0.4

Adjusted Signal

0.4

Raw Pattern Score

100%

Time Factor

2026-10-30

Last Push

5.8K

Stars

Language

1.8M

Lines of Code

5.0K

Files

422

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 1.2/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 363 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.5/100 · LOW

Are imports declared and package/API names verified? 55 finding(s).

Agent Over-Engineering Ratio 0.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 102 finding(s).

PR Review Velocity Impact 1.6/100 · LOW

Which changes need focused human review? 422 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 1HIGH 27MEDIUM 10LOW 384

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 422 distinct pattern matches across 15 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Over-Commented Block197 hits · 197 pts

Severity	File	Line	Snippet	Context
LOW	frontend/infra/idl/idl-parser/__tests__/demo.unify.ts	141	// FooSub.NumFoo k2 = 2;	COMMENT
LOW	frontend/infra/idl/idl-parser/__tests__/demo.unify.ts	181	// syntax = "proto3";	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	…ontend/packages/loop-modules/evaluate/src/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…loop-modules/evaluate/src/utils/experiment/constant.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…aluate/src/pages/evaluator/evaluator-template/index.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…odules/evaluate/src/pages/experiment/contrast/utils.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…ules/evaluate/src/pages/experiment/contrast/service.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…nt/contrast/components/contrast-table/table-header.tsx	141	newColumns.push(	COMMENT
LOW	…riment/contrast/components/experiment-result/index.tsx	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…periment/contrast/components/contrast-header/index.tsx	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…/contrast/components/add-contrast-experiment/index.tsx	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…nts/src/prompt-editor/widgets/modal-variable/index.tsx	41		COMMENT
LOW	…s/loop-components/evaluate-components/src/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…onents/src/components/dataset-list/use-filter-store.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…tem/multipart/components/text-item-readonly-render.tsx	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…ponents/prompt-editor/widgets/modal-variable/index.tsx	41	regexp: regex,	COMMENT
LOW	…vation-components/src/features/trace-data/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…race-data/span-definition/query-span/index.module.less	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…race-data/span-definition/user-input/index.module.less	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…loop-components/observation-adapter/src/hooks/index.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…tag-components/src/hooks/use-fetch-trace-annotation.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	frontend/packages/loop-base/bot-env/src/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	frontend/packages/loop-base/bot-flags/src/global.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	frontend/packages/loop-base/logger/src/global.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…/loop-base/components/src/logic-editor/logic-types.tsx	261	// setter: StringSetter,	COMMENT
LOW	…src/semi-schema-form/components/tmpls/object-field.tsx	41	formData,	COMMENT
LOW	…/src/semi-schema-form/components/tmpls/array-field.tsx	41	// required,	COMMENT
LOW	…packages/loop-base/bot-md-box-adapter/src/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	frontend/packages/loop-base/guard/src/typings.d.ts	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	frontend/packages/loop-base/i18n/src/locale-types.ts	721		COMMENT
LOW	…se/deployment/helm-chart/umbrella/conf/evaluation.yaml	1	# 评测记录大对象存储配置：200KB 以下 RDS，200KB 以上 S3	COMMENT
LOW	release/deployment/docker-compose/conf/evaluation.yaml	1	# 评测记录大对象存储配置：200KB 以下 RDS，200KB 以上 S3	COMMENT
LOW	…/api/handler/coze/loop/apis/experiment_service_test.go	141	description: "测试UpdateExperimentTemplateMeta有效请求",	COMMENT
LOW	…/api/handler/coze/loop/apis/experiment_service_test.go	161	// requestBody: `{invalid json}`,	COMMENT
LOW	…/api/handler/coze/loop/apis/experiment_service_test.go	181	// {	COMMENT
LOW	…/api/handler/coze/loop/apis/experiment_service_test.go	201	// description: "测试GetExptInsightAnalysisRecord有效请求",	COMMENT
LOW	…/api/handler/coze/loop/apis/experiment_service_test.go	221	// requestBody: `{}`,	COMMENT
LOW	…ility/domain/trace/entity/collector/confmap/confmap.go	21	// will be used to monitor for updates of the retrieved value.	COMMENT
LOW	…ility/domain/trace/entity/collector/confmap/confmap.go	161		COMMENT
LOW	backend/modules/prompt/infra/repo/manage_test.go	1821	wantErr: nil,	COMMENT
LOW	backend/modules/prompt/infra/repo/manage_test.go	1841	// }, nil)	COMMENT
LOW	backend/modules/prompt/infra/repo/manage_test.go	1861	// args: args{	COMMENT
LOW	backend/modules/prompt/application/execute_test.go	181	// manageRepo: mockManageRepo,	COMMENT
LOW	…s/evaluation/infra/metrics/sandbox_agent/classifier.go	1	// Copyright (c) 2025 coze-dev Authors	COMMENT
LOW	…ra/repo/experiment/mysql/expt_turn_result_page_test.go	101	WillReturnRows(sqlmock.NewRows([]string{"id"}))	COMMENT
LOW	…tion/infra/repo/experiment/mysql/expt_item_dispatch.go	181		COMMENT
LOW	…modules/evaluation/application/standard_eval_output.go	781	return payload.EvalSet.ItemKey	COMMENT
LOW	…modules/evaluation/application/standard_eval_output.go	961	return map[string]any{"detail": map[string]any{"output": stripStandardEvalOutputSelfFields(detailOutput)}}	COMMENT
LOW	…/modules/evaluation/application/experiment_app_test.go	4561	// TagValueName: ptr.Of("name"),	COMMENT
LOW	…valuation/application/standard_eval_output_filediff.go	21	"github.com/coze-dev/coze-loop/backend/pkg/logs"	COMMENT
LOW	…valuation/application/standard_eval_output_filediff.go	301	}	COMMENT
LOW	…end/modules/evaluation/application/eval_openapi_app.go	1321	// —— 调试态压根走不到它的销毁。	COMMENT
LOW	…end/modules/evaluation/application/eval_openapi_app.go	1381	// entity.SandboxAgentExtKeyExtraExecuteID (裸字符串, 仅"额外"那个; 主 execution = invokeID)	COMMENT
LOW	…ckend/modules/evaluation/application/experiment_app.go	181	// OpenAPI 面在 convertor 入口就拒非法值 (OpenAPIRunModeConfigDTO2Domain 报	COMMENT
LOW	…ckend/modules/evaluation/application/experiment_app.go	261	Experiment: experiment.ToExptDTO(createExpt),	COMMENT
LOW	…ckend/modules/evaluation/application/experiment_app.go	1561	ItemConcurNum: itemConcurNum,	COMMENT
LOW	…ckend/modules/evaluation/application/experiment_app.go	1581	// 报错文案 "cannot change tenant of active task"）。	COMMENT
LOW	…ckend/modules/evaluation/application/experiment_app.go	1961	//	COMMENT
137 more matches not shown…

