0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

9.4K

Stars

TypeScript

Language

533.3K

Lines of Code

3.8K

Files

217

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 1.4/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 121 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.6/100 · LOW

Are imports declared and package/API names verified? 68 finding(s).

Agent Over-Engineering Ratio 1.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 74 finding(s).

PR Review Velocity Impact 4.1/100 · LOW

Which changes need focused human review? 217 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 9HIGH 22MEDIUM 17LOW 169

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 217 distinct pattern matches across 19 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.

Hallucination Indicators9 hits · 90 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/stacktraces/stacktraces_test.go	42	{language: ".NET Azure Functions", stacktrace: "System.NullReferenceException: Object reference not set to an instance	CODE
CRITICAL	backend/stacktraces/test-files/main.8344d167.chunk.js	1	(this["webpackJsonpfrontend-ts"]=this["webpackJsonpfrontend-ts"]\|\|[]).push([[0],{108:function(e,t,n){e.exports={header:"	CODE
CRITICAL	…app/(route-group-test)/[slug]/page-router-edge-test.js	1	(self.webpackChunk_N_E=self.webpackChunk_N_E\|\|[]).push([[747],{3975:(e,t,r)=>{"use strict";let n,o,i;r.r(t),r.d(t,{defau	CODE
CRITICAL	…app/(route-group-test)/[slug]/page-router-edge-test.js	20	Double check that your exporter URL is correct and the endpoint is valid.`)});return this._sendingPromises.push(s),s}shu	CODE
CRITICAL	…on/src/main/java/io/highlight/sdk/common/Severity.java	302	return io.opentelemetry.api.logs.Severity.values()[this.id];	CODE
CRITICAL	__generated/rr/rrweb/rr.js	16267	const firstMeta = this.service.state.context.events.find(	CODE
CRITICAL	__generated/rr/rrweb/rr.js	16270	const firstFullsnapshot = this.service.state.context.events.find(	CODE
CRITICAL	__generated/rr/rrweb/rr.js	16297	if (this.service.state.context.events.find(indicatesTouchDevice)) {	CODE
CRITICAL	__generated/rr/rrweb/rr.js	16352	...this.service.state.context.events.filter(	CODE

Empty Error Handlers13 hits · 65 pts

Severity	File	Line	Snippet	Context
HIGH	sdk/highlight-py/highlight_io/sdk.py	402	except ValueError:	CODE
HIGH	sdk/highlight-py/highlight_io/sdk.py	613	except:	CODE
HIGH	sdk/highlight-py/highlight_io/sdk.py	205	except (AttributeError, KeyError, ValueError):	CODE
HIGH	sdk/highlight-py/highlight_io/integrations/django.py	36	except (KeyError, ValueError):	CODE
HIGH	…k/highlight-py/highlight_io/integrations/serverless.py	20	except ValueError:	CODE
HIGH	sdk/highlight-py/highlight_io/integrations/fastapi.py	19	except (AttributeError, KeyError, ValueError):	CODE
HIGH	sdk/highlight-py/highlight_io/integrations/flask.py	36	except (KeyError, ValueError):	CODE
HIGH	scripts/scrape_icons.py	63	except FileExistsError:	CODE
HIGH	e2e/python/highlight_azure/HttpTrigger/__init__.py	41	except ValueError:	CODE
HIGH	e2e/python/highlight_loguru/main.py	37	except Exception:	CODE
HIGH	e2e/tests/src/conftest.py	38	except subprocess.CalledProcessError:	CODE
HIGH	e2e/tests/src/app_runner.py	58	except requests.RequestException:	CODE
HIGH	e2e/tests/src/app_runner.py	152	except requests.RequestException:	CODE

