2.6

Adjusted Signal

2.6

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

13.1K

Stars

TypeScript

Language

467.3K

Lines of Code

4.7K

Files

931

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 6.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 621 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.7/100 · LOW

Are imports declared and package/API names verified? 70 finding(s).

Agent Over-Engineering Ratio 5.6/100 · LOW

Are wrappers, guards, and repeated structures necessary? 382 finding(s).

PR Review Velocity Impact 12.5/100 · LOW

Which changes need focused human review? 931 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 4HIGH 32MEDIUM 59LOW 836

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 931 distinct pattern matches across 24 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.

Over-Commented Block354 hits · 319 pts

Severity	File	Line	Snippet	Context
LOW	lefthook.yml	1	# EXAMPLE USAGE:	COMMENT
LOW	lefthook.yml	21	# rubocop:	COMMENT
LOW	frontend/vite.config.ts	141	Object.keys(env)	COMMENT
LOW	frontend/app/mstore/metricStore.ts	301		COMMENT
LOW	frontend/app/mstore/filterStore.ts	221	// findEventProperty = (	COMMENT
LOW	frontend/app/mstore/customFieldStore.ts	61	// custom_event values fetcher; turned off for now; useful for later	COMMENT
LOW	frontend/app/mstore/types/search.ts	241	// filters: filters.map((i: any) => {	COMMENT
LOW	frontend/app/mstore/types/filter.ts	341	// // const newExclude = this.createFilterItemFromData(filterData);	COMMENT
LOW	frontend/app/constants/card.ts	101	// description: 'Create custom tables of users, sessions, errors, issues and more.',	COMMENT
LOW	frontend/app/constants/card.ts	121	title: TYPE_NAMES(t)[USER_PATH],	COMMENT
LOW	…nents/Dashboard/components/MetricsList/MetricsList.tsx	121	disableSelection={!onSelectionChange}	COMMENT
LOW	frontend/app/components/Session_/Inspector/AttrView.tsx	41	// attr.ownerElement.removeAttribute(attr.name);	COMMENT
LOW	…nd/app/components/Client/Integrations/Integrations.tsx	441	},	COMMENT
LOW	…nd/app/components/Client/Integrations/Integrations.tsx	461	// icon: 'integrations/bugsnag',	COMMENT
LOW	…nd/app/components/Client/Integrations/Integrations.tsx	481	// title: 'CloudWatch',	COMMENT
LOW	…nts/Client/SmartTests/components/shared/useUrlState.ts	1	import { useCallback, useEffect, useRef } from 'react';	COMMENT
LOW	frontend/app/components/Spots/SpotPlayer/SpotPlayer.tsx	181		COMMENT
LOW	…onents/Spots/SpotPlayer/components/CommentsSection.tsx	141	icon={<SendOutlined className="ps-0.5" />}	COMMENT
LOW	ee/recommendation/ml_trainer/entrypoint.sh	1	# Values setup	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1	[core]	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	21	# ``SequentialExecutor``, ``LocalExecutor``, ``CeleryExecutor``, ``DaskExecutor``,	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	41	# Are DAGs paused by default at creation	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	101	# Turn unit test mode on (overwrites many configuration options with test	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	141	# be passed into timedelta as seconds. If not specified, then the value is considered as None,	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	181	# (Connection passwords are always hidden in logs)	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	201	# for newly created files.	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	221	# Extra engine specific keyword args passed to SQLAlchemy's create_engine, as a JSON-encoded value	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	241	sql_alchemy_pool_size = 5	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	261	# Typically, this is a simple statement like "SELECT 1".	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	281	# Number of times the code should be retried in case of DB Operational Errors.	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	301	remote_log_conn_id =	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	321	#	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	401	statsd_allow_list =	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	421	[secrets]	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	441	endpoint_url = http://localhost:8080	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	461	# Comma separated list of auth backends to authenticate users of the API. See	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	481	# <https://cloud.google.com/docs/authentication/production#finding_credentials_automatically>`__ will	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	581		COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	741	# Whether email alerts should be sent when a task failed	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	781	# Unsupported options: ``integrations``, ``in_app_include``, ``in_app_exclude``,	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	801		COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	821	worker_concurrency = 16	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	841	# Specify if remote control of the workers is enabled.	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	921	[celery_broker_transport_options]	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1001	orphaned_tasks_check_interval = 300.0	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1021	# ignore depends_on_past setting. A task instance will be considered	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1041		COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1061	# same host. This is useful when running with Scheduler in HA mode where each scheduler can	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1161	# This only prevents removal of worker pods where the worker itself failed,	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1181	# When running with in_cluster=False change the default cluster_context or config_file	COMMENT
LOW	ee/recommendation/ml_service/api.py	41	# @app.on_event('startup')	COMMENT
LOW	ee/connectors/handler.py	561	n.zustand_mutation = message.mutation	COMMENT
LOW	ee/connectors/handler.py	581	# return n	COMMENT
LOW	ee/connectors/db/loaders/bigquery_loader.py	1	import os	COMMENT
LOW	ee/api/chalicelib/core/health.py	421	# fail_response["details"]["errors"].append("KAFKA_SERVERS not defined in env-vars")	COMMENT
LOW	ee/api/chalicelib/utils/events_queue.py	81	# data["parameters"] = json.dumps(trace.parameters) if trace.parameters is not None and len(	COMMENT
LOW	tracker/tracker-flutter/openreplay/example/pubspec.yaml	1	name: openreplay_example	COMMENT
LOW	tracker/tracker-flutter/openreplay/example/pubspec.yaml	41	flutter_test:	COMMENT
LOW	tracker/tracker-flutter/openreplay/example/pubspec.yaml	61		COMMENT
LOW	tracker/tracker-flutter/openreplay/example/pubspec.yaml	81	# - asset: fonts/Schyler-Regular.ttf	COMMENT
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Excessive Try-Catch Wrapping135 hits · 166 pts

