1.1

Adjusted Signal

1.1

Raw Pattern Score

100%

Time Factor

2026-10-26

Last Push

11.7K

Stars

Language

77.2K

Lines of Code

398

Files

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 3.7/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 52 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.5/100 · LOW

Are imports declared and package/API names verified? 11 finding(s).

Agent Over-Engineering Ratio 2.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 35 finding(s).

PR Review Velocity Impact 4.6/100 · LOW

Which changes need focused human review? 63 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 0HIGH 2MEDIUM 0LOW 61

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 63 distinct pattern matches across 6 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 Identifiers35 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	clients/ts/src/models/ModelAccountDTO.ts	65	export function instanceOfModelAccountDTO(value: object): value is ModelAccountDTO {	CODE
LOW	clients/ts/src/models/ModelAccountDTO.ts	73	export function ModelAccountDTOFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelAccountDTO {	CODE
LOW	clients/ts/src/models/ModelAccountDTO.ts	91	export function ModelAccountDTOToJSONTyped(value?: ModelAccountDTO \| null, ignoreDiscriminator: boolean = false): any {	CODE
LOW⚡	…s/src/models/ModelPaginatedResponseModelBookmarkDTO.ts	47	export function instanceOfModelPaginatedResponseModelBookmarkDTO(value: object): value is ModelPaginatedResponseModelBoo	CODE
LOW⚡	…s/src/models/ModelPaginatedResponseModelBookmarkDTO.ts	51	export function ModelPaginatedResponseModelBookmarkDTOFromJSON(json: any): ModelPaginatedResponseModelBookmarkDTO {	CODE
LOW⚡	…s/src/models/ModelPaginatedResponseModelBookmarkDTO.ts	55	export function ModelPaginatedResponseModelBookmarkDTOFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelPagin	CODE
LOW	…s/src/models/ModelPaginatedResponseModelBookmarkDTO.ts	66	export function ModelPaginatedResponseModelBookmarkDTOToJSON(json: any): ModelPaginatedResponseModelBookmarkDTO {	CODE
LOW	…s/src/models/ModelPaginatedResponseModelBookmarkDTO.ts	70	export function ModelPaginatedResponseModelBookmarkDTOToJSONTyped(value?: ModelPaginatedResponseModelBookmarkDTO \| null,	CODE
LOW	clients/ts/src/models/ModelUserConfig.ts	81	export function instanceOfModelUserConfig(value: object): value is ModelUserConfig {	CODE
LOW	clients/ts/src/models/ModelUserConfig.ts	89	export function ModelUserConfigFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelUserConfig {	CODE
LOW	clients/ts/src/models/ModelUserConfig.ts	111	export function ModelUserConfigToJSONTyped(value?: ModelUserConfig \| null, ignoreDiscriminator: boolean = false): any {	CODE
LOW	clients/ts/src/models/ModelAccount.ts	73	export function ModelAccountFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelAccount {	CODE
LOW⚡	…nts/ts/src/models/ModelPaginatedResponseModelTagDTO.ts	47	export function instanceOfModelPaginatedResponseModelTagDTO(value: object): value is ModelPaginatedResponseModelTagDTO {	CODE
LOW⚡	…nts/ts/src/models/ModelPaginatedResponseModelTagDTO.ts	51	export function ModelPaginatedResponseModelTagDTOFromJSON(json: any): ModelPaginatedResponseModelTagDTO {	CODE
LOW⚡	…nts/ts/src/models/ModelPaginatedResponseModelTagDTO.ts	55	export function ModelPaginatedResponseModelTagDTOFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelPaginatedR	CODE
LOW	…nts/ts/src/models/ModelPaginatedResponseModelTagDTO.ts	66	export function ModelPaginatedResponseModelTagDTOToJSON(json: any): ModelPaginatedResponseModelTagDTO {	CODE
LOW	…nts/ts/src/models/ModelPaginatedResponseModelTagDTO.ts	70	export function ModelPaginatedResponseModelTagDTOToJSONTyped(value?: ModelPaginatedResponseModelTagDTO \| null, ignoreDis	CODE
LOW	clients/ts/src/models/ModelBookmarkDTO.ts	137	export function instanceOfModelBookmarkDTO(value: object): value is ModelBookmarkDTO {	CODE
LOW	clients/ts/src/models/ModelBookmarkDTO.ts	145	export function ModelBookmarkDTOFromJSONTyped(json: any, ignoreDiscriminator: boolean): ModelBookmarkDTO {	CODE
LOW	clients/ts/src/models/ModelBookmarkDTO.ts	175	export function ModelBookmarkDTOToJSONTyped(value?: ModelBookmarkDTO \| null, ignoreDiscriminator: boolean = false): any	CODE
LOW	internal/view/assets/js/vue.js	2270	function extractPropsFromVNodeData (	CODE
LOW	internal/view/assets/js/vue.js	3031	function createFunctionalComponent (	CODE
LOW	internal/view/assets/js/vue.js	3072	function cloneAndMarkFunctionalResult (vnode, data, contextVm, options, renderContext) {	CODE
LOW	internal/view/assets/js/vue.js	3268	function createComponentInstanceForVnode (	CODE
LOW	internal/view/assets/js/vue.js	5001	function resolveConstructorOptions (Ctor) {	CODE
LOW	internal/view/assets/js/vue.js	6098	function removeAndInvokeRemoveHook (vnode, rm) {	CODE
LOW	internal/view/assets/js/vue.js	7067	function getAndRemoveAttr (	CODE
LOW	internal/view/assets/js/vue.js	7088	function getAndRemoveAttrByRegex (	CODE
LOW	internal/view/assets/js/vue.js	10676	function isDirectChildOfTemplateFor (node) {	CODE
LOW	internal/view/assets/js/vue.js	11603	function createCompileToFunctionFn (compile) {	CODE
LOW	internal/view/assets/js/client/shiori-api.js	471	function ModelUserConfigFromJSONTyped(json, ignoreDiscriminator) {	CODE
LOW	internal/view/assets/js/client/shiori-api.js	494	function ModelUserConfigToJSONTyped(value, ignoreDiscriminator = false) {	CODE
LOW	internal/view/assets/js/client/shiori-api.js	594	function ModelAccountFromJSONTyped(json, ignoreDiscriminator) {	CODE
LOW	internal/view/assets/js/client/shiori-api.js	614	function ModelAccountDTOFromJSONTyped(json, ignoreDiscriminator) {	CODE
LOW	internal/view/assets/js/client/shiori-api.js	665	function ModelBookmarkDTOFromJSONTyped(json, ignoreDiscriminator) {	CODE