Over-Commented Block44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	cypress/support/commands.js	1	// ***********************************************	COMMENT
LOW	cypress/support/commands.js	21	// Cypress.Commands.add('dismiss', { prevSubject: 'optional'}, (subject, options) => { ... })	COMMENT
LOW	cypress/support/e2e.js	1	// ***********************************************************	COMMENT
LOW	frontend/src/setupTests.ts	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	frontend/src/components/LaunchDarkly/FeatureFlag.tsx	21	// Boolean Usage:	COMMENT
LOW	…app/(route-group-test)/[slug]/page-router-edge-test.js	21	//# sourceMappingURL=page-router-edge-test.js.map	COMMENT
LOW	backend/public-graph/graph/model/models_gen.go	61	Message *MatchConfig `json:"message,omitempty"`	COMMENT
LOW	backend/store/client_sampling_configuration.go	21	// "key": {	COMMENT
LOW	highlight.io/next-env.d.ts	1	/// <reference types="next" />	COMMENT
LOW	…lightinc-highlight-datasource/pkg/plugin/datasource.go	61	// Datasource is an example datasource which can respond to data queries, reports	COMMENT
LOW	packages/ui/src/setupTests.ts	1	// jest-dom adds custom jest matchers for asserting on DOM nodes.	COMMENT
LOW	.github/workflows/codeql.yml	1	# For most projects, this workflow file will not need changing; you simply need	COMMENT
LOW	e2e/dotnet4/cs/Properties/AssemblyInfo.cs	21		COMMENT
LOW	e2e/remix/remix.env.d.ts	1	/// <reference types="@remix-run/dev" />	COMMENT
LOW	e2e/ruby/rails/demo/app/assets/config/manifest.js	1	//= link_tree ../images	COMMENT
LOW	e2e/ruby/rails/demo/config/storage.yml	1	test:	COMMENT
LOW	e2e/ruby/rails/demo/config/storage.yml	21	# bucket: your_own_bucket-<%= Rails.env %>	COMMENT
LOW	e2e/ruby/rails/demo/config/puma.rb	1	# frozen_string_literal: true	COMMENT
LOW	e2e/ruby/rails/demo/config/puma.rb	21		COMMENT
LOW	e2e/ruby/rails/demo/config/locales/en.yml	1	# Files in the config/locales directory are used for internationalization	COMMENT
LOW	e2e/ruby/rails/demo/config/locales/en.yml	21	#	COMMENT
LOW	e2e/ruby/rails/demo/config/environments/production.rb	21	# Ensures that a master key has been made available in either ENV["RAILS_MASTER_KEY"]	COMMENT
LOW	e2e/ruby/rails/demo/config/environments/production.rb	41		COMMENT
LOW	e2e/ruby/rails/demo/config/environments/production.rb	61	# config.cache_store = :mem_cache_store	COMMENT
LOW	e2e/ruby/rails/demo/config/environments/development.rb	61	# Suppress logger output for asset requests.	COMMENT
LOW	e2e/ruby/rails/demo/config/initializers/assets.rb	1	# frozen_string_literal: true	COMMENT
LOW	…y/rails/demo/config/initializers/permissions_policy.rb	1	# frozen_string_literal: true	COMMENT
LOW	…ls/demo/config/initializers/content_security_policy.rb	1	# frozen_string_literal: true	COMMENT
LOW	…ls/demo/config/initializers/content_security_policy.rb	21	# # Generate session nonces for permitted importmap and inline scripts	COMMENT
LOW	e2e/ruby/rails/demo/config/initializers/inflections.rb	1	# frozen_string_literal: true	COMMENT
LOW	e2e/ruby/rails/demo/db/schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
LOW	e2e/ruby/rails/demo/db/seeds.rb	1	# frozen_string_literal: true	COMMENT
LOW	…nly/test/channels/application_cable/connection_test.rb	1	require "test_helper"	COMMENT
LOW	e2e/ruby/rails/api-only/config/storage.yml	1	test:	COMMENT
LOW	e2e/ruby/rails/api-only/config/storage.yml	21	# bucket: your_own_bucket-<%= Rails.env %>	COMMENT
LOW	e2e/ruby/rails/api-only/config/puma.rb	1	# Puma can serve each request in a thread from an internal thread pool.	COMMENT
LOW	e2e/ruby/rails/api-only/config/puma.rb	21	#	COMMENT
LOW	e2e/ruby/rails/api-only/config/locales/en.yml	1	# Files in the config/locales directory are used for internationalization	COMMENT
LOW	e2e/ruby/rails/api-only/config/locales/en.yml	21	#	COMMENT
LOW	…/ruby/rails/api-only/config/environments/production.rb	21		COMMENT
LOW	…/ruby/rails/api-only/config/environments/production.rb	41	# Force all access to the app over SSL, use Strict-Transport-Security, and use secure cookies.	COMMENT
LOW	…ruby/rails/api-only/config/initializers/inflections.rb	1	# Be sure to restart your server when you modify this file.	COMMENT
LOW	e2e/ruby/rails/api-only/config/initializers/cors.rb	1	# Be sure to restart your server when you modify this file.	COMMENT
LOW	e2e/ruby/rails/api-only/db/seeds.rb	1	# This file should contain all the record creation needed to seed the database with its default values.	COMMENT