Severity	File	Line	Snippet	Context
LOW⚡	ee/recommendation/core/feedback.py	86	except Exception as e:	CODE
MEDIUM⚡	ee/recommendation/core/feedback.py	87	print(f'Error: {e}')	CODE
LOW⚡	ee/recommendation/core/feedback.py	96	except Exception as e:	CODE
MEDIUM⚡	ee/recommendation/core/feedback.py	97	print(f'Error: {e}')	CODE
LOW	ee/recommendation/utils/pg_client.py	149	except Exception as error:	CODE
LOW	ee/recommendation/utils/pg_client.py	182	except Exception as error:	CODE
LOW	ee/recommendation/utils/pg_client.py	186	except Exception as error:	CODE
MEDIUM	ee/recommendation/utils/pg_client.py	61	def putconn(self, args, *kwargs):	CODE
MEDIUM	ee/recommendation/utils/pg_client.py	167	def __execute(self, query, vars=None):	CODE
LOW	ee/recommendation/utils/ch_client.py	38	except Exception as err:	CODE
MEDIUM	ee/recommendation/utils/ch_client.py	33	def execute(self, query, params=None, **args):	CODE
LOW	ee/recommendation/ml_trainer/airflow/dags/db_update.py	131	except Exception:	CODE
LOW	ee/recommendation/ml_service/api.py	76	except Exception as e:	CODE
LOW	ee/recommendation/ml_service/core/model_handler.py	133	except Exception as e:	CODE
LOW	ee/connectors/consumer_pool.py	18	except Exception as e:	CODE
LOW	ee/connectors/consumer.py	129	except Exception as e:	CODE
LOW	ee/connectors/consumer.py	145	except Exception as e:	CODE
LOW	ee/connectors/consumer.py	154	except Exception as e:	CODE
LOW	ee/connectors/consumer_async.py	27	except Exception as e:	CODE
LOW	ee/connectors/consumer_async.py	95	except Exception as e:	CODE
MEDIUM	ee/connectors/consumer_async.py	111	print('Error while trying to update session into datawarehouse')	CODE
LOW	ee/connectors/consumer_async.py	113	except Exception as e:	CODE
LOW⚡	ee/connectors/consumer_async.py	141	except Exception as e:	CODE
LOW⚡	ee/connectors/consumer_async.py	150	except Exception as e:	CODE
MEDIUM⚡	ee/connectors/consumer_async.py	151	print(f'Error while decoding message key (SessionId) from {b}')	CODE
LOW	ee/connectors/consumer_async.py	184	except Exception as e:	CODE
LOW	ee/connectors/consumer_async.py	218	except Exception as e:	CODE
LOW	ee/connectors/main.py	100	except Exception as e:	CODE
LOW	ee/connectors/main.py	116	except Exception as e:	CODE
LOW	ee/connectors/main.py	125	except Exception as e:	CODE
LOW	ee/connectors/fill_from_db.py	55	except Exception as e:	CODE
LOW	ee/connectors/fill_from_db.py	71	except Exception as e:	CODE
MEDIUM	ee/connectors/fill_from_db.py	52	def exec_commit(self, base_query):	CODE
MEDIUM	ee/connectors/fill_from_db.py	67	def try_method(f, params, on_exeption=None, _try=0):	CODE
LOW	ee/connectors/msgcodec/codec.py	72	except Exception as e:	CODE
MEDIUM	ee/connectors/msgcodec/codec.py	73	print(f'Error while reading string of length {length}')	CODE
LOW	ee/connectors/msgcodec/msgcodec.py	45	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	168	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	175	except Exception:	CODE
LOW	ee/connectors/utils/worker.py	251	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	309	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	330	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	358	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	491	except Exception as e:	CODE
LOW	ee/connectors/utils/worker.py	534	except Exception:	CODE
LOW	ee/connectors/utils/worker.py	539	except Exception:	CODE
LOW	ee/connectors/utils/uploader.py	36	except Exception as e:	CODE
MEDIUM	ee/connectors/utils/uploader.py	51	print('Error while trying to update session into datawarehouse')	CODE
LOW	ee/connectors/utils/uploader.py	53	except Exception as e:	CODE
LOW	ee/connectors/utils/uploader.py	77	except Exception as e:	CODE
MEDIUM	ee/connectors/utils/uploader.py	57	def attempt_batch_insert(events_batch, db, table_name, EVENT_TYPE, try_=0):	CODE
LOW	ee/connectors/db/writer.py	41	except Exception as e:	CODE
LOW	ee/connectors/db/writer.py	90	except Exception as e:	CODE
LOW	ee/intelligent_search/core/feedback.py	68	except Exception as e:	CODE
LOW	ee/intelligent_search/utils/ch_client.py	39	except Exception as err:	CODE
MEDIUM	ee/intelligent_search/utils/ch_client.py	34	def execute(self, query, params=None, **args):	CODE
LOW	ee/intelligent_search/utils/sql_to_filters.py	42	except Exception:	CODE
LOW	ee/api/or_dependencies.py	53	except Exception as e:	CODE
LOW	ee/api/routers/scim/groups.py	124	except Exception:	CODE
LOW	ee/api/chalicelib/core/webhook.py	174	except Exception:	CODE
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Hyper-Verbose Identifiers131 hits · 138 pts