Cross-Language Confusion (JS/TS)17 hits · 105 pts

Severity	File	Line	Snippet	Context
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	859	print(	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	864	print(f"prompt llm_config: {llm_config.model_dump_json(exclude_none=True)}")	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	876	print(	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1031	print(f"Message: {result.message}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1033	print(f"FinishReason: {result.finish_reason}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1035	print(f"Usage: {result.usage}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1040	print("=== Sync Stream Example ===")	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	1058	print("\nStream finished.")	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	1063	print("=== Async Stream Example ===")	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	1081	print("\nStream finished.")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1237	print(f"Message: {result.message}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1239	print(f"FinishReason: {result.finish_reason}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1241	print(f"Usage: {result.usage}")	CODE
HIGH⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1246	print("=== Sync Non-Stream Example ===")	CODE
HIGH	frontend/packages/loop-base/i18n/src/locale-types.ts	1272	print("=== Async Non-Stream Example ===")	CODE
HIGH	…t/charts/python-faas/bootstrap/pyodide_pool_manager.ts	413	print(ret_val)	CODE
HIGH	…-compose/bootstrap/python-faas/pyodide_pool_manager.ts	233	print(ret_val)	CODE

Hyper-Verbose Identifiers98 hits · 101 pts

Severity	File	Line	Snippet	Context
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	38	export function createIdWithTypeAnnotation(exp: string) {	CODE
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	253	export function getParseResultFromNamespace(	CODE
LOW	frontend/infra/idl/idl2ts-helper/src/helper.ts	314	export function getTypeFromDynamicJsonAnnotation(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/proto.ts	75	function extractExtensionConfigFromOption(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/proto.ts	163	function getServiceExtensionConfig(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	69	function extractExtensionConfigFromAnnotation(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	155	function getServiceExtensionConfig(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	289	function createAddNamespaceReferValue(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	336	function getAddNamespaceReferValue(	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	442	function addNamespaceValueToConstValue(constValue: ConstValue) {	CODE
LOW	frontend/infra/idl/idl-parser/src/unify/thrift.ts	528	function convertFunctionDefinition(	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	29	function extractExtensionConfigFromAnnotation(annotation: Annotation) {	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	90	function convertFunctionAnnotations(func: FunctionDefinition) {	CODE
LOW	frontend/infra/idl/idl-parser/src/thrift/index.ts	112	function convertServiceAnnotations(service: ServiceDefinition) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	168	export function filterFieldExtensionConfig(config: ExtensionConfig) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	175	export function filterFunctionExtensionConfig(config: ExtensionConfig) {	CODE
LOW⚡	…tend/infra/idl/idl-parser/src/common/extension_util.ts	182	export function filterServiceExtensionConfig(config: ExtensionConfig) {	CODE
LOW	…ator/src/plugin/auto-fix-duplicate-namespace-plugin.ts	221	function renameNamespaceInStatements(	CODE
LOW	…ator/src/plugin/auto-fix-duplicate-namespace-plugin.ts	255	function renameNamespaceInNestedDefs(	CODE
LOW	frontend/config/tailwind-config/src/design-token.ts	3	export function designTokenToTailwindConfig(	CODE
LOW	frontend/config/tailwind-config/src/coze.js	17	function generateSemanticVariables(semantics, theme, property) {	CODE
LOW	…p-modules/evaluate/src/utils/experiment-local-cache.ts	20	export function getExperimentDetailLocalCache(experimentID: Int64) {	CODE
LOW	…p-modules/evaluate/src/utils/experiment-local-cache.ts	29	export function setExperimentDetailLocalCache(	CODE