Hyper-Verbose Identifiers44 hits · 44 pts

Severity	File	Line	Snippet	Context
LOW	frontend/src/util/error.ts	3	export function deserializeErrorIdentifier(param: string) {	CODE
LOW	frontend/src/util/time.ts	3	export function MillisToMinutesAndSeconds(millis: number) {	CODE
LOW	frontend/src/util/time.ts	9	export function MillisToMinutesAndSecondsVerbose(millis: number) {	CODE
LOW	frontend/src/components/Comment/utils/utils.ts	46	export function filterMentionedSlackUsers(	CODE
LOW	…nd/src/components/Header/InkeepChatSupportMenuItem.tsx	13	function InkeepChatSupportMenuItem() {	CODE
LOW	frontend/src/static/HighlightLogoWithNoBackground.tsx	3	function SvgHighlightLogoWithNoBackground(	CODE
LOW	frontend/src/static/SvgGraphingHovercardTable.tsx	1	function SvgGraphingHovercardTable() {	CODE
LOW	…elineIndicatorsBarGraph/TimelineIndicatorsBarGraph.tsx	1297	function buildViewportEventBuckets(	CODE
LOW	bin/generate-content-report.ts	23	function extractFrontmatterFromMarkdownFiles(	CODE
LOW	backend/stacktraces/test-files/lodash.js	5393	function createRelationalOperation(operator) {	CODE
LOW	…t.io/components/common/CalendlyModal/CalendlyModal.tsx	113	export function EnterpriseSelfHostCalendlyComponent({	CODE
LOW	highlight.io/pages/docs/[[...doc]].tsx	362	function getFilteredQuickStartContent(	CODE
LOW	sdk/highlight-cloudflare/src/sdk.ts	332	function extractIncomingHttpHeaders(headers?: Headers): Record<string, string> {	CODE
LOW	sdk/highlight-run/src/environments/electron.ts	4	export default function configureElectronHighlight(window: any) {	CODE
LOW	…k/highlight-run/src/integrations/launchdarkly/index.ts	54	export function setupLaunchDarklyIntegration(	CODE
LOW	sdk/highlight-run/src/client/otel/user-interaction.ts	19	function defaultShouldPreventSpanCreation() {	CODE
LOW	sdk/highlight-run/src/client/otel/user-interaction.ts	384	return function removeEventListenerPatched(	CODE
LOW	sdk/highlight-next/src/ssr.tsx	15	export function getHighlightErrorInitialProps({	CODE
LOW	sdk/highlight-next/src/ssr.tsx	28	export function pageRouterCustomErrorHandler(	CODE
LOW	sdk/highlight-py/highlight_io/integrations/__init__.py	13	def instrumentation_dependencies(self) -> Collection[str]:	CODE
LOW	sdk/highlight-py/tests/test_loguru.py	40	def test_loguru_session_request(mocker):	CODE
LOW	sdk/highlight-py/tests/test_sdk.py	81	def test_trace_non_recording_span(mocker, mock_otlp):	CODE
LOW	sdk/highlight-node/src/handlers.ts	183	export function firebaseHttpFunctionHandler(	CODE
LOW	sdk/highlight-node/src/handlers.ts	202	export function firebaseCallableFunctionHandler(	CODE
LOW	sdk/highlight-node/src/client.ts	491	function extractIncomingHttpHeaders(headers?: any): IncomingHttpHeaders {	CODE
LOW	sdk/highlight-react/src/components/ErrorBoundary.tsx	194	function captureReactErrorBoundaryError(	CODE
LOW	sdk/highlight-react/src/components/ErrorBoundary.tsx	214	function getComponentNameFromStack(componentStack: string): string \| undefined {	CODE
