0.3

Adjusted Signal

0.3

Raw Pattern Score

100%

Time Factor

2026-07-29

Last Push

21.8K

Stars

TypeScript

Language

1.8M

Lines of Code

13.9K

Files

407

Pattern Hits

2026-10-31

Scan Date

0.00

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 353 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 46 finding(s).

Agent Over-Engineering Ratio 0.5/100 · LOW

Are wrappers, guards, and repeated structures necessary? 164 finding(s).

PR Review Velocity Impact 1.4/100 · LOW

Which changes need focused human review? 407 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 16MEDIUM 2LOW 385

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 407 distinct pattern matches across 14 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 Identifiers156 hits · 158 pts

Severity	File	Line	Snippet	Context
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	54	export function createIdWithTypeAnnotation(exp: string) {	CODE
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	269	export function getParseResultFromNamespace(	CODE
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	330	export function getTypeFromDynamicJsonAnnotation(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/proto.ts	91	function extractExtensionConfigFromOption(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/proto.ts	179	function getServiceExtensionConfig(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	85	function extractExtensionConfigFromAnnotation(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	171	function getServiceExtensionConfig(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	305	function createAddNamespaceReferValue(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	354	function getAddNamespaceReferValue(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	460	function addNamespaceValueToConstValue(constValue: ConstValue) {	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	546	function convertFunctionDefinition(	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	45	function extractExtensionConfigFromAnnotation(annotation: Annotation) {	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	106	function convertFunctionAnnotations(func: FunctionDefinition) {	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	128	function convertServiceAnnotations(service: ServiceDefinition) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	184	export function filterFieldExtensionConfig(config: ExtensionConfig) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	191	export function filterFunctionExtensionConfig(config: ExtensionConfig) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	198	export function filterServiceExtensionConfig(config: ExtensionConfig) {	CODE
LOW	frontend/config/tailwind-config/src/util.js	31	function generateSemanticVariables(semantics, theme, property) {	CODE
LOW	frontend/config/tailwind-config/src/design-token.ts	19	export function designTokenToTailwindConfig(	CODE
LOW	frontend/config/tailwind-config/src/coze.js	17	function generateSemanticVariables(semantics, theme, property) {	CODE
LOW	…rkspace/project-publish/src/publish-progress/index.tsx	226	function getConnectorsPublishStatus(	CODE
LOW	…publish/src/publish-main/components/connector-card.tsx	63	function getConnectorDisabledConfig({	CODE
LOW	…src/publish-main/hooks/use-product-category-options.ts	26	export function useProductCategoryOptions(entityType: ProductEntityType) {	CODE
LOW	…bot-detail/src/utils/avatar-background-socket/index.ts	229	export function initAvatarBackgroundWebSocket() {	CODE
LOW	…s/src/monetize/monetize-credit-refresh-cycle/index.tsx	54	export function MonetizeCreditRefreshCycle({	CODE
LOW	…/src/search-no-result/card/social-scene-flow/index.tsx	20	export function SocialSceneFlowSearchNoCard({ theme }: COZTheme) {	CODE
LOW	…card/social-scene-flow/SocialSceneFlowNoResultDark.tsx	19	export function SocialSceneFlowNoResultDark(	CODE
LOW	…packages/project-ide/view/src/lumino/dragdrop/index.ts	869	export function findElementBehindBackdrop(	CODE
