0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

15.7K

Stars

Language

260.3K

Lines of Code

1.1K

Files

176

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 3.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 158 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 18 finding(s).

Agent Over-Engineering Ratio 0.0/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1 finding(s).

PR Review Velocity Impact 3.7/100 · LOW

Which changes need focused human review? 176 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 2HIGH 0MEDIUM 0LOW 174

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 176 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.

Over-Commented Block133 hits · 133 pts

Severity	File	Line	Snippet	Context
LOW	.asf.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	docker-compose.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.goreleaser.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	crowdin.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.golangci.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	licenserc.toml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	.gitlab-ci.yml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/pnpm-workspace.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/HostingConnector/info.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/HostingConnector/i18n/zh_CN.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/HostingConnector/i18n/en_US.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/ThirdPartyConnector/info.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…rc/plugins/builtin/ThirdPartyConnector/i18n/zh_CN.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	…rc/plugins/builtin/ThirdPartyConnector/i18n/en_US.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/SearchInfo/info.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/SearchInfo/i18n/zh_CN.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/plugins/builtin/SearchInfo/i18n/en_US.yaml	1	# Licensed to the Apache Software Foundation (ASF) under one	COMMENT
LOW	ui/src/services/client/timeline.ts	21		COMMENT
LOW	cmd/command.go	41	// dumpDataPath dump data path	COMMENT
LOW	internal/controller_admin/e_api_key_controller.go	41		COMMENT
LOW	internal/controller_admin/plugin_controller.go	61	}	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	61	// @Description get site interface	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	81	resp, err := sc.siteInfoService.GetSiteUsersSettings(ctx)	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	101	// @Security ApiKeyAuth	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	121	handler.HandleResponse(ctx, err, resp)	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	141	// @Tags admin	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	161	}	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	181	// @Produce json	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	201		COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	261	// UpdateSeo update site seo information	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	301	// @Security ApiKeyAuth	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	321	// @Produce json	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	421	// @Description update site policies configuration	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	441	// @Tags admin	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	461	// @Param data body schema.SiteLoginReq true "login info"	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	541	// @Summary update smtp config	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	561	// @Security ApiKeyAuth	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	621	// GetAIProvider get AI provider configuration	COMMENT
LOW	internal/controller_admin/siteinfo_controller.go	661	// @Description get MCP configuration	COMMENT
LOW	internal/controller_admin/badge_controller.go	41	// @Summary list all badges by page	COMMENT
LOW	internal/controller_admin/user_backyard_controller.go	181	}	COMMENT
LOW	internal/install/install_controller.go	41	"github.com/segmentfault/pacman/errors"	COMMENT
LOW	internal/install/install_controller.go	81	// @Tags installation	COMMENT
LOW	internal/controller/template_controller_test.go	61	}	COMMENT
LOW	internal/controller/dashboard_controller.go	41	// DashboardInfo godoc	COMMENT
LOW	internal/controller/reason_controller.go	41	// @Description get reasons by object type and action	COMMENT
LOW	internal/controller/answer_controller.go	361	// AnswerList godoc	COMMENT
LOW	internal/controller/question_controller.go	861	questionList, answerList, err := qc.questionService.SearchUserTopList(ctx, userName, userID)	COMMENT
LOW	internal/controller/question_controller.go	941	// AdminQuestionPage admin question page	COMMENT
LOW	internal/controller/question_controller.go	961	resp, err := qc.questionService.AdminQuestionPage(ctx, req)	COMMENT
LOW	internal/controller/user_controller.go	341	// UserVerifyEmailSend godoc	COMMENT
LOW	internal/controller/user_controller.go	461	}	COMMENT
LOW	internal/controller/user_controller.go	521	// @Security ApiKeyAuth	COMMENT
LOW	internal/controller/user_controller.go	641	// @Accept json	COMMENT
LOW	internal/controller/badge_controller.go	61	// @Summary get badge info	COMMENT
LOW	internal/controller/lang_controller.go	41		COMMENT
LOW	internal/controller/lang_controller.go	61	// @Tags Lang	COMMENT
LOW	internal/controller/vote_controller.go	161	handler.HandleResponse(ctx, err, schema.ErrTypeToast)	COMMENT
LOW	internal/controller/activity_controller.go	41		COMMENT
LOW	internal/schema/user_schema.go	141	// last login date	COMMENT
73 more matches not shown…