Severity	File	Line	Snippet	Context
LOW	mcp_app/lib/state.ts	40	export function createPollAbortController(): AbortController {	CODE
LOW	mcp_app/lib/api.ts	90	export async function getOrFetchFilters(siteId: string) {	CODE
LOW	frontend/app/locales/extractTranslations.js	24	function extractTranslationsFromFile(filePath) {	CODE
LOW	frontend/app/constants/countries.js	254	function sortObjectValuesAlphabetically(obj) {	CODE
LOW	frontend/app/utils/index.ts	421	export function millisToMinutesAndSeconds(millis: any) {	CODE
LOW	frontend/app/components/Charts/barUtils.ts	37	export function buildBarDatasetsAndSeries(props: DataProps) {	CODE
LOW	…onSettings/components/ConditionalRecordingSettings.tsx	8	function ConditionalRecordingSettings({	CODE
LOW	…s/shared/IntegrateSlackButton/IntegrateSlackButton.tsx	8	function IntegrateSlackTeamsButton() {	CODE
LOW	…/OutsideClickDetectingDiv/OutsideClickDetectingDiv.jsx	11	function removeOutsideClickListener(ref) {	CODE
LOW	…lIssuesSelectedFilters/FunnelIssuesSelectedFilters.tsx	12	function FunnelIssuesSelectedFilters(props: Props) {	CODE
LOW	…components/DashboardList/NewDashModal/ExampleCards.tsx	410	function generateStackedBarChartData(keys: any, t: TFunction): any[] {	CODE
LOW	…st/NewDashModal/Examples/SessionsPerBrowserExample.tsx	13	function SessionsPerBrowserExample(props: Props) {	CODE
LOW	…sionsAffectedByJSErrors/SessionsAffectedByJSErrors.tsx	12	function SessionsAffectedByJSErrors(props: Props) {	CODE
LOW	…ustomMetricTableSessions/CustomMetricTableSessions.tsx	19	function CustomMetricTableSessions(props: Props) {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	32	export function LaunchPerformanceShortcut() {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	41	export function PlaySessionInFullscreenShortcut() {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	50	export function LaunchUserActionsShortcut() {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	53	export function LaunchMoreUserInfoShortcut() {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	56	export function LaunchOptionsMenuShortcut() {	CODE
LOW⚡	…s/Session_/Player/Controls/components/KeyboardHelp.tsx	62	export function PlayPreviousSessionShortcut() {	CODE
LOW	ee/connectors/bigquery_utils/create_table.py	131	def create_events_detailed_table(creds_file, table_id):	CODE
LOW	ee/connectors/db/loaders/bigquery_loader.py	32	def transit_insert_to_bigquery(db, batch):	CODE
LOW	ee/connectors/db/loaders/redshift_loader.py	5	def transit_insert_to_redshift(db, df, table):	CODE
LOW	ee/intelligent_search/utils/sql_to_filters.py	45	def filter_sql_where_statement(sql_query):	CODE
LOW	ee/api/routers/ee.py	77	def get_available_trail_actions(context: schemas.CurrentContext = Depends(OR_context)):	CODE
LOW	ee/api/routers/ee.py	145	def get_assist_stats_top_members(	CODE
LOW	ee/api/routers/ee.py	174	def get_assist_stats_sessions(	CODE
LOW	ee/api/routers/core_dynamic.py	56	def __process_authentication_response(response: JSONResponse, data: dict) -> dict:	CODE
LOW	ee/api/routers/core_dynamic.py	224	def change_password_by_invitation(response: JSONResponse, data: schemas.EditPasswordByInvitationSchema = Body(...)):	CODE
LOW	ee/api/routers/core_dynamic.py	275	def errors_get_details_sourcemaps(projectId: int, errorId: str,	CODE
LOW	ee/api/routers/scim/users.py	25	def convert_provider_resource_to_client_resource(	CODE
LOW	ee/api/routers/scim/groups.py	13	def convert_provider_resource_to_client_resource(	CODE
LOW	ee/api/routers/scim/groups.py	83	def group_display_name_to_role_name(group_name_filter: str) -> str:	CODE
LOW	ee/api/routers/scim/groups.py	221	def _set_users_admin_privilege(tenant_id: int, user_ids: list[int],	STRING
LOW	ee/api/routers/scim/providers.py	32	def get_service_provider_config() -> ServiceProviderConfig:	CODE
LOW	ee/api/routers/scim/backends.py	50	def register_postgres_resource(	CODE
LOW	ee/api/routers/scim/helpers.py	41	def load_custom_resource_types() -> dict[str, ResourceType]:	CODE
LOW	ee/api/auth/auth_jwt.py	25	def _get_current_auth_context(request: Request, jwt_payload: dict) -> schemas.CurrentContext:	CODE
LOW	ee/api/auth/auth_jwt.py	43	def _allow_access_to_endpoint(request: Request, current_context: schemas.CurrentContext) -> bool:	CODE
LOW	ee/api/auth/auth_jwt.py	134	async def __process_spot_refresh_call(self, request: Request) -> schemas.CurrentContext:	CODE
LOW	ee/api/chalicelib/core/users.py	22	def __generate_invitation_token():	CODE
LOW	ee/api/chalicelib/core/users.py	833	def get_deleted_user_by_email(email):	CODE
LOW	ee/api/chalicelib/core/assist_stats.py	99	def __last_run_end_timestamp_from_aggregates():	STRING
LOW	ee/api/chalicelib/core/assist_stats.py	116	def __get_all_events_hourly_averages(constraints, params):	STRING
LOW	ee/api/chalicelib/core/assist_stats.py	209	def __get_all_events_averages(constraints, params):	STRING
LOW	ee/api/chalicelib/core/assist_stats.py	231	def __get_all_events_averagesx(constraints, params):	STRING
LOW	ee/api/chalicelib/core/projects.py	352	def create_project_conditions(project_id, conditions):	CODE
LOW	ee/api/chalicelib/core/projects.py	419	def update_project_conditions(project_id, conditions):	STRING
LOW	ee/api/chalicelib/core/projects.py	497	def delete_metadata_condition(project_id, metadata_key):	CODE
LOW	ee/api/chalicelib/core/projects.py	516	def rename_metadata_condition(project_id, old_metadata_key, new_metadata_key):	CODE
LOW	ee/api/chalicelib/utils/assist_helper.py	17	def get_temporary_credentials():	CODE
LOW⚡	ee/api/chalicelib/utils/exp_ch_helper.py	35	def get_user_favorite_sessions_table(timestamp=0):	CODE
LOW⚡	ee/api/chalicelib/utils/exp_ch_helper.py	39	def get_user_viewed_sessions_table(timestamp=0):	CODE
LOW⚡	ee/api/chalicelib/utils/exp_ch_helper.py	43	def get_user_viewed_errors_table(timestamp=0):	CODE
LOW⚡	ee/api/chalicelib/utils/exp_ch_helper.py	47	def get_main_js_errors_sessions_table(timestamp=0):	CODE
LOW	ee/api/chalicelib/utils/exp_ch_helper.py	168	def simplify_clickhouse_types(ch_types: list[str]) -> list[str]:	CODE
LOW	ee/api/chalicelib/utils/storage/azure_blob.py	20	def get_presigned_url_for_sharing(self, bucket, expires_in, key, check_exists=False):	CODE
LOW	ee/api/chalicelib/utils/storage/azure_blob.py	34	def get_presigned_url_for_upload(self, bucket, expires_in, key, **args):	CODE
LOW	ee/api/crons/ee_crons.py	11	async def assist_events_aggregates_cron() -> None:	CODE
LOW	tracker/tracker-reactnative/app.plugin.js	3	function addPackageToMainApplication(src) {	CODE
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Modern Structural Boilerplate67 hits · 68 pts