LOW	…ponents/experiment/experiment-info-edit-form-modal.tsx	23	export default function ExperimentInfoEditFormModal({	CODE
LOW	…nt/experiment-export/use-experiment-export-columns.tsx	93	export function getExportExperimentColumns() {	CODE
LOW	…nt/experiment-export/use-experiment-export-columns.tsx	168	export function useExportExperimentListColumns({	CODE
LOW	…s/experiment/previews/evaluator-run-status-preview.tsx	17	export default function EvaluatorRunStatusPreview({	CODE
LOW	…periment/previews/experiment-group-item-run-status.tsx	16	export function ExperimentGroupItemRunStatus({	CODE
LOW	…valuate/src/components/experiment/selectors/requery.ts	28	export async function listSourceEvalTargetVersion(	CODE
LOW	…valuate/src/components/experiment/selectors/requery.ts	122	export async function listEvaluationSetVersions(	CODE
LOW	…/selectors/experiment-group-item-run-status-select.tsx	28	export function ExprGroupItemRunStatusSelect({	CODE
LOW	…riment/selectors/experiment-item-run-status-select.tsx	28	export default function ExperimentItemRunStatusSelect({	CODE
LOW	…get-version-select/eval-target-cascade-tree-select.tsx	16	export default function EvalTargetCascadeTreeSelect({	CODE
LOW	…et-version-select/coze-bot-eval-target-tree-select.tsx	23	export default function CozeBotEvalTargetTreeSelect({	CODE
LOW	…rget-version-select/prompt-eval-target-tree-select.tsx	22	export default function PromptEvalTargetTreeSelect({	CODE
LOW	…ges/loop-modules/evaluate/src/hooks/use-experiment.tsx	16	export function ExperimentContextProvider({	CODE
LOW	…odules/evaluate/src/hooks/evaluate-config-community.ts	9	export function useEvaluateConfigCommunityInit() {	CODE
LOW	…ckages/loop-modules/evaluate/src/request/experiment.ts	41	export async function batchGetExperimentAggrResult(	CODE
LOW⚡	…ckages/loop-modules/evaluate/src/request/experiment.ts	54	export async function listExptInsightAnalysisRecord(	CODE
LOW⚡	…ckages/loop-modules/evaluate/src/request/experiment.ts	61	export async function insightAnalysisExperiment(	CODE
LOW⚡	…ckages/loop-modules/evaluate/src/request/experiment.ts	68	export async function getExptInsightAnalysisRecord(	CODE
LOW	…es/loop-modules/evaluate/src/request/evaluation-set.ts	27	export async function listEvaluationSetVersions(	CODE
LOW	…aluator-template/evaluator-template-detail-preview.tsx	13	export function EvaluatorTemplateDetailPreview({	CODE
LOW	…r/evaluator-template/evaluator-template-list-panel.tsx	25	export function EvaluatorTemplateListPanel({	CODE
LOW	…/evaluator-template/evaluator-template-name-search.tsx	6	export function EvaluatorTemplateNameSearchInput(props: SearchProps) {	CODE
LOW	…tor-template-detail/evaluator-template-code-detail.tsx	33	export function EvaluatorTemplateCodeDetail(	CODE
LOW	…pages/evaluator/evaluator-detail/version-list-pane.tsx	16	function evaluatorVersionToVersion(	CODE
LOW	…iment-detail-table/trace-target-trace-detail-panel.tsx	16	export function TraceTargetTraceDetailPanel({	CODE
LOW	…nt/detail/components/experiment-detail-table/utils.tsx	207	export function getExprDetailDatasetColumns(	CODE
LOW	…components/experiment-chart/evaluators-score-chart.tsx	85	function getEvaluatorAggregateResultMap(	CODE
LOW	…pages/experiment/contrast/utils/logic-filter-tools.tsx	14	export function getExperimentContrastLogicFields(	CODE
LOW	…/evaluate/src/pages/experiment/contrast/utils/tools.ts	28	export function experimentContrastToRecordItems(data: ItemResult[]) {	CODE
LOW	…xperiment/contrast/components/contrast-table/index.tsx	43	function experimentResultToRecordItems(res: BatchGetExperimentResultResponse) {	CODE
LOW	…eriment/contrast/components/contrast-table/columns.tsx	60	export function getExperimentContrastColumns(	CODE
LOW	…nt/contrast/components/contrast-table/table-header.tsx	26	export default function ExperimentContrastTableHeader({	CODE
LOW	…s/experiment/contrast/components/item-detail/index.tsx	18	export default function ExperimentContrastItemDetail({	CODE
LOW	…/components/item-detail/contrast-item-detail-table.tsx	29	function ExperimentDetailColumnHeader({	CODE
LOW	…/components/item-detail/contrast-item-detail-table.tsx	53	function getExperimentContrastDetailColumns({	CODE
LOW	…src/pages/experiment/create/code-evaluator-content.tsx	23	function transformVersionDetailToCodeEvaluator(	CODE
LOW	…-modules/evaluate/src/pages/experiment/create/tools.ts	142	export function experimentToCreateExperimentValues(params: {	CODE
38 more matches not shown…

