0.6

Adjusted Signal

0.6

Raw Pattern Score

100%

Time Factor

2026-10-21

Last Push

10.4K

Stars

TypeScript

Language

177.2K

Lines of Code

1.2K

Files

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 1.6/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 56 finding(s).

Hallucinated Dependency & Supply Chain Risk 1.3/100 · LOW

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

Agent Over-Engineering Ratio 0.4/100 · LOW

Are wrappers, guards, and repeated structures necessary? 8 finding(s).

PR Review Velocity Impact 3.2/100 · LOW

Which changes need focused human review? 70 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 0MEDIUM 4LOW 62

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 70 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 Block50 hits · 50 pts

Severity	File	Line	Snippet	Context
LOW	web/app/next.config.ts	81	// For all available options, see:	COMMENT
LOW	web/app/src/components/QaModal/AiQaContent.tsx	301		COMMENT
LOW	web/app/src/components/QaModal/SearchDocContent.tsx	101	// if (value.trim().length > 0) {	COMMENT
LOW	web/app/src/request/httpClient.ts	281	redirectToLogin();	COMMENT
LOW	web/app/src/request/pro/httpClient.ts	281	redirectToLogin();	COMMENT
LOW	web/app/src/views/widget/AiQaContent.tsx	301	// const filtered = mockFuzzySuggestions	COMMENT
LOW	web/app/src/views/widget/SearchDocContent.tsx	101	// if (value.trim().length > 0) {	COMMENT
LOW	web/admin/src/utils/getBasename.ts	61	});	COMMENT
LOW	web/admin/src/constant/enums.tsx	361	modelDocumentUrl: 'https://developer.qiniu.com/aitokenapi',	COMMENT
LOW	web/admin/src/constant/enums.tsx	381	// modelDocumentUrl: '',	COMMENT
LOW	web/admin/src/constant/enums.tsx	441	customHeader: false,	COMMENT
LOW	web/admin/src/constant/enums.tsx	461	// cn: 'PH8大模型开放平台',	COMMENT
LOW	web/admin/src/constant/enums.tsx	481	// cn: 'Groq',	COMMENT
LOW	…n/src/pages/document/component/EditorCollaboration.tsx	1	// import { V1NodeDetailResp } from '@/request/types';	COMMENT
LOW	…n/src/pages/document/component/EditorCollaboration.tsx	21	// const editorRef = useTiptap({	COMMENT
LOW	…n/src/pages/document/component/EditorCollaboration.tsx	41	// useEffect(() => {	COMMENT
LOW	web/admin/src/pages/setting/component/AddRole.tsx	161	pagination={false}	COMMENT
LOW	web/packages/ui/src/footer/index.tsx	461		COMMENT
LOW	backend/handler/v1/knowledge_base.go	161		COMMENT
LOW	backend/handler/v1/auth.go	41	}	COMMENT
LOW	backend/handler/v1/auth.go	101	return h.NewResponseWithData(c, nil)	COMMENT
LOW	backend/handler/v1/nav.go	41		COMMENT
LOW	backend/handler/v1/nav.go	101		COMMENT
LOW	backend/handler/v1/nav.go	121	return h.NewResponseWithError(c, "validate request params failed", err)	COMMENT
LOW	backend/handler/v1/app.go	41	group.DELETE("", h.DeleteApp, h.auth.ValidateKBUserPerm(consts.UserKBPermissionFullControl))	COMMENT
LOW	backend/handler/v1/app.go	81		COMMENT
LOW	backend/handler/v1/stat.go	41	group.GET("/referer_hosts", h.StatRefererHosts)	COMMENT
LOW	backend/handler/v1/stat.go	141	}	COMMENT
LOW	backend/handler/v1/stat.go	201		COMMENT
LOW	backend/handler/v1/stat.go	241	// GetInstantCount get instant count	COMMENT
LOW	backend/handler/v1/stat.go	261		COMMENT
LOW	backend/handler/v1/kb_user.go	101	}	COMMENT
LOW	backend/handler/v1/node.go	61	group.GET("/permission", h.NodePermission)	COMMENT
LOW	backend/handler/v1/node.go	101	}	COMMENT
LOW	backend/handler/v1/node.go	161	}	COMMENT
LOW	backend/handler/v1/node.go	181	}	COMMENT
LOW	backend/handler/v1/node.go	241	}	COMMENT
LOW	backend/handler/v1/node.go	301	}	COMMENT
LOW	backend/handler/v1/node.go	321	}	COMMENT
LOW	backend/handler/v1/node.go	441	nodes, err := h.usecase.GetRecommendNodeList(ctx, &req)	COMMENT
LOW	backend/handler/v1/node.go	501	return h.NewResponseWithData(c, release)	COMMENT
LOW	backend/handler/share/auth.go	41	share := e.Group("share/v1/auth", shareAuthMiddleware.CheckForbidden)	COMMENT
LOW	backend/handler/share/auth.go	81	// AuthLoginSimple 简单口令登录	COMMENT
LOW	backend/handler/share/auth.go	141	return h.NewResponseWithData(c, nil)	COMMENT
LOW	backend/handler/share/openapi.go	81	}	COMMENT
LOW	backend/handler/share/chat.go	61	share.POST("/search", h.ChatSearch, h.ShareAuthMiddleware.Authorize)	COMMENT
LOW	backend/handler/share/chat.go	141		COMMENT
LOW	backend/handler/share/chat.go	221	return err	COMMENT
LOW	backend/handler/share/wechat.go	81		COMMENT
LOW	backend/handler/share/node.go	61	return h.NewResponseWithData(c, nodes)	COMMENT