Severity	File	Line	Snippet	Context
LOW	ee/api/app.py	37	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/or_dependencies.py	20	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/app_crons.py	8	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/routers/saml.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/routers/core_dynamic.py	27	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/routers/scim/api.py	26	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/routers/scim/providers.py	29	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/routers/scim/backends.py	23	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/auth/auth_jwt.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/auth/auth_project.py	12	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/unlock.py	13	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/signup.py	14	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/users.py	18	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/health.py	13	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/__init__.py	5	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/reset_password.py	11	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/mcp/authorizers.py	12	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/core/sessions/sessions_pg.py	5	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/utils/scim_auth.py	11	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/chalicelib/utils/exp_ch_helper.py	15	logger = logging.getLogger(__name__)	CODE
LOW	ee/api/crons/core_dynamic_crons.py	11	logger = logging.getLogger(__name__)	CODE
LOW	api/app.py	25	logger = logging.getLogger(__name__)	CODE
LOW	api/or_dependencies.py	18	logger = logging.getLogger(__name__)	CODE
LOW	api/routers/core.py	24	logger = logging.getLogger(__name__)	CODE
LOW	api/routers/core_dynamic.py	22	logger = logging.getLogger(__name__)	CODE
LOW	api/auth/auth_apikey.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/auth/auth_jwt.py	15	logger = logging.getLogger(__name__)	CODE
LOW	api/auth/auth_project.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/weekly_report.py	7	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/signup.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/webhook.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/health.py	11	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/authorizers.py	11	logger = logging.getLogger(__name__)	CODE
LOW⚡	api/chalicelib/core/assist.py	15	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/db_request_handler.py	6	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/jobs.py	6	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/projects.py	15	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/reset_password.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/log_tools/elasticsearch.py	9	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/log_tools/bugsnag.py	9	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/log_tools/sentry.py	9	logger = logging.getLogger(__name__)	CODE
LOW	…halicelib/core/collaborations/collaboration_msteams.py	12	logger = logging.getLogger(__name__)	CODE
LOW	…/chalicelib/core/collaborations/collaboration_slack.py	14	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/issue_tracking/base_issue.py	6	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/mcp/authorizers.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/mcp/tracer.py	5	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/alerts/alerts.py	18	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/alerts/alerts_processor.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/alerts/modules/helpers.py	7	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/sourcemaps/sourcemaps.py	12	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/sessions/sessions_ch.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/sessions/sessions_search_pg.py	6	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/errors/errors_details_ch.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/errors/__init__.py	3	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/errors/errors_ch.py	9	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/events/__init__.py	5	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/core/issues/__init__.py	3	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/utils/github_client_v3.py	7	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/utils/pg_client.py	10	logger = logging.getLogger(__name__)	CODE
LOW	api/chalicelib/utils/jira_client.py	11	logger = logging.getLogger(__name__)	CODE
7 more matches not shown…

