LOW	bundler/uploader/tests/test_streaming.py	3	CODE
LOW	bundler/uploader/tests/test_log.py	3	CODE
LOW	bundler/uploader/tests/test_state.py	3	CODE
LOW	bundler/uploader/tests/test_gcs.py	3	CODE
LOW	bundler/uploader/tests/test_progress.py	3	CODE
LOW	bundler/uploader/tests/test_mdc.py	3	CODE
LOW	bundler/uploader/tests/test_config.py	3	CODE
LOW	bundler/uploader/tests/test_models.py	3	CODE
LOW	bundler/uploader/tests/test_disabler_core.py	3	CODE
LOW	bundler/uploader/tests/test_disabler_org_page.py	3	CODE
LOW	bundler/uploader/tests/test_language.py	3	CODE
LOW	bundler/uploader/tests/test_disabler_client.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/config.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/models.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/gcs.py	7	CODE
LOW	bundler/uploader/src/mdc_uploader/log.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/naming.py	9	CODE
LOW	bundler/uploader/src/mdc_uploader/typedef.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/cli.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/language.py	14	CODE
LOW	bundler/uploader/src/mdc_uploader/progress.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/mdc.py	3	CODE
LOW	bundler/uploader/src/mdc_uploader/streaming.py	16	CODE
LOW	bundler/uploader/src/mdc_uploader/state.py	3	CODE
LOW	bundler/uploader/src/mdc_disabler/org_page.py	8	CODE
LOW	bundler/uploader/src/mdc_disabler/config.py	3	CODE
LOW	bundler/uploader/src/mdc_disabler/client.py	3	CODE
LOW	bundler/uploader/src/mdc_disabler/core.py	3	CODE
LOW	bundler/uploader/src/mdc_disabler/cli.py	3	CODE

Empty Error Handlers6 hits · 30 pts

Severity	File	Line	Snippet	Context
HIGH	bundler/uploader/src/mdc_uploader/pipeline.py	49	except OSError:	CODE
HIGH	bundler/uploader/src/mdc_uploader/pipeline.py	316	except OSError:	CODE
HIGH	bundler/uploader/src/mdc_uploader/pipeline.py	325	except OSError:	CODE
HIGH	bundler/uploader/src/mdc_uploader/pipeline.py	248	except OSError:	CODE
HIGH	bundler/uploader/src/mdc_uploader/mdc.py	117	except (AttributeError, TypeError):	CODE
HIGH	bundler/uploader/src/mdc_disabler/org_page.py	201	except ValueError:	CODE

Cross-Language Confusion (JS/TS)5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	server/src/lib/model/db/import-sentences.ts	91	print('importing', locale)	CODE
HIGH	server/src/lib/model/db/import-sentences.ts	156	print(	CODE
HIGH	server/src/lib/model/db/import-sentences.ts	177	print(	CODE
HIGH	server/src/lib/model/db/import-sentences.ts	183	print(	CODE
HIGH	server/src/lib/model/db/import-sentences.ts	226	print(	CODE

Excessive Try-Catch Wrapping21 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	bundler/uploader/src/mdc_uploader/cli.py	190	except Exception as exc: # pylint: disable=broad-exception-caught	STRING
LOW	bundler/uploader/src/mdc_uploader/cli.py	268	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	241	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	692	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	969	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	214	except Exception as exc:	CODE
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	275	except Exception as exc:	CODE
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	406	except Exception as exc:	CODE
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	423	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/mdc.py	235	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/mdc.py	298	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/mdc.py	350	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/mdc.py	452	except Exception as exc:	CODE
LOW	bundler/uploader/src/mdc_uploader/state.py	199	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_uploader/state.py	213	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/org_page.py	77	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/org_page.py	272	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/client.py	75	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/client.py	110	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/client.py	129	except Exception as exc: # pylint: disable=broad-exception-caught	CODE
LOW	bundler/uploader/src/mdc_disabler/cli.py	50	except Exception as exc: # pylint: disable=broad-exception-caught	CODE

Verbosity Indicators9 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	595	// Step 1: Add values	COMMENT
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	598	// Step 2: Get all members	COMMENT
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	603	// Step 3: Get random subset	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	210	# Step 1: Create draft	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	222	# Step 2: Upload file	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	271	# Step 1: Create draft	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	283	# Step 2: Stream upload from GCS	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	402	# Step 3: Update metadata	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	416	# Step 4: Submit for review	COMMENT