Verbosity Indicators26 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	47	# Step 1: Execute CREATE TABLE statements (excluding stored procedures and alter files)	COMMENT
LOW	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	61	# Step 2: Execute compatibility functions	COMMENT
LOW⚡	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	72	# Step 3: Execute ALTER TABLE statements	COMMENT
LOW	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	48	# Step 1: Execute CREATE TABLE statements (excluding compatibility and alter files)	COMMENT
LOW	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	62	# Step 2: Execute compatibility functions	COMMENT
LOW⚡	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	73	# Step 3: Execute ALTER TABLE statements	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	816	// Step 1: Get tenants (shared across all items)	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	822	// Step 2: Batch get all pre span IDs from redis	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	828	// Step 3: Collect all unique span IDs to query	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	830	// Step 4: Batch query all spans from ClickHouse	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	836	// Step 5: Apply span processors once for all spans	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	841	// Step 6: Build span map for quick lookup	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	851	// Step 7: Process each item individually (auth check, ordering)	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	428	// Step 2: update task	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	566	// Step 1: create evaluation dataset	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	581	// Step 2: create experiment	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	630	// Step 5: create task run	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	806	// Step 1: 通过 ITaskRPCAdapter 查询当前空间下所有的 task	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	841	// Step 2: 将 task 转换为 ExptTemplate（使用 task.Rule.SpanFilters，Scheduler 从 task 取，Task 无 Scheduler 则为 nil）	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	870	// Step 3: 查询当前空间下所有在线 ExptTemplate（expt_type=Online）	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	908	// Step 4: 填充 DB 模板的关联数据（EvalSet、Target、Evaluators）	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	925	// Step 5: 对 DB 模板（非 task 来源）从 Pipeline 填充 ExptSource.SpanFilterFields 和 Scheduler	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	931	// Step 6: 合并 task 转换的模板 + DB 模板	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	936	// Step 7: 内存筛选	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	939	// Step 8: 内存排序	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	942	// Step 9: 内存分页	COMMENT