Deep Nesting67 hits · 66 pts

Severity	File	Line	Context
LOW	ee/recommendation/ml_trainer/main.py	47	CODE
LOW	ee/connectors/consumer.py	33	CODE
LOW	ee/connectors/consumer_async.py	21	CODE
LOW	ee/connectors/main.py	24	CODE
LOW	ee/connectors/utils/worker.py	151	CODE
LOW	ee/connectors/utils/worker.py	264	CODE
LOW	ee/connectors/utils/worker.py	103	CODE
LOW	ee/connectors/utils/worker.py	400	CODE
LOW	ee/connectors/utils/worker.py	443	CODE
LOW	ee/connectors/utils/worker.py	513	CODE
LOW	ee/connectors/db/api.py	49	CODE
LOW	ee/connectors/db/utils.py	186	CODE
LOW	ee/api/routers/saml.py	30	CODE
LOW	ee/api/routers/scim/users.py	164	CODE
LOW	ee/api/routers/scim/providers.py	69	CODE
LOW	ee/api/auth/auth_jwt.py	53	CODE
LOW	ee/api/chalicelib/core/weekly_report.py	31	CODE
LOW	ee/api/chalicelib/core/users.py	187	CODE
LOW	ee/api/chalicelib/core/users.py	454	CODE
LOW	ee/api/chalicelib/core/users.py	574	CODE
LOW	ee/api/chalicelib/core/webhook.py	73	CODE
LOW	ee/api/chalicelib/core/webhook.py	96	CODE
LOW	ee/api/chalicelib/core/health.py	222	CODE
LOW	ee/api/chalicelib/core/health.py	246	CODE
LOW	ee/api/chalicelib/core/assist_stats.py	17	CODE
LOW	ee/api/chalicelib/core/projects.py	63	CODE
LOW	ee/api/chalicelib/utils/events_queue.py	16	CODE
LOW	api/routers/core.py	51	CODE
LOW	api/auth/auth_jwt.py	47	CODE
LOW	api/chalicelib/core/weekly_report.py	35	CODE
LOW	api/chalicelib/core/metadata.py	36	CODE
LOW	api/chalicelib/core/metadata.py	53	CODE
LOW	api/chalicelib/core/metadata.py	165	CODE
LOW	api/chalicelib/core/metadata.py	218	CODE
LOW	api/chalicelib/core/users.py	377	CODE
LOW	api/chalicelib/core/webhook.py	68	CODE
LOW	api/chalicelib/core/webhook.py	91	CODE
LOW	api/chalicelib/core/health.py	205	CODE
LOW	api/chalicelib/core/health.py	229	CODE
LOW	api/chalicelib/core/db_request_handler.py	63	CODE
LOW	api/chalicelib/core/jobs.py	81	CODE
LOW	api/chalicelib/core/projects.py	67	CODE
LOW	api/chalicelib/core/alerts/alerts.py	121	CODE
LOW	api/chalicelib/core/alerts/alerts_processor.py	166	CODE
LOW	api/chalicelib/core/sourcemaps/sourcemaps.py	97	CODE
LOW	api/chalicelib/core/sessions/sessions_ch.py	87	CODE
LOW	api/chalicelib/core/sessions/sessions_search_pg.py	37	CODE
LOW	api/chalicelib/core/errors/errors_details_ch.py	13	CODE
LOW	api/chalicelib/core/errors/helper.py	48	CODE
LOW	api/chalicelib/core/events/events_ch.py	66	CODE
LOW	api/chalicelib/utils/pg_client.py	38	CODE
LOW	api/chalicelib/utils/pg_client.py	113	CODE
LOW	api/chalicelib/utils/pg_client.py	147	CODE
LOW	api/chalicelib/utils/helper.py	27	CODE
LOW	api/chalicelib/utils/helper.py	48	CODE
LOW	api/chalicelib/utils/helper.py	65	CODE
LOW	api/chalicelib/utils/helper.py	159	CODE
LOW	api/chalicelib/utils/helper.py	330	CODE
LOW	api/chalicelib/utils/ch_client.py	216	CODE
LOW	api/chalicelib/utils/ch_client.py	163	CODE
7 more matches not shown…

Cross-Language Confusion9 hits · 62 pts

Severity	File	Line	Snippet	Context
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	50	type Time Series {filters: Filters, events: Events, value: null, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	51	type ClickMap {filters: null, events: Events, value: null, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	53	type Funnel {filters: Filters, events: Events, value: null, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	54	type ErrorTracking {filters: null, events: null, value: ErrorTypes, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	55	type PerformanceTracking {filters: null, events: null, value: PerformanceTypes, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	56	type ResourceMonitoring {filters: null, events: null, value: ResourceType, timeRange: TimeRangeType}	CODE
HIGH⚡	ee/intelligent_search/utils/contexts_charts.py	57	type WebVitals {filters: null, events: null, value: VitalsType, timeRange: TimeRangeType}	CODE
HIGH	ee/intelligent_search/utils/contexts_charts.py	120	'value': null,	CODE
HIGH	ee/intelligent_search/utils/contexts_charts.py	134	'value': null,	CODE

Decorative Section Separators17 hits · 56 pts

Severity	File	Line	Snippet	Context
MEDIUM	frontend/app/routing/StableLocationProvider.tsx	33	// ─── External location store ───────────────────────────────────────────	COMMENT
MEDIUM	frontend/app/routing/StableLocationProvider.tsx	65	// ─── LocationSync ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/app/routing/StableLocationProvider.tsx	86	// ─── Stable hooks ──────────────────────────────────────────────────────	COMMENT
MEDIUM	frontend/app/routing/StableLocationProvider.tsx	135	// ─── StableRoutes ──────────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/webworker/QueueSender.unit.test.ts	129	// ── FIFO ordering (#4836) ────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/webworker/QueueSender.unit.test.ts	129	// ── FIFO ordering (#4836) ────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/tests/batchWriter.e2e.test.ts	61	// ── varint helpers ─────────────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/tests/batchWriter.e2e.test.ts	132	// ── Test harness ───────────────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/tests/batchWriter.e2e.test.ts	183	// ── Tests ──────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tracker/tracker/src/tests/batchWriter.e2e.test.ts	232	// ── invariants for every emitted batch ─────────────────────────────────	COMMENT
MEDIUM⚡	tracker/tracker/src/tests/batchWriter.e2e.test.ts	241	// ── per-stream version and routing ─────────────────────────────────────	COMMENT
MEDIUM⚡	tracker/tracker/src/tests/batchWriter.e2e.test.ts	247	// ── content routing ────────────────────────────────────────────────────	COMMENT
MEDIUM	tracker/tracker/src/tests/batchWriter.e2e.test.ts	287	// ── budget: every batch under the soft trigger ─────────────────────────	COMMENT
MEDIUM	…tracker/src/tests/batchWriter_inputDuringStart.test.ts	68	// ── realistic streams ─────────────────────────────────────────────────────	COMMENT
MEDIUM	…ipts/helmcharts/databases/charts/vault/CONTRIBUTING.md	140	#--------------------------------------------------------------------	COMMENT
MEDIUM	api/chalicelib/core/sessions/sessions_ch.py	459	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	api/chalicelib/core/sessions/sessions_ch.py	1339	# ---------------------------------------------------------------------------	COMMENT