Structural Annotation Overuse9 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	595	// Step 1: Add values	COMMENT
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	598	// Step 2: Get all members	COMMENT
LOW⚡	server/src/lib/redis-cache/lazy-set-cache.test.ts	603	// Step 3: Get random subset	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	210	# Step 1: Create draft	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	222	# Step 2: Upload file	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	271	# Step 1: Create draft	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	283	# Step 2: Stream upload from GCS	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	402	# Step 3: Update metadata	COMMENT
LOW⚡	bundler/uploader/src/mdc_uploader/mdc.py	416	# Step 4: Submit for review	COMMENT

Over-Commented Block17 hits · 17 pts

Severity	File	Line	Snippet	Context
LOW	web/cypress/support/e2e.ts	1	// ***********************************************************	COMMENT
LOW	…b/src/components/pages/contribution/speak/audio-web.ts	341	// Add the new listeners.	COMMENT
LOW	server/src/core/types/clientId.ts	1	// The client id is a 36 character long string	COMMENT
LOW	server/src/core/sentences/validation/languages/th.ts	21	// - Below vowels: \u0E38\u0E39	COMMENT
LOW	server/src/core/sentences/validation/languages/ko.ts	41	// - Composed form (Unicode "Hangul Syllables" : U+AC00–U+D7A3)	COMMENT
LOW	server/src/core/sentences/validation/languages/he.ts	21	const VALID_CHAR_CLASSES = {	COMMENT
LOW	server/src/core/sentences/validation/languages/he.ts	41	// these are seen in Biblical Hebrew - and we don't want users to submit	COMMENT
LOW	server/src/core/sentences/validation/languages/he.ts	61	// - [Category `Pi`](https://www.compart.com/en/unicode/category/Pi)	COMMENT
LOW	server/src/lib/api.ts	261	router.get('/datasets/languages', this.getAllLanguagesWithDatasets)	COMMENT
LOW	server/src/lib/api.ts	301	//	COMMENT
LOW	server/src/lib/api.ts	401	// Mark awards/notifications as seen	COMMENT
LOW	server/src/lib/api.ts	421	//	COMMENT
LOW	server/src/lib/model/achievements.ts	21	AND invitee.invited_by = ?	COMMENT
LOW	…gration-helpers/accents-variants/av_migrations.test.ts	1	/* eslint-disable @typescript-eslint/no-explicit-any */	COMMENT
LOW	…b/model/db/migration-helpers/accents-variants/types.ts	1	// accent -> variant mapping	COMMENT
LOW	server/src/infrastructure/redis/redis.ts	1	// time units moved to /common	COMMENT
LOW	bundler/src/worker/worker.ts	141	connection: {	COMMENT

Deep Nesting7 hits · 7 pts

Severity	File	Line	Context
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	201	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	278	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	372	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	470	CODE
LOW	bundler/uploader/src/mdc_uploader/pipeline.py	810	CODE
LOW	bundler/uploader/src/mdc_disabler/org_page.py	163	CODE
LOW	bundler/uploader/src/mdc_disabler/org_page.py	227	CODE

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…b/src/components/pages/contribution/speak/audio-web.ts	63	// Using state !== undefined is more robust than !!this.recorder because	COMMENT
MEDIUM	…b/src/components/pages/contribution/speak/audio-web.ts	393	// Determine blob MIME type with robust fallback chain:	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	bundler/uploader/tests/test_state.py	218	# Create a fake log file and mock get_log_file_path to return it	COMMENT
MEDIUM	bundler/uploader/tests/test_pipeline.py	51	# Create a datasheet	COMMENT

Redundant / Tautological Comments3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	docker/prepare_storage.sh	4	# Check if bulk submission bucket exists if not create it	COMMENT
LOW	docker/wait-for-it.sh	152	# Check if busybox timeout uses -t flag	COMMENT
LOW	scripts/list-recent-tags.sh	6	# Set GIT_TAG_REMOTE to override the remote used when fetching tags (defaults to origin).	COMMENT

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/DEVELOPMENT.md	12	- [Orchestrating the environment with `docker` and `docker-compose`](#orchestrating-the-environment-with-docker-and-do	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	server/src/core/types/clientId.ts	4	// TODO: implement clientId smart constructor	COMMENT

common-voice/common-voice

Open-Source Code Quality, Security and Technical Debt Review