LOW	…kages/project-ide/view/src/lumino/widgets/dockpanel.ts	1611	export function createSingleDocumentConfig(	CODE
LOW	…/packages/project-ide/view/src/utils/create-portal.tsx	31	function PlaygroundReactLayerPortal(): JSX.Element {	CODE
LOW	…-ide/view/src/components/scroll-bar/lib/class-names.js	42	export function setScrollingClassInstantly(i, x) {	CODE
LOW	…/src/components/testset-select/testset-option-item.tsx	127	export function SelectedTestsetOptionItem({	CODE
LOW	…es/devops/testset-manage/src/hooks/use-check-schema.ts	55	function validateArrayOrObjectSchema(	CODE
LOW	…vops/mockset-manage/src/utils/auto-generate-storage.ts	40	export function getLatestAutoGenerationChoice() {	CODE
LOW	…vops/mockset-manage/src/utils/auto-generate-storage.ts	48	export function setLatestAutoGenerationChoice(	CODE
LOW	…source-tree/src/fixed-layout-editor-provider/index.tsx	35	>(function FixedLayoutEditorProvider(props: FixedLayoutProps, ref) {	CODE
LOW	…nts/resource-tree/src/components/tools/interactive.tsx	47	function handleUpdateMouseScrollDelta(	CODE
LOW	…nts/resource-tree/src/components/tools/interactive.tsx	61	function handleUpdateInteractiveType(interType: InteractiveType) {	CODE
LOW	…ts/resource-tree/src/components/lines-render/utils.tsx	33	export function getBezierVerticalControlPoints(	CODE
LOW	…es/common/biz-components/src/parameters/utils/utils.ts	37	export function findCustomTreeNodeDataResult(	CODE
LOW	…s/custom-tree-node/components/line-component/index.tsx	92	export function HalfBottomRootWithChildren({	CODE
LOW	…mmon/editor-plugins/src/expression/highlight/index.tsx	23	function HighlightExpressionOnActive() {	CODE
LOW	…common/editor-plugins/src/expression/popover/shared.ts	174	function isSkipSelectionChangeUserEvent(tr: Transaction) {	CODE
LOW	…/expression/popover/hooks/use-interpolation-content.ts	25	function getInterpolationContentAtPos(view: EditorView, pos: number) {	CODE
LOW	…ression/popover/hooks/use-character-trigger-context.ts	36	function useCharacterTriggerContext(disableUpdateTrigger?: boolean) {	CODE
LOW	frontend/packages/arch/bot-tea/src/utils.ts	41	export function extractTemplateActionCommonParams(detail?: ProductInfo) {	CODE
LOW	frontend/packages/arch/logger/README.md	206	function ComponentWithErrorHandling() {	CODE
LOW	…ase/database-update/use-reset-select-and-set-fields.ts	20	export function useResetSelectAndSetFields() {	CODE
LOW	…tabase/common/hooks/use-reset-select-and-set-fields.ts	20	export function useResetSelectAndSetFields(name: string) {	CODE
LOW	…lds/condition-field/get-condition-operator-options.tsx	22	export function getConditionOperatorOptions(fieldType?: ViewVariableType) {	CODE
LOW	…common/fields/condition-field/condition-item-field.tsx	101	function useCleanupRightValueOnOperatorChange() {	CODE
LOW	…common/fields/condition-field/condition-item-field.tsx	115	function useClearUpRightValueAndOperatorValueOnLeftChange() {	CODE
LOW	…and-set-fields-field/select-and-set-fields-section.tsx	26	export function SelectAndSetFieldsSection({ children }: PropsWithChildren) {	CODE
LOW	…-set-fields-field/select-and-set-fields-add-button.tsx	24	export function SelectAndSetFieldsAddButton({	CODE
LOW	…t-fields-field/select-and-set-fields-columns-title.tsx	21	export function SelectAndSetFieldsColumnsTitle() {	CODE
LOW	…n/validators/create-select-and-set-fields-validator.ts	21	export function createSelectAndSetFieldsValidator() {	CODE
LOW	…stries/code/validators/create-code-inputs-validator.ts	21	export function createCodeInputsValidator(): { [key: string]: Validate } {	CODE
LOW	…ayground/src/node-registries/http/setters/api/utils.ts	19	export function transJsTypeToViewVariableType(value: unknown) {	CODE
LOW	…ayground/src/node-registries/http/setters/api/utils.ts	32	export function transStringParamsToFormData(params: Record<string, string>) {	CODE
LOW	…e-registries/http/components/variable-support/utils.ts	218	export function isSkipSelectionChangeUserEvent(tr: Transaction) {	CODE
96 more matches not shown…