Empty Error Handlers11 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	ee/connectors/handler.py	123	except TypeError:	CODE
HIGH	ee/connectors/consumer_async.py	62	except KeyError:	CODE
HIGH	ee/connectors/fill_from_db.py	151	except (KeyboardInterrupt, SystemExit):	CODE
HIGH	ee/connectors/utils/worker.py	67	except KeyError:	CODE
HIGH	ee/connectors/utils/worker.py	82	except KeyError:	CODE
HIGH	ee/connectors/utils/worker.py	435	except KeyError:	CODE
HIGH	ee/connectors/utils/worker.py	439	except KeyError:	CODE
HIGH	ee/connectors/utils/worker.py	476	except KeyError:	CODE
HIGH	ee/connectors/db/utils.py	196	except KeyError:	CODE
HIGH	ee/api/chalicelib/core/traces.py	122	except Exception:	CODE
HIGH	api/chalicelib/utils/pg_client.py	52	except Exception:	CODE

Cross-File Repetition10 hits · 50 pts

Severity	File	Snippet	Context
HIGH	ee/recommendation/core/feedback.py	this is a session that can be committed. changes will be reflected in the database.	STRING
HIGH	ee/connectors/utils/pg_client.py	this is a session that can be committed. changes will be reflected in the database.	STRING
HIGH	ee/connectors/db/api.py	this is a session that can be committed. changes will be reflected in the database.	STRING
HIGH	ee/connectors/consumer.py	decode the message key (encoded with little endian)	STRING
HIGH	ee/connectors/consumer_async.py	decode the message key (encoded with little endian)	STRING
HIGH	ee/connectors/main.py	decode the message key (encoded with little endian)	STRING
HIGH	ee/connectors/msgcodec/msgcodec.py	decode the message key (encoded with little endian)	STRING
HIGH	ee/api/chalicelib/core/users.py	select user_id from public.users where user_id = %(userid)s and deleted_at is null and spot_jwt_refresh_jti = %(jwt_jti)	STRING
HIGH	api/chalicelib/core/users.py	select user_id from public.users where user_id = %(userid)s and deleted_at is null and spot_jwt_refresh_jti = %(jwt_jti)	STRING
HIGH	api/chalicelib/core/spot.py	select user_id from public.users where user_id = %(userid)s and deleted_at is null and spot_jwt_refresh_jti = %(jwt_jti)	STRING

Unused Imports49 hits · 49 pts

Severity	File	Line	Context
LOW	ee/recommendation/core/feedback.py	3	CODE
LOW	ee/recommendation/ml_trainer/airflow/dags/db_update.py	2	CODE
LOW	ee/recommendation/ml_trainer/airflow/dags/db_update.py	3	CODE
LOW	ee/recommendation/ml_trainer/airflow/dags/db_update.py	10	CODE
LOW	ee/recommendation/ml_trainer/airflow/dags/db_update.py	11	CODE
LOW	…recommendation/ml_trainer/airflow/dags/training_dag.py	12	CODE
LOW	ee/connectors/handler.py	1	CODE
LOW	ee/connectors/handler.py	4	CODE
LOW	ee/connectors/consumer_pool.py	2	CODE
LOW	ee/connectors/consumer.py	5	CODE
LOW	ee/connectors/msgcodec/msgcodec.py	4	CODE
LOW	ee/connectors/utils/worker.py	20	CODE
LOW	ee/connectors/utils/pg_client.py	2	CODE
LOW	ee/connectors/utils/pg_client.py	4	CODE
LOW	ee/connectors/db/models.py	2	CODE
LOW	ee/connectors/db/models.py	2	CODE
LOW	ee/connectors/db/writer.py	7	CODE
LOW	ee/connectors/db/writer.py	11	CODE
LOW	ee/connectors/db/loaders/redshift_loader.py	1	CODE
LOW	ee/intelligent_search/main.py	1	CODE
LOW	ee/intelligent_search/main.py	1	CODE
LOW	ee/intelligent_search/main.py	2	CODE
LOW	ee/intelligent_search/main.py	8	CODE
LOW	ee/intelligent_search/core/llm_api.py	1	CODE
LOW	ee/intelligent_search/core/llm_api.py	3	CODE
LOW	ee/intelligent_search/utils/parameters.py	2	CODE
LOW	ee/api/routers/scim/providers.py	6	CODE
LOW	ee/api/chalicelib/core/__init__.py	11	CODE
LOW	ee/api/chalicelib/core/alerts/modules/__init__.py	3	CODE
LOW	ee/api/schemas/__init__.py	1	CODE
LOW	ee/api/schemas/__init__.py	2	CODE
LOW	ee/api/schemas/__init__.py	3	CODE
LOW	ee/api/schemas/__init__.py	4	CODE
LOW	ee/api/schemas/__init__.py	5	CODE
LOW	ee/api/schemas/__init__.py	6	CODE
LOW	api/chalicelib/core/user_testing.py	3	CODE
LOW	api/chalicelib/core/collaborations/__init__.py	1	CODE
LOW	api/chalicelib/core/alerts/modules/__init__.py	3	CODE
LOW	…/chalicelib/core/sessions/sessions_devtool/__init__.py	1	CODE
LOW	api/chalicelib/core/errors/__init__.py	5	CODE
LOW	api/chalicelib/core/errors/__init__.py	6	CODE
LOW	api/chalicelib/core/events/__init__.py	3	CODE
LOW	api/chalicelib/core/events/__init__.py	6	CODE
LOW	api/chalicelib/core/events/events_ch.py	6	CODE
LOW	api/chalicelib/core/issues/__init__.py	5	CODE
LOW	api/schemas/__init__.py	1	CODE
LOW	api/schemas/__init__.py	2	CODE
LOW	api/schemas/__init__.py	3	CODE
LOW	api/schemas/__init__.py	4	CODE