Structural Annotation Overuse26 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	47	# Step 1: Execute CREATE TABLE statements (excluding stored procedures and alter files)	COMMENT
LOW	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	61	# Step 2: Execute compatibility functions	COMMENT
LOW⚡	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	72	# Step 3: Execute ALTER TABLE statements	COMMENT
LOW	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	48	# Step 1: Execute CREATE TABLE statements (excluding compatibility and alter files)	COMMENT
LOW	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	62	# Step 2: Execute compatibility functions	COMMENT
LOW⚡	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	73	# Step 3: Execute ALTER TABLE statements	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	816	// Step 1: Get tenants (shared across all items)	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	822	// Step 2: Batch get all pre span IDs from redis	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	828	// Step 3: Collect all unique span IDs to query	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	830	// Step 4: Batch query all spans from ClickHouse	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	836	// Step 5: Apply span processors once for all spans	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	841	// Step 6: Build span map for quick lookup	COMMENT
LOW⚡	…es/observability/domain/trace/service/trace_service.go	851	// Step 7: Process each item individually (auth check, ordering)	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	428	// Step 2: update task	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	566	// Step 1: create evaluation dataset	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	581	// Step 2: create experiment	COMMENT
LOW	…domain/task/service/taskexe/processor/auto_evaluate.go	630	// Step 5: create task run	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	806	// Step 1: 通过 ITaskRPCAdapter 查询当前空间下所有的 task	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	841	// Step 2: 将 task 转换为 ExptTemplate（使用 task.Rule.SpanFilters，Scheduler 从 task 取，Task 无 Scheduler 则为 nil）	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	870	// Step 3: 查询当前空间下所有在线 ExptTemplate（expt_type=Online）	COMMENT
LOW	…odules/evaluation/domain/service/expt_template_impl.go	908	// Step 4: 填充 DB 模板的关联数据（EvalSet、Target、Evaluators）	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	925	// Step 5: 对 DB 模板（非 task 来源）从 Pipeline 填充 ExptSource.SpanFilterFields 和 Scheduler	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	931	// Step 6: 合并 task 转换的模板 + DB 模板	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	936	// Step 7: 内存筛选	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	939	// Step 8: 内存排序	COMMENT
LOW⚡	…odules/evaluation/domain/service/expt_template_impl.go	942	// Step 9: 内存分页	COMMENT

Magic Placeholder Names9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	86	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	109	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	162	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	181	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	203	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	222	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	241	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	260	APIKey: "your-api-key",	CODE
HIGH	…/modules/llm/domain/service/llmfactory/factory_test.go	279	APIKey: "your-api-key",	CODE