LOW	e2e/python/highlight_script/thread.py	11	def propagate_otel_context_thread(ctx: Context, fn: Callable):	CODE
LOW	e2e/tests/src/test_oauth_graphql.py	18	def test_make_request_with_oauth(oauth_api):	STRING
LOW	e2e/tests/src/test_cypress.py	43	def test_cypress_session_attributes(oauth_api):	CODE
LOW	__generated/rr/rrweb/rr.js	203	function fixBrowserCompatibilityIssuesInCSS(cssText) {	CODE
LOW	__generated/rr/rrweb/rr.js	606	function shouldObfuscateTextByDefault(text) {	CODE
LOW	__generated/rr/rrweb/rr.js	9911	function diffBeforeUpdatingChildren(oldTree, newTree, replayer, rrnodeMirror) {	CODE
LOW	__generated/rr/rrweb/rr.js	9974	function diffAfterUpdatingChildren(oldTree, newTree, replayer) {	CODE
LOW	__generated/rr/rrweb/rr.js	11986	function initMouseInteractionObserver({	CODE
LOW	__generated/rr/rrweb/rr.js	12117	function initViewportResizeObserver({ viewportResizeCb }, { win }) {	CODE
LOW	__generated/rr/rrweb/rr.js	12265	function getNestedCSSRulePositions(rule2) {	CODE
LOW	__generated/rr/rrweb/rr.js	12486	function initAdoptedStyleSheetObserver({	CODE
LOW	__generated/rr/rrweb/rr.js	12532	function initStyleDeclarationObserver({	CODE
LOW	__generated/rr/rrweb/rr.js	12603	function initMediaInteractionObserver({	CODE
LOW	__generated/rr/rrweb/rr.js	12715	function initCustomElementObserver({	CODE
LOW	__generated/rr/rrweb/rr.js	12903	function canMonkeyPatchNestedCSSRule(prop) {	CODE
LOW	__generated/rr/rrweb/rr.js	13517	function initCanvasContextObserver(win, blockClass, blockSelector, setPreserveDrawingBufferToTrue) {	CODE
LOW	__generated/rr/rrweb/rr.js	13614	function initCanvasWebGLMutationObserver(cb, win, blockClass, blockSelector) {	CODE

Self-Referential Comments11 hits · 33 pts

Severity	File	Line	Snippet	Context
MEDIUM	…o/components/QuickstartContent/logging/python/otel.tsx	35	# Define the service name and environment	COMMENT
MEDIUM	…o/components/QuickstartContent/logging/python/otel.tsx	86	# Define the service name and environment	COMMENT
MEDIUM	…o/components/QuickstartContent/logging/python/otel.tsx	91	# Create a resource with service name and highlight project ID	COMMENT
MEDIUM	…o/components/QuickstartContent/logging/python/otel.tsx	137	# Create a meter	COMMENT
MEDIUM	…o/components/QuickstartContent/logging/python/otel.tsx	140	# Create a counter	COMMENT
MEDIUM	e2e/python/highlight_kafka/kafka.py	23	# Create the Producer instance	COMMENT
MEDIUM	e2e/aws-lambda/.aws-sam/build.toml	1	# This file is auto generated by SAM CLI build command	COMMENT
MEDIUM	…y/rails/demo/config/initializers/permissions_policy.rb	3	# Define an application-wide HTTP permissions policy. For further	COMMENT
MEDIUM	…ls/demo/config/initializers/content_security_policy.rb	5	# Define an application-wide content security policy.	COMMENT
MEDIUM	e2e/ruby/rails/demo/db/schema.rb	1	# This file is auto-generated from the current state of the database. Instead	COMMENT
MEDIUM	e2e/ruby/rails/demo/db/schema.rb	5	# This file is the source Rails uses to define your schema when running `bin/rails	COMMENT