Redundant / Tautological Comments27 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	175	# Set it to False, if you want to discover providers whenever 'airflow' is invoked via cli or	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	295	# Set this to True if you want to enable remote logging.	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1031	# Set this to 0 for no limit (not advised)	COMMENT
LOW	ee/recommendation/ml_trainer/airflow/airflow.cfg	1220	# Set this to false to skip verifying SSL certificate of Kubernetes python client.	COMMENT
LOW	ee/api/chalicelib/utils/exp_ch_helper.py	240	# Check if a round-trip through 32-bit float preserves the bit pattern	COMMENT
LOW	scripts/helmcharts/openreplay/files/dbops.sh	8	# Check if the openreplay version is set.	COMMENT
LOW	scripts/helmcharts/openreplay/files/dbops.sh	116	# Check if the openreplay version is set.	COMMENT
LOW	scripts/helmcharts/openreplay/templates/job.yaml	151	# Check if offline migration scripts are already available (from migration image or mounted)	COMMENT
LOW	scripts/helmcharts/openreplay/templates/job.yaml	166	# Check if migration init container already provided files	COMMENT
LOW	scripts/helmcharts/databases/charts/minio/values.yaml	327	## Set this to true in order to add the corresponding annotations for cert-manager	COMMENT
LOW	scripts/helmcharts/databases/charts/minio/values.yaml	348	## Set this to true in order to enable TLS on the ingress record	COMMENT
LOW	…lmcharts/databases/charts/minio/values-production.yaml	325	## Set this to true in order to add the corresponding annotations for cert-manager	COMMENT
LOW	…lmcharts/databases/charts/minio/values-production.yaml	346	## Set this to true in order to enable TLS on the ingress record	COMMENT
LOW	scripts/helmcharts/databases/templates/job.yaml	78	# Check if Clickhouse server is reachable	COMMENT
LOW	scripts/docker-compose/upgrade.sh	6	# Check if the original env file exists and is not empty	COMMENT
LOW	scripts/docker-compose/upgrade.sh	100	# Check if there are versions to migrate	COMMENT
LOW	scripts/dockerfiles/minio/test_minio.sh	10	# Check if MinIO is responding	COMMENT
LOW	scripts/dockerfiles/postgres/18/test_postgres.sh	15	# Check if container is running	COMMENT
LOW	scripts/dockerfiles/postgres/17/test_postgres.sh	15	# Check if container is running	COMMENT
LOW	.github/workflows/pr-env.yaml	139	# Check if the domain has no IP association or if the IPs are different	COMMENT
LOW	.github/workflows/pr-env.yaml	158	# Check if DNS result is empty	COMMENT
LOW	.github/workflows/release-deployment.yaml	50	# Check if service is backend	COMMENT
LOW	.github/workflows/patch-build.yaml	100	# Check if branch exists on remote	COMMENT
LOW	.github/workflows/patch-build-old.yaml	50	# Check if tag has commits not in the branch using git cherry	COMMENT
LOW	.github/workflows/patch-build-old.yaml	186	# Check if service is backend (FOSS)	COMMENT
LOW	.github/workflows/patch-build-old.yaml	191	# Check if service is EE-only backend	COMMENT
LOW	api/chalicelib/utils/exp_ch_helper.py	230	# Check if a round-trip through 32-bit float preserves the bit pattern	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	…/components/shared/SelectDateRange/SelectDateRange.tsx	178	e.target.parentElement.parentElement.classList.contains(	CODE
CRITICAL	…/components/shared/SelectDateRange/SelectDateRange.tsx	304	e.target.parentElement.parentElement.classList.contains(	CODE
CRITICAL	player/src/web/TabManager.ts	347	const twinId = this.lists.lists.resource.list.findIndex(	CODE
CRITICAL	player/src/web/TabManager.ts	351	this.lists.lists.resource.list.splice(twinId, 1);	CODE

Self-Referential Comments7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	ee/recommendation/ml_trainer/airflow/airflow.cfg	649	# Define the color of navigation bar	COMMENT
MEDIUM	tracker/tracker-flutter/openreplay/example/pubspec.yaml	54	# The following section is specific to Flutter packages.	COMMENT
MEDIUM	…helmcharts/openreplay/charts/ingress-nginx/values.yaml	246	## Create the HorizontalPodAutoscaler resource. This can be set to false to manage the HPA externally.	COMMENT
MEDIUM	…pts/helmcharts/databases/charts/postgresql/values.yaml	155	## Create a database	COMMENT
MEDIUM	…rts/databases/charts/postgresql/values-production.yaml	155	## Create a database	COMMENT
MEDIUM	scripts/helmcharts/databases/charts/redis/values.yaml	1010	## Define a disruption budget	COMMENT
MEDIUM	scripts/helmcharts/databases/charts/minio/values.yaml	190	## Define a custom command for the minio container	COMMENT