Fake / Example Data28 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…te-components/src/components/column-item-map/index.tsx	25	Placeholder = 'placeholder',	CODE
LOW	…ponents/prompt-editor/widgets/skill/template-parser.ts	351	// 提取模板中内容{#InputSlot placeholder="placeholder"#}123{#/InputSlot#}xxx，嵌套模板下内部所有的content	COMMENT
LOW	…op-base/api-schema/src/api/idl/prompt/domain/prompt.ts	183	Placeholder = "placeholder",	CODE
LOW	…op-base/api-schema/src/api/idl/prompt/domain/prompt.ts	249	Placeholder = "placeholder",	CODE
LOW	backend/infra/middleware/session/session_mw_test.go	24	return &User{ID: "123", Name: "John Doe", Email: "john.doe@example.com", AppID: 1}, nil	CODE
LOW	backend/infra/middleware/session/session_mw_test.go	26	wantUser: &User{ID: "123", Name: "John Doe", Email: "john.doe@example.com", AppID: 1},	CODE
LOW	backend/infra/middleware/session/session_mw_test.go	49	user := &User{ID: "123", Name: "John Doe", Email: "john.doe@example.com", AppID: 1}	CODE
LOW	backend/modules/foundation/application/user_test.go	239	config.AllowedEmails = "admin@example.com"	CODE
LOW	backend/modules/foundation/application/user_test.go	451	config.AllowedEmails = "admin@example.com"	CODE
LOW	…d/modules/prompt/application/convertor/openapi_test.go	2154	CreatedBy: "user@example.com",	CODE
LOW	…d/modules/prompt/application/convertor/openapi_test.go	2167	CreatedBy: ptr.Of("user@example.com"),	CODE
LOW	backend/modules/prompt/domain/entity/prompt_detail.go	76	RolePlaceholder Role = "placeholder"	CODE
LOW	backend/modules/prompt/domain/entity/prompt_detail.go	124	VariableTypePlaceholder VariableType = "placeholder"	CODE
LOW	…n/application/convertor/evaluation_set/openapi_test.go	602	email := "user@example.com"	CODE
LOW	…evaluation/application/convertor/common/common_test.go	1018	Name: gptr.Of("John Doe"),	CODE
LOW	…evaluation/application/convertor/common/common_test.go	1028	Name: gptr.Of("John Doe"),	CODE
LOW	…evaluation/application/convertor/common/common_test.go	1074	Name: gptr.Of("John Doe"),	CODE
LOW	…evaluation/application/convertor/common/common_test.go	1084	Name: gptr.Of("John Doe"),	CODE
LOW	…kend/modules/evaluation/domain/component/rpc/prompt.go	87	VariableTypePlaceholder = "placeholder"	CODE
LOW	…aluation/domain/service/expt_item_filter_match_test.go	193	_ = errors.New("placeholder")	CODE
LOW	…kend/modules/data/domain/dataset/entity/schema_test.go	680	data: &FieldData{Content: `{"first_name": "John", "last_name": "Doe", "birthday": "1990-01-01", "address": {"stree	CODE
LOW	…kend/modules/data/domain/dataset/entity/schema_test.go	686	data: &FieldData{Content: `{"first_name": "John", "last_name": "Doe", "birthday": "bad date", "address": {"street_	CODE
LOW	…modules/data/domain/dataset/service/item_utils_test.go	48	Content: "John Doe",	CODE
LOW	…modules/data/domain/dataset/service/item_utils_test.go	82	Content: "John Doe",	CODE
LOW	…x_gen/coze/loop/prompt/domain_openapi/prompt/prompt.go	60	VariableTypePlaceholder = "placeholder"	CODE
LOW	…x_gen/coze/loop/prompt/domain_openapi/prompt/prompt.go	72	RolePlaceholder = "placeholder"	CODE
LOW	…end/kitex_gen/coze/loop/prompt/domain/prompt/prompt.go	64	RolePlaceholder = "placeholder"	CODE
LOW	…end/kitex_gen/coze/loop/prompt/domain/prompt/prompt.go	94	VariableTypePlaceholder = "placeholder"	CODE