Over-Commented Block152 hits · 144 pts

Severity	File	Line	Snippet	Context
LOW	docker/docker-compose-debug.yml	121	retries: 10	COMMENT
LOW	docker/docker-compose-debug.yml	141	# bash -c "	COMMENT
LOW	docker/docker-compose-debug.yml	161	# - coze-network	COMMENT
LOW	docker/docker-compose-debug.yml	181	# # Set proper permissions	COMMENT
LOW	docker/docker-compose-debug.yml	201	# sleep 1	COMMENT
LOW	docker/docker-compose-oceanbase_debug.yml	81	- coze-network	COMMENT
LOW	docker/docker-compose-oceanbase_debug.yml	101	# mkdir -p /home/rocketmq/logs/rocketmqlogs	COMMENT
LOW	docker/docker-compose-oceanbase_debug.yml	121	# container_name: coze-rocketmq-broker	COMMENT
LOW	docker/docker-compose-oceanbase_debug.yml	141	# /home/rocketmq/logs/rocketmqlogs/tools_default.log	COMMENT
LOW	docker/docker-compose-oceanbase_debug.yml	161	# if [ "$$broker_ready" = false ]; then	COMMENT
LOW	frontend/infra/idl/idl-parser/__tests__/demo.unify.ts	181	{	COMMENT
LOW	frontend/infra/idl/idl-parser/__tests__/demo.unify.ts	201	// `;	COMMENT
LOW	frontend/config/eslint-config/rules/ts-standard.js	341	'@typescript-eslint/prefer-string-starts-ends-with': 0,	COMMENT
LOW	frontend/config/eslint-config/rules/ts-standard.js	361	// vars: 'all',	COMMENT
LOW	frontend/scripts/post-rush-install.sh	21	# if [ -z "$BUILD_TYPE" ]; then	COMMENT
LOW	frontend/scripts/setup-env.sh	1	#!/usr/bin/env bash	COMMENT
LOW	frontend/scripts/pre-push-hook.sh	1	#!/bin/bash	COMMENT
LOW	…ts/resource-folder/render-components/folder-render.tsx	61	// child => child.type !== ResourceTypeEnum.Folder,	COMMENT
LOW	…urce-folder/render-components/components/memo-text.tsx	21	import {	COMMENT
LOW	…urce-folder/render-components/components/memo-text.tsx	41	// if (status.draft) {	COMMENT
LOW	…urce-folder/render-components/components/memo-text.tsx	61	// }}	COMMENT
LOW	…source-folder/hooks/use-create-edit-resource/index.tsx	201	// if (editResourceRef.current) {	COMMENT
LOW	…ckages/project-ide/view/src/shell/application-shell.ts	521	}	COMMENT
LOW	…ckages/project-ide/view/src/shell/application-shell.ts	541	// selectedTitle = title;	COMMENT
LOW	…ontend/packages/common/uploader-interface/src/index.ts	261	// The URI of the source file in tos, in the format bucket/oid. Consistent with ImageUri for images	COMMENT
LOW	…src/components/common/message-box/message-box-wrap.tsx	241	) : null}	COMMENT
LOW	…at-area/plugin-chat-shortcuts/stories/demo.stories.tsx	21	// // Optional parameter to center the component in the Canvas. More info: https://storybook.js.org/docs/configure/s	COMMENT
LOW	…dit/components-table/component-default-value/index.tsx	81	label: option,	COMMENT
LOW	…dit/components-table/component-default-value/index.tsx	101	// maxSize: FILE_MAX_SIZE,	COMMENT
LOW	…dit/components-table/component-default-value/index.tsx	121	// }}	COMMENT
LOW	…end/packages/workflow/playground/src/index.module.less	41	// .workflow-running {	COMMENT
LOW	…end/packages/workflow/playground/src/index.module.less	61	// line-height: 20px;	COMMENT
LOW	…w/playground/src/node-registries/sub-workflow/types.ts	81	// "name": "obj",	COMMENT
LOW	…tries/common/components/cronjob-select/fix-cronjob.tsx	141	}	COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	21		COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	41	// sub_type: 1,	COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	61	// sub_parameters: [	COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	81	// },	COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	101	// ],	COMMENT
LOW	…rc/nodes-v2/llm/skills/use-query-latest-fc-settings.ts	121	// local_default : '', // default	COMMENT
LOW	…form-extensions/setters/cronjob-select/fix-cronjob.tsx	141	}	COMMENT
LOW	…-extensions/components/setting-on-error/utils/index.ts	61	rs = {};	COMMENT
LOW	…tensions/components/literal-value-input/input-json.tsx	81	onChange?.(e.value);	COMMENT
LOW	…ents/output-tree/components/custom-tree-node/index.tsx	201	// withNameError: Boolean(errorDoms?.length \|\| 0),	COMMENT
LOW	…nd/src/components/workflow-container/index.module.less	61	// display: inline-flex;	COMMENT
LOW	…yground/src/components/test-run/constants/test-form.ts	261	},	COMMENT
LOW	…yground/src/components/test-run/constants/test-form.ts	281	// },	COMMENT
LOW	…nents/test-run/hooks/use-generate-test-form-fields.tsx	421	[StandardNodeType.DatabaseQuery]: generateDatabaseQueryTestRunFormFields,	COMMENT
LOW	…rkflow/render/src/components/lines/fold-line/index.tsx	41	y: to.y,	COMMENT
LOW	…rkflow/render/src/components/lines/fold-line/index.tsx	61	// {points.map((p, i) => (	COMMENT
LOW	…rc/observation-components/common/flamethread/config.ts	41	},	COMMENT
LOW	…ckages/workflow/fabric-canvas/stories/demo.stories.tsx	21	// const Button = () => <div>111</div>;	COMMENT
LOW	…ckages/workflow/fabric-canvas/stories/demo.stories.tsx	41	// </div>	COMMENT
LOW	…c-canvas/src/components/fabric-editor/use-shortcut.tsx	141	// e.preventDefault();	COMMENT
LOW	…e-bot/src/component/bot-debug-button/index.module.less	1	.borderless {	COMMENT
LOW	…/bot-plugin/tools/__tests__/plugin_modal/utils.test.ts	581	const result = isShowDelete(data, targetKey);	COMMENT
LOW	…mons/src/components/diff-node-render/index.module.less	161	// background-color: #E7F0E5 !important;	COMMENT
LOW	…e/entry/src/components/shortcut-skills-modal/index.tsx	221	// // const [visible, setVisible] = useState(	COMMENT
LOW	…e/entry/src/components/shortcut-skills-modal/index.tsx	241	// open,	COMMENT
LOW	…/components/database-table-structure/index.module.less	281	}	COMMENT
92 more matches not shown…