Verbosity Indicators12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	pkg/checker/question_link_test.go	30	// Step 1: Test empty content	COMMENT
LOW⚡	pkg/checker/question_link_test.go	36	// Step 2: Test content without link or ID	COMMENT
LOW⚡	pkg/checker/question_link_test.go	42	// Step 3: Test content with valid question link	COMMENT
LOW⚡	pkg/checker/question_link_test.go	90	// Step 7: Test invalid question ID	COMMENT
LOW⚡	pkg/checker/question_link_test.go	96	// Step 8: Test invalid answer ID	COMMENT
LOW	pkg/checker/question_link_test.go	54	// Step 4: Test content with valid question and answer link	COMMENT
LOW	pkg/checker/question_link_test.go	66	// Step 5: Test content with #questionID	COMMENT
LOW	pkg/checker/question_link_test.go	78	// Step 6: Test content with #answerID	COMMENT
LOW	pkg/checker/question_link_test.go	108	// Step 9: Test content with multiple links and IDs	COMMENT
LOW	pkg/checker/question_link_test.go	131	// Step 11: Test URL with www prefix	COMMENT
LOW	pkg/checker/question_link_test.go	143	// Step 12: Test URL without protocol	COMMENT
LOW	pkg/checker/question_link_test.go	155	// Step 14: Test error id	COMMENT

Structural Annotation Overuse12 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW⚡	pkg/checker/question_link_test.go	30	// Step 1: Test empty content	COMMENT
LOW⚡	pkg/checker/question_link_test.go	36	// Step 2: Test content without link or ID	COMMENT
LOW⚡	pkg/checker/question_link_test.go	42	// Step 3: Test content with valid question link	COMMENT
LOW⚡	pkg/checker/question_link_test.go	90	// Step 7: Test invalid question ID	COMMENT
LOW⚡	pkg/checker/question_link_test.go	96	// Step 8: Test invalid answer ID	COMMENT
LOW	pkg/checker/question_link_test.go	54	// Step 4: Test content with valid question and answer link	COMMENT
LOW	pkg/checker/question_link_test.go	66	// Step 5: Test content with #questionID	COMMENT
LOW	pkg/checker/question_link_test.go	78	// Step 6: Test content with #answerID	COMMENT
LOW	pkg/checker/question_link_test.go	108	// Step 9: Test content with multiple links and IDs	COMMENT
LOW	pkg/checker/question_link_test.go	131	// Step 11: Test URL with www prefix	COMMENT
LOW	pkg/checker/question_link_test.go	143	// Step 12: Test URL without protocol	COMMENT
LOW	pkg/checker/question_link_test.go	155	// Step 14: Test error id	COMMENT

Hallucination Indicators2 hits · 20 pts

Severity	File	Line	Snippet	Context
CRITICAL	internal/schema/plugin_admin_schema.go	98	Text: field.UIOptions.Action.Loading.Text.Translate(ctx),	CODE
CRITICAL	internal/schema/plugin_user_schema.go	75	Text: field.UIOptions.Action.Loading.Text.Translate(ctx),	CODE

Fake / Example Data16 hits · 18 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/components/SchemaForm/index.tsx	360	uiOpt && 'placeholder' in uiOpt ? uiOpt.placeholder : ''	CODE
LOW	ui/src/components/SchemaForm/index.tsx	377	uiOpt && 'placeholder' in uiOpt ? uiOpt.placeholder : ''	CODE
LOW	ui/src/components/SchemaForm/index.tsx	419	uiOpt && 'placeholder' in uiOpt ? uiOpt.placeholder : ''	CODE
LOW	ui/src/components/SchemaForm/README.md	362	"placeholder": "placeholder",	CODE
LOW	ui/src/hooks/useCaptchaModal/index.tsx	227	placeholder={t('placeholder')}	CODE
LOW	…/pages/Badges/Detail/components/HeaderLoader/index.tsx	39	<span className="placeholder" style={{ width: '80px' }} />	CODE
LOW	plugin/config.go	68	Placeholder Translator `json:"placeholder"`	CODE
LOW	internal/schema/reason_schema.go	33	Placeholder string `json:"placeholder"`	CODE
LOW	internal/schema/reason_schema.go	62	r.Placeholder = trField("placeholder", r.Placeholder)	CODE
LOW	docs/docs.go	9398	"placeholder": {	CODE
LOW	docs/docs.go	11425	"placeholder": {	CODE
LOW	docs/swagger.json	9371	"placeholder": {	CODE
LOW	docs/swagger.json	11398	"placeholder": {	CODE
LOW⚡	pkg/checker/email_test.go	31	{name: "allow when no domains are configured", email: "user@example.com", want: true},	CODE
LOW⚡	pkg/checker/email_test.go	32	{name: "allow legacy domain configuration", email: "user@example.com", allowEmailDomains: []string{"example.com"}, wan	CODE
LOW⚡	pkg/checker/email_test.go	33	{name: "allow domain configuration with at sign", email: "user@example.com", allowEmailDomains: []string{"@example.com	CODE

Hyper-Verbose Identifiers1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	ui/src/components/InitialLoadingPlaceholder/index.tsx	24	function InitialLoadingPlaceholder() {	CODE

apache/answer

Open-Source Code Quality, Security and Technical Debt Review