Cross-Language Confusion (JS/TS)2 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	clients/ts/src/runtime.ts	125	* @return True if the given MIME is JSON, false otherwise.	COMMENT
HIGH	internal/view/assets/js/client/shiori-api-runtime.js	205	* @return True if the given MIME is JSON, false otherwise.	COMMENT

Over-Commented Block10 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW	internal/webserver/handler.go	21	// SessionCache *cch.Cache	COMMENT
LOW	internal/webserver/utils_ip.go	181	// GetUserRealIP Get User Real IP from headers of request `r`	COMMENT
LOW	internal/http/handlers/api/v1/accounts.go	121	if err != nil {	COMMENT
LOW	internal/http/handlers/api/v1/tags.go	141	}	COMMENT
LOW	internal/http/handlers/api/v1/bookmarks.go	101	// HandleGetBookmarkData returns the data and resource URLs for a bookmark	COMMENT
LOW	internal/http/handlers/api/v1/bookmarks.go	161	})	COMMENT
LOW	internal/http/handlers/api/v1/bookmarks.go	461	deps.Logger().WithError(err).Error("failed to add tag to bookmark")	COMMENT
LOW	internal/http/handlers/api/v1/bookmarks.go	761		COMMENT
LOW	internal/view/assets/js/vue.js	1921	// (e.g. #6813, out-in transitions).	COMMENT
LOW	.github/workflows/_golangci-lint.yml	21	# Optional: golangci-lint command line arguments.	COMMENT

Fake / Example Data9 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	webapp/src/components/ui/TextInput.vue	74	:placeholder="placeholder"	CODE
LOW	webapp/src/components/ui/Textarea.vue	55	:placeholder="placeholder"	CODE
LOW	webapp/src/components/ui/Input.vue	55	:placeholder="placeholder"	CODE
LOW	webapp/src/components/ui/Select.vue	55	<option v-if="placeholder" value="" disabled>{{ placeholder }}</option>	CODE
LOW	internal/model/bookmark_test.go	17	Author: "John Doe",	CODE
LOW	internal/model/bookmark_test.go	57	Author: "John Doe",	CODE
LOW	internal/model/bookmark_test.go	194	Author: "John Doe",	CODE
LOW	internal/view/assets/js/vue.min.js	6	!function(e,t){"object"==typeof exports&&"undefined"!=typeof module?module.exports=t():"function"==typeof define&&define	CODE
LOW	internal/view/assets/js/vue.js	6733	key === 'placeholder' && value !== '' && !el.__ieph	CODE

Redundant / Tautological Comments6 hits · 9 pts

Severity	File	Line	Snippet	Context
LOW	scripts/styles_check.sh	5	# Check if the git tree for CWD is clean	COMMENT
LOW	scripts/styles_check.sh	11	# Check if prettier is ok	COMMENT
LOW	scripts/buildx.sh	4	# Check if the shiori_builder builder exists	COMMENT
LOW	scripts/test.sh	3	# Check if gotestfmt is installed	COMMENT
LOW	scripts/swagger_check.sh	5	# Check if swag version is correct	COMMENT
LOW	scripts/swagger_check.sh	15	# Check if the git tree for CWD is clean	COMMENT

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	internal/view/assets/js/vue.js	4706	function getData (data, vm) {	CODE

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Open-Source Code Quality, Security and Technical Debt Review