Fake / Example Data29 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW	backend/clickhouse/traces.go	392	allAttributes[HttpResponseBodyKey] = "placeholder"	CODE
LOW	backend/clickhouse/traces.go	395	allAttributes[HttpRequestBodyKey] = "placeholder"	CODE
LOW	backend/queryparser/queryparser_test.go	11	Attributes: map[string][]string{"email": {"foo@bar.com"}},	CODE
LOW	backend/queryparser/queryparser_test.go	32	Attributes: map[string][]string{"email": {"foo@bar.com", "baz@buzz.com"}},	CODE
LOW	backend/queryparser/queryparser_test.go	39	Attributes: map[string][]string{"email": {"foo@bar.com"}, "service": {"image-processor"}},	CODE
LOW	backend/queryparser/queryparser_test.go	93	Attributes: map[string][]string{"email": {"foo@bar.com", "baz@buzz.com"}, "service": {"image-processor"}},	CODE
LOW	backend/queryparser/queryparser.go	17	// Attributes -> map[string][]string{"email": {"foo@bar.com", "baz@buzz.com"}, "service": {"image-processor"}}	COMMENT
LOW	backend/stacktraces/test-files/lodash.min.js	2	}return i.delete(n),i.delete(t),v}function bi(n){return Us(Ji(n,X,go),n+"")}function wi(n){return we(n,Za,zs)}function m	CODE
LOW	backend/stacktraces/test-files/lodash.js	5947	var object = hasOwnProperty.call(lodash, 'placeholder') ? lodash : func;	CODE
LOW	backend/private-graph/graph/resolver_test.go	108	adminEmail: "foo@bar.com",	CODE
LOW	backend/private-graph/graph/resolver_test.go	109	inviteEmail: "foo@bar.com",	CODE
LOW	backend/private-graph/graph/resolver_test.go	179	currentAdminEmail: "foo@bar.com",	CODE
LOW	backend/private-graph/graph/resolver_test.go	282	currentAdminEmail: "foo@bar.com",	CODE
LOW	backend/private-graph/graph/resolver_test.go	1040	{1, w1.ID, "admin@example.com", "ADMIN"},	CODE
LOW	backend/private-graph/graph/resolver_test.go	1070	assert.Equal(t, addrs[0].Email, "admin@example.com")	CODE
LOW⚡	…egies-to-monitor-the-health-of-your-web-application.md	146	name: "John Doe",	CODE
LOW⚡	…egies-to-monitor-the-health-of-your-web-application.md	154	expect(getByText("John Doe")).toBeInTheDocument();	CODE
LOW⚡	…egies-to-monitor-the-health-of-your-web-application.md	159	expect(queryByText("John Doe")).toBeNull();	CODE
LOW	packages/ui/src/components/Heading/Heading.stories.tsx	30	Lorem, ipsum dolor sit amet consectetur adipisicing elit. Esse,	CODE
LOW	packages/ui/src/components/Heading/Heading.stories.tsx	41	Lorem, ipsum dolor sit amet consectetur adipisicing elit. Esse,	CODE
LOW	packages/ui/src/components/Heading/Heading.stories.tsx	52	Lorem, ipsum dolor sit amet consectetur adipisicing elit. Esse,	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	82	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	82	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	94	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	94	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	106	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Text/Text.stories.tsx	106	Lorem ipsum dolor sit amet consectetur, adipisicing elit.	CODE
LOW	packages/ui/src/components/Modal/Modal.stories.tsx	24	Lorem ipsum, dolor sit amet consectetur adipisicing elit.	CODE
LOW	packages/ui/src/components/Modal/Modal.stories.tsx	24	Lorem ipsum, dolor sit amet consectetur adipisicing elit.	CODE