Redundant / Tautological Comments7 hits · 11 pts

Severity	File	Line	Snippet	Context
LOW	…kages/loop-base/loop-lng/src/locales/prompt/zh-CN.json	28	"prompt_use_python_configuration": "if __name__ == '__main__':\n # 1.Create a prompt on the platform\n # You can	CODE
LOW	…kages/loop-base/loop-lng/src/locales/prompt/en-US.json	28	"prompt_use_python_configuration": "if __name__ == '__main__':\n # 1.Create a prompt on the platform\n # You can	CODE
LOW	frontend/packages/loop-base/i18n/src/locale-types.ts	845	# Set whether to report a trace span when get or format prompt.	COMMENT
LOW	…ckages/loop-base/api-schema/scripts/download-thrift.sh	16	# Check if current repository is coze-dev/coze-loop	COMMENT
LOW	…ckages/loop-base/api-schema/scripts/download-thrift.sh	131	# Check if we are in the coze-loop repository and execute accordingly	COMMENT
LOW⚡	…lm-chart/charts/app/bootstrap/init/mysql/entrypoint.sh	78	# Read file content and clean it up for MySQL execution	COMMENT
LOW⚡	…ment/docker-compose/bootstrap/mysql-init/entrypoint.sh	80	# Read file content and clean it up for MySQL execution	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	…pplication/convertor/evaluator/evaluator_agent_test.go	66	assert.Equal(t, "score", got.AgentEvaluatorVersion.PromptConfig.OutputRules.ScorePrompt.Content.GetText())	CODE

Self-Referential Comments3 hits · 8 pts

Severity	File	Line	Snippet	Context
MEDIUM	…kages/loop-base/loop-lng/src/locales/prompt/zh-CN.json	34	"prompt_use_python_simultaneous_call": "import asyncio\nimport os\n\nfrom anyio import sleep\n\nfrom cozeloop import n	CODE
MEDIUM	…kages/loop-base/loop-lng/src/locales/prompt/en-US.json	34	"prompt_use_python_simultaneous_call": "import asyncio\nimport os\n\nfrom anyio import sleep\n\nfrom cozeloop import n	CODE
MEDIUM⚡	frontend/packages/loop-base/i18n/src/locale-types.ts	1249	# Create a Prompt on the platform's Prompt development page (set Prompt Key to 'ptaas_demo'),	COMMENT

AI Slop Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	…luation/domain/service/expt_run_item_turn_impl_test.go	1239	// Note: RemoveFirstJSONPathLevel implementation might be robust, but let's try invalid path	COMMENT
MEDIUM	…/evaluation/domain/service/evaluation_set_impl_test.go	291	// For more robust error comparison, especially with custom error types or wrapped errors,	COMMENT

Synthetic Comment Markers1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	…ges/loop-base/loop-lng/src/locales/evaluate/en-US.json	329	"generated_by_ai_tip": "The content is generated by AI. Its authenticity and accuracy cannot be guaranteed and it is f	CODE

Slop Phrases2 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	…se/deployment/helm-chart/umbrella/conf/evaluation.yaml	1328	- Polite phrases like "hope this helps" or "let me know if you need more information".	CODE
MEDIUM	release/deployment/docker-compose/conf/evaluation.yaml	1328	- Polite phrases like "hope this helps" or "let me know if you need more information".	CODE

Excessive Try-Catch Wrapping4 hits · 4 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/script/errorx/code_gen.py	162	print(f"Error in metadata.yaml: {e}")	STRING
MEDIUM	backend/script/errorx/code_gen.py	175	print("Error: cozeloop app not found in metadata")	STRING
MEDIUM	backend/script/errorx/code_gen.py	193	print(f"Error: Business domain '{args.biz}' not found in metadata")	STRING
LOW	…dules/evaluation/pkg/conf/templates/python_template.go	55	except Exception as e:	CODE

Deep Nesting1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	backend/script/errorx/code_gen.py	26		CODE

coze-dev/coze-loop

Open-Source Code Quality, Security and Technical Debt Review