Synthetic Comment Markers11 hits · 70 pts

Severity	File	Line	Snippet	Context
HIGH	…src/save-manager/auto-save/bot-skill/configs/plugin.ts	40	// AI generated animation only takes effect once, deleted when requesting an interface	COMMENT
HIGH	frontend/packages/arch/idl/README.md	196	This package contains auto-generated code from Thrift IDL definitions. The source files are marked with:	CODE
HIGH	frontend/packages/arch/idl/README.md	222	Note: This package contains auto-generated code derived from Thrift IDL definitions. The types and interfaces are au	CODE
HIGH	…d/packages/arch/report-events/src/interaction-event.ts	74	botGetAiGenerateAvatar = 'bot_get_ai_generate_avatar', // AI-generated avatar	CODE
HIGH	frontend/packages/arch/tea-interface/src/events.ts	53	delete_rec_plugin = 'delete_rec_plugin', // Delete AI-generated plugins	CODE
HIGH	frontend/packages/arch/tea-interface/src/events.ts	54	submit_rec_plugin = 'submit_rec_plugin', // Release AI-generated plugins	CODE
HIGH	…/components/test-run/utils/ignore-rehaje-expression.ts	20	* The value generated by ai may contain expressions for {{xxx}} that will hit rehaje	COMMENT
HIGH	…packages/workflow/base/src/types/view-variable-type.ts	174	* This function is generated by GPT	COMMENT
HIGH	…rc/components/chat-background-config-content/index.tsx	85	// Initialize the display in the drag-and-drop box of the graph: AI-generated successful display generated > history s	COMMENT
HIGH	…rc/components/chat-background-config-content/index.tsx	115	// After receiving the AI generated picture successfully, update the picture currently displayed in the crop box.	COMMENT
HIGH	…base/src/components/database-table-structure/index.tsx	159	// TODO put AI generated loading tips into the table	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	…plugin-message-grab/src/services/life-cycle/message.ts	35	this.pluginInstance.pluginBizContext.storeSet.useQuoteStore.getState();	CODE
CRITICAL	…create-from-excel/components/table-structure/index.tsx	120	tableFormRef.current.tableBasicInfoFormRef.current.formApi.getValues();	CODE
CRITICAL	…create-from-excel/components/table-structure/index.tsx	175	tableFormRef.current.tableBasicInfoFormRef.current.formApi.getValues();	CODE
CRITICAL	…create-from-excel/components/table-structure/index.tsx	211	tableFormRef.current.tableBasicInfoFormRef.current.formApi.getValues();	CODE