Slop Phrases7 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	tracker/tracker-flutter/openreplay/example/pubspec.yaml	58	# included with your application, so that you can use the icons in	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	542	# The block is directly forwarded into the deployment, so you can use whatever startupProbes configuration you want.	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	555	# The block is directly forwarded into the deployment, so you can use whatever livenessProbe configuration you want.	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	570	# The block is directly forwarded into the deployment, so you can use whatever readinessProbe configuration you want.	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	1105	# The block is directly forwarded into the deployment, so you can use whatever startupProbes configuration you want.	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	1118	# The block is directly forwarded into the deployment, so you can use whatever livenessProbe configuration you want.	COMMENT
MEDIUM	scripts/helmcharts/toolings/charts/kyverno/values.yaml	1133	# The block is directly forwarded into the deployment, so you can use whatever readinessProbe configuration you want.	COMMENT

Synthetic Comment Markers2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	ee/api/chalicelib/utils/exp_ch_helper.py	90	# AI generated	COMMENT
HIGH	api/chalicelib/utils/exp_ch_helper.py	80	# AI generated	COMMENT

AI Slop Vocabulary5 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	ee/recommendation/ml_trainer/airflow/airflow.cfg	95	# Can be used to de-elevate a sudo user running Airflow when executing tasks	COMMENT
LOW	ee/api/chalicelib/utils/exp_ch_helper.py	164	# If we didn't match above, just return the original type in lowercase	COMMENT
MEDIUM	scripts/docker-compose/upgrade_test.sh	2	# Tests for upgrade.sh — dependency-free bash harness.	COMMENT
MEDIUM	scripts/docker-compose/docker-upgrade_test.sh	2	# Tests for docker-upgrade.sh — dependency-free bash harness.	COMMENT
LOW	api/chalicelib/utils/exp_ch_helper.py	154	# If we didn't match above, just return the original type in lowercase	COMMENT

AI Structural Patterns11 hits · 11 pts

Severity	File	Line	Context
LOW	ee/recommendation/core/user_features.py	86	CODE
LOW	ee/recommendation/core/user_features.py	111	CODE
LOW	ee/recommendation/core/user_features.py	137	CODE
LOW	ee/connectors/fill_from_db.py	50	CODE
LOW	ee/api/routers/core_dynamic.py	270	CODE
LOW	ee/api/routers/scim/api.py	191	CODE
LOW	ee/api/routers/scim/helpers.py	17	CODE
LOW	api/routers/core_dynamic.py	257	CODE
LOW	api/chalicelib/utils/github_client_v3.py	53	CODE
LOW	api/chalicelib/utils/github_client_v3.py	65	CODE
LOW	api/chalicelib/utils/github_client_v3.py	73	CODE

Fake / Example Data8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	frontend/app/mstore/types/widget.ts	88	delete filter['placeholder'];	CODE
LOW	frontend/tests/unit/analyticsStore.test.ts	57	$name: 'John Doe',	CODE
LOW	tracker/tracker-assist/README.md	94	- `agentShortNames`: When `true`, only the first part of an agent's name is shown in the call popup (e.g. `"John Doe"` →	CODE
LOW	…va/com/openreplay/reactnative/RntrackerInputManager.kt	22	@ReactProp(name = "placeholder")	CODE
LOW	tracker/tracker-reactnative/src/index.tsx	114	placeholder?: TextInputProps['placeholder'];	CODE
LOW	tracker/tracker/CHANGELOG.md	235	tracker.analytics.identify('test_user', { email: 'test@test.com', name: 'Openreplino' })	CODE
LOW	tracker/tracker/src/main/utils.ts	93	const TEXT_LABEL_ATTRIBUTES = ['aria-label', 'title', 'alt', 'placeholder']	CODE
LOW	tracker/tracker/src/main/app/observer/observer.ts	501	if (['alt', 'placeholder'].includes(name) && this.app.sanitizer.privateMode) {	CODE

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…/app/components/SmartAlerts/segments/SegmentDrawer.tsx	36	// the capture toggle + agent instructions are agentic — gate behind the flag	COMMENT
MEDIUM	…pp/components/DataManagement/Segments/SegmentsList.tsx	239	// the "Issues Agent" capture column is agentic — hide it behind the flag	COMMENT

Structural Annotation Overuse3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tracker/tracker-reactnative/example/README.md	7	## Step 1: Start the Metro Server	COMMENT
LOW	tracker/tracker-reactnative/example/README.md	21	## Step 2: Start your Application	COMMENT
LOW	tracker/tracker-reactnative/example/README.md	49	## Step 3: Modifying your App	COMMENT

Overly Generic Function Names2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	ee/api/chalicelib/core/telemetry.py	6	def process_data(data):	CODE
LOW	api/chalicelib/core/telemetry.py	6	def process_data(data):	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tracker/tracker/src/main/utils.ts	275	// we need to check if target is crossorigin frame or no and if we can access it	COMMENT

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/pkg/analytics/cards/handlers.go	316	// TODO: implement this	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	scripts/helmcharts/openreplay/templates/job.yaml	152	# ## Usage:	COMMENT

openreplay/openreplay

Open-Source Code Quality, Security and Technical Debt Review