Unused Imports24 hits · 24 pts

Severity	File	Line	Context
LOW	sdk/highlight-py/highlight_io/__init__.py	1	CODE
LOW	sdk/highlight-py/highlight_io/__init__.py	1	CODE
LOW	sdk/highlight-py/highlight_io/integrations/django.py	7	CODE
LOW	sdk/highlight-py/highlight_io/integrations/django.py	8	CODE
LOW	sdk/highlight-py/highlight_io/integrations/django.py	13	CODE
LOW	sdk/highlight-py/highlight_io/integrations/django.py	15	CODE
LOW	sdk/highlight-py/highlight_io/integrations/flask.py	9	CODE
LOW	sdk/highlight-py/highlight_io/integrations/flask.py	15	CODE
LOW	sdk/highlight-py/highlight_io/integrations/aws.py	1	CODE
LOW	sdk/highlight-py/tests/test_fastapi.py	1	CODE
LOW	sdk/highlight-py/tests/test_fastapi.py	4	CODE
LOW	sdk/highlight-py/tests/test_sdk.py	2	CODE
LOW	sdk/highlight-py/tests/test_sdk.py	82	CODE
LOW	scripts/load_kafka_message.py	2	CODE
LOW	e2e/python/highlight_django/polls/models.py	1	CODE
LOW	e2e/python/highlight_django/polls/admin.py	1	CODE
LOW	e2e/python/highlight_django/polls/tests.py	1	CODE
LOW	e2e/python/highlight_fastapi/logger.py	7	CODE
LOW	e2e/python/highlight_fastapi/main_2.py	2	CODE
LOW	e2e/python/highlight_loguru/main.py	2	CODE
LOW	e2e/python/highlight_loguru/main.py	4	CODE
LOW	e2e/python/highlight_loguru/main.py	5	CODE
LOW	e2e/tests/src/fetch_session_events.py	15	CODE
LOW	e2e/tests/src/test_cypress.py	2	CODE

Magic Placeholder Names4 hits · 20 pts

Severity	File	Line	Snippet	Context
HIGH	highlight.io/components/Home/SnippetTab/SnippetTab.tsx	67	H.init('your-api-key');	CODE
HIGH	highlight.io/components/Home/SnippetTab/SnippetTab.tsx	95	H.init('your-api-key', {	CODE
HIGH	highlight.io/components/Home/SnippetTab/SnippetTab.tsx	119	H.init('your-api-key');	CODE
HIGH	highlight.io/components/Home/SnippetTab/SnippetTab.tsx	146	window.H.init("your-api-key")	CODE

Cross-File Repetition3 hits · 15 pts

Severity	File	Snippet	Context
HIGH	sdk/highlight-py/highlight_io/integrations/azure.py	decorator for serverless request handlers. extracts the request context to associate the request in google cloud functio	STRING
HIGH	sdk/highlight-py/highlight_io/integrations/aws.py	decorator for serverless request handlers. extracts the request context to associate the request in google cloud functio	STRING
HIGH	sdk/highlight-py/highlight_io/integrations/gcp.py	decorator for serverless request handlers. extracts the request context to associate the request in google cloud functio	STRING

Slop Phrases5 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	…o/components/QuickstartContent/server/python/flask.tsx	49	# make sure to report the error to highlight to capture it	COMMENT
MEDIUM	….io/components/QuickstartContent/server/ruby/rails.tsx	51	# you can replace the Rails.logger with Highlight's	COMMENT
LOW	…/components/QuickstartContent/backend/python/flask.tsx	48	# make sure to report the error to highlight to capture it	COMMENT
MEDIUM	…io/components/QuickstartContent/logging/ruby/rails.tsx	22	# you can replace the Rails.logger with Highlight's	COMMENT
MEDIUM	.github/workflows/codeql.yml	62	# If you are analyzing a compiled language, you can modify the 'build-mode' for that language to customi	COMMENT