Fake / Example Data37 hits · 37 pts

Severity	File	Line	Snippet	Context
LOW	…c/publish-main/components/version-desc-input/index.tsx	33	'placeholder' \| 'maxLength' \| 'maxCount' \| 'wrapperClassName' \| 'value'	CODE
LOW	…tores/bot-detail/__tests__/store/collaboration.test.ts	38	draft.committer_name = 'Jane Doe';	CODE
LOW	…tores/bot-detail/__tests__/store/collaboration.test.ts	43	expect(state.committer_name).toBe('Jane Doe');	CODE
LOW	…tores/bot-detail/__tests__/store/collaboration.test.ts	58	committer_name: 'John Doe',	CODE
LOW	…tores/bot-detail/__tests__/store/collaboration.test.ts	77	committer_name: 'John Doe',	CODE
LOW	…ages/studio/components/src/space-form-select/index.tsx	119	\| 'placeholder'	CODE
LOW	…ckages/project-ide/view/src/lumino/virtualdom/index.ts	110	\| 'placeholder'	CODE
LOW	…rc/components/user-info-panel/username-input/index.tsx	33	'prefix' \| 'placeholder' \| 'maxLength' \| 'validateStatus'	CODE
LOW	…-view/__tests__/components/image-render/index.test.tsx	41	<div data-testid="placeholder">{placeholder}</div>	CODE
LOW	…mon/editor-plugins/src/shared/utils/template-parser.ts	350	// Extract the content in the template {#InputSlot placeholder = "placeholder" #} 123 {#/InputSlot #} xxx, all the int	COMMENT
LOW	…ortcut-tool/shortcut-edit/var-query-textarea/index.tsx	42	'maxCount' \| 'rows' \| 'value' \| 'style' \| 'placeholder'	CODE
LOW	…c/nodes-v2/components/value-expression-input/index.tsx	59	\| 'placeholder'	CODE
LOW	…oarding/src/components/onboarding-suggestion/index.tsx	29	'autosize' \| 'rows' \| 'placeholder' \| 'onChange'	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	264	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	291	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	322	"John Doe", 30, "Jane Smith", 25).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	337	Value: "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	354	err = db.Raw("SELECT age, status FROM test_update_table WHERE name = ?", "John Doe").Scan(&result).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	375	"John Doe", 30, "Jane Smith", 25, "Bob Johnson", 40).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	425	"John Doe", 30, "active", 1.1, 89.55554444,	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	510	assert.Equal(t, "John Doe", string(firstRow["name"].([]uint8)))	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	534	"John Doe", 30, "Jane Smith", 25).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	539	Params: []interface{}{[]int{30, 25}, []string{"John Doe", "Jane Smith"}},	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	550	assert.Equal(t, "John Doe", string(firstRow["name"].([]uint8)))	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	565	assert.Equal(t, "John Doe", string(firstRow["name"].([]uint8)))	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	582	"John Doe", 30, "Jane Smith", 25).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	587	Params: []interface{}{30, 25, "John Doe", "Jane Smith"},	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	598	assert.Equal(t, "John Doe", string(firstRow["name"].([]uint8)))	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	624	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	646	"John Doe", "Jane Smith").Scan(&count).Error	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	672	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	726	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	747	"name": "John Doe",	CODE
LOW	backend/infra/rdb/impl/rdb/mysql_test.go	807	"name": "John Doe",	CODE
LOW	backend/application/workflow/chatflow.go	134	"placeholder": "Please enter content.",	CODE
LOW	…d/domain/memory/database/service/database_impl_test.go	320	"name": "John Doe",	CODE
LOW	…d/domain/memory/database/service/database_impl_test.go	353	if record["name"] == "John Doe" && record["score"] == "80.5" {	CODE

Redundant / Tautological Comments18 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	docker/volumes/elasticsearch/setup_es.sh	90	# Check if index template exists	COMMENT
LOW	docker/volumes/elasticsearch/setup_es.sh	101	# Check if successful	COMMENT
LOW	docker/volumes/elasticsearch/setup_es.sh	111	# Check if index exists	COMMENT
LOW	frontend/scripts/pre-push-hook.sh	35	# Check if current origin contains coze-dev/coze-studio	COMMENT
LOW	scripts/setup_fe.sh	17	# Check if Node.js is installed	COMMENT
LOW	scripts/setup_fe.sh	31	# Check if Rush is installed	COMMENT
LOW	scripts/start_fe.sh	12	# Check if dist directory exists and is not empty	COMMENT
LOW	scripts/setup/change_user_password.sh	86	# Check if argon2-cffi is installed	COMMENT
LOW	scripts/setup/change_user_password.sh	107	# Check if MySQL container is running	COMMENT
LOW	scripts/setup/change_user_password.sh	123	# Check if command executed successfully	COMMENT
LOW	scripts/setup/db_migrate_dump.sh	13	# Check if ATLAS_URL is set	COMMENT
LOW	scripts/setup/oceanbase_env.sh	54	# Check if target environment file exists	COMMENT
LOW	scripts/setup/oceanbase_env.sh	63	# Check if already configured for OceanBase	COMMENT
LOW	scripts/setup/db_migrate_apply.sh	17	# Check if ATLAS_URL is set	COMMENT
LOW⚡	scripts/hooks/setup-vscode-settings.sh	43	# Check if settings.json exists	COMMENT
LOW⚡	scripts/hooks/setup-vscode-settings.sh	47	# Check if template file exists	COMMENT
LOW	scripts/hooks/add-license-header.sh	104	# Check if extension is in our list	COMMENT
LOW	scripts/hooks/add-license-header.sh	138	# Check if file already has license header	COMMENT