Hallucination Indicators4 hits · 40 pts

Severity	File	Line	Snippet	Context
CRITICAL	backend/pkg/bot/feishu/stream.go	99	resp, err := c.client.Cardkit.V1.Card.Create(ctx, req)	CODE
CRITICAL	backend/pkg/bot/feishu/stream.go	207	updateResp, err := c.client.Cardkit.V1.CardElement.Content(ctx, updateReq)	CODE
CRITICAL	backend/pkg/bot/lark/client.go	164	resp, err := c.client.Cardkit.V1.Card.Create(ctx, req)	CODE
CRITICAL	backend/pkg/bot/lark/client.go	265	updateResp, err := c.client.Cardkit.V1.CardElement.Content(ctx, updateReq)	CODE

Decorative Section Separators3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	…Modal/components/config/NavDocConfig/AddNavContent.tsx	58	// ─── 单个导航分组 Card ──────────────────────────────────────────────────────────	COMMENT
MEDIUM	…Modal/components/config/NavDocConfig/AddNavContent.tsx	136	// ─── 主组件 ───────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	…in/src/pages/setting/component/AddRecommendContent.tsx	179	// ─── 主组件 ───────────────────────────────────────────────────────────────────	COMMENT

Fake / Example Data7 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW	…s/CustomModal/components/config/BannerConfig/index.tsx	216	name='placeholder'	CODE
LOW	…ges/setting/component/CardRobot/WebComponent/index.tsx	561	name='placeholder'	CODE
LOW	backend/docs/docs.go	5781	"placeholder": {	CODE
LOW	backend/docs/docs.go	8557	"placeholder": {	CODE
LOW	backend/docs/swagger.json	5774	"placeholder": {	CODE
LOW	backend/docs/swagger.json	8550	"placeholder": {	CODE
LOW	backend/domain/app.go	223	Placeholder string `json:"placeholder"`	CODE

Hyper-Verbose Identifiers5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	web/admin/src/components/TreeDragSortable/utilities.ts	101	function findParentWhichCanHaveChildren(	CODE
LOW	…Modal/components/config/NavDocConfig/AddNavContent.tsx	26	function normalizeNavGroupResponse(	CODE
LOW	…/admin/src/pages/release/components/VersionPublish.tsx	25	function normalizeNavGroupResponse(	CODE
LOW	…admin/src/pages/document/component/RagErrorReStart.tsx	16	function normalizeNavGroupResponse(	CODE
LOW	…in/src/pages/setting/component/AddRecommendContent.tsx	19	function normalizeNavGroupResponse(	CODE

Modern AI Meta-Vocabulary1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	PROJECT_STRUCTURE.md	91	└── rag/ # RAG (Retrieval-Augmented Generation) 相关 SDK	CODE

chaitin/PandaWiki

Open-Source Code Quality, Security and Technical Debt Review