Excessive Try-Catch Wrapping11 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	docker/frontend-entrypoint.py	37	except Exception as e:	CODE
LOW	docker/frontend-entrypoint.py	49	except Exception as e:	CODE
LOW	sdk/highlight-py/highlight_io/sdk.py	355	except Exception as e:	CODE
LOW	sdk/highlight-py/highlight_io/sdk.py	447	except Exception as e:	STRING
MEDIUM	sdk/highlight-py/highlight_io/sdk.py	442	def my_fn():	CODE
LOW	…al/4_company/open-source/contributing/adding-an-sdk.md	115	except Exception as e:	CODE
LOW	docs-content/sdk/python.md	133	except Exception as e:	CODE
LOW	e2e/python/highlight_loguru/main.py	37	except Exception:	CODE
LOW	e2e/tests/src/util.py	42	except Exception as e:	CODE
LOW	e2e/tests/src/util.py	48	except Exception as e:	CODE
LOW	e2e/tests/src/test_oauth_graphql.py	39	except Exception as e:	STRING

Cross-Language Confusion (JS/TS)2 hits · 10 pts

Severity	File	Line	Snippet	Context
HIGH	…mponents/QuickstartContent/traces/python/python-ai.tsx	109	print(complete("What is the capital of the United States?"))	CODE
HIGH	…mponents/QuickstartContent/server/python/python-ai.tsx	111	print(complete("What is the capital of the United States?"))	CODE

Deep Nesting9 hits · 9 pts

Severity	File	Line	Context
LOW	sdk/highlight-py/highlight_io/sdk.py	580	CODE
LOW	sdk/highlight-py/highlight_io/integrations/fastapi.py	11	CODE
LOW	scripts/remove_uncompressed.py	126	CODE
LOW	scripts/compare_stripe.py	9	CODE
LOW	scripts/scrape_icons.py	40	CODE
LOW	scripts/read_session_metadata.py	15	CODE
LOW	e2e/tests/src/util.py	9	CODE
LOW	e2e/tests/src/app_runner.py	42	CODE
LOW	e2e/tests/src/app_runner.py	80	CODE

AI Slop Vocabulary2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/stacktraces/test-files/reflame.js	1	import{a as Za}from"./WH4CWEPE.js";import{c as Gt}from"./2JH4WAP4.js";var ju=Gt(L=>{"use strict";function gl(e,n){var t=	CODE
MEDIUM	backend/stacktraces/test-files/reflame.js	1	import{a as Za}from"./WH4CWEPE.js";import{c as Gt}from"./2JH4WAP4.js";var ju=Gt(L=>{"use strict";function gl(e,n){var t=	CODE

Redundant / Tautological Comments2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW	e2e/ruby/rails/demo/config/environments/production.rb	70	# Set this to true and configure the email server for immediate delivery to raise delivery errors.	COMMENT
LOW	…/ruby/rails/api-only/config/environments/production.rb	61	# Set this to true and configure the email server for immediate delivery to raise delivery errors.	COMMENT

AI Structural Patterns2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	sdk/highlight-py/highlight_io/sdk.py	113		CODE
LOW	e2e/python/highlight_fastapi/main.py	137		CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	backend/public-graph/graph/resolver.go	3051	// `ProcessPayload` is run on chunks of a session so we need to check if we've seen any errors	COMMENT

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	sdk/highlight-py/highlight_io/__init__.py	3	__all__ = ["H", "integrations", "trace"]	CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	e2e/remix/app/entry.server.tsx	46	export default function handleRequest(	CODE

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Open-Source Code Quality, Security and Technical Debt Review