Magic Placeholder Names5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	…nstallers/rush-commands/src/convert-comments/README.md	47	export OPENAI_API_KEY=your-api-key	CODE
HIGH	…nstallers/rush-commands/src/convert-comments/README.md	50	ai-translate --root ./src --openai-key your-api-key	CODE
HIGH	…lers/rush-commands/src/convert-comments/cli/command.ts	87	ai-translate --root ./src --access-key-id <YOUR_KEY_ID> --secret-access-key <YOUR_SECRET>	CODE
HIGH	helm/charts/opencoze/values.yaml	115	OPENAI_EMBEDDING_API_KEY: "your_api_key"	CODE
HIGH	helm/charts/opencoze/values.yaml	126	BUILTIN_CM_OPENAI_API_KEY: "your_api_key"	CODE

Verbosity Indicators6 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	…tests__/components/renders/edit-header-render.test.tsx	249	// So we need to check if tooltip and error-icon exist in the document	COMMENT
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	78	// Step 1: Generate JSON	COMMENT
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	91	// Step 2: Generate JSON for encapsulated nodes	COMMENT
LOW⚡	…capsulate/src/generate/encapsulate-generate-service.ts	110	// Step 3: Connect the start end to the encapsulation node	COMMENT
LOW⚡	…capsulate/src/generate/encapsulate-generate-service.ts	117	// Step 4: Update the start end position	COMMENT
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	133	// Step 5: Update variable reference relationships	COMMENT

Structural Annotation Overuse5 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	78	// Step 1: Generate JSON	COMMENT
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	91	// Step 2: Generate JSON for encapsulated nodes	COMMENT
LOW⚡	…capsulate/src/generate/encapsulate-generate-service.ts	110	// Step 3: Connect the start end to the encapsulation node	COMMENT
LOW⚡	…capsulate/src/generate/encapsulate-generate-service.ts	117	// Step 4: Update the start end position	COMMENT
LOW	…capsulate/src/generate/encapsulate-generate-service.ts	133	// Step 5: Update variable reference relationships	COMMENT

Excessive Try-Catch Wrapping7 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	…ckend/infra/document/parser/impl/builtin/parse_docx.py	47	except Exception as e:	CODE
LOW	…ckend/infra/document/parser/impl/builtin/parse_docx.py	168	except Exception as e:	CODE
LOW	backend/infra/document/parser/impl/builtin/parse_pdf.py	99	except Exception as err:	CODE
LOW	backend/infra/document/parser/impl/builtin/parse_pdf.py	148	except Exception as e:	CODE
LOW	backend/infra/coderunner/impl/direct/runner.go	47	except Exception as e:	CODE
LOW	backend/infra/coderunner/impl/script/sandbox.py	184	except Exception as e:	CODE
LOW	backend/infra/coderunner/impl/script/sandbox.py	210	except Exception as e:	STRING

Self-Referential Comments1 hit · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	scripts/hooks/setup-vscode-settings.sh	55	# Create a minimal settings.json if template doesn't exist	COMMENT

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	…s/src/validators/__tests__/node-meta-validator.test.ts	153	// This test is to ensure getNodeTitle mock is robust or to highlight if it needs adjustment	COMMENT

Deep Nesting3 hits · 3 pts

Severity	File	Line	Context
LOW	…ckend/infra/document/parser/impl/builtin/parse_docx.py	31	CODE
LOW	…ckend/infra/document/parser/impl/builtin/parse_docx.py	99	CODE
LOW	backend/infra/document/parser/impl/builtin/parse_pdf.py	43	CODE

Modern Structural Boilerplate1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	…ckend/infra/document/parser/impl/builtin/parse_docx.py	18	logger = logging.getLogger(__name__)	CODE

coze-dev/coze-studio

Open-Source Code Quality, Security and Technical Debt Review