1.4

Adjusted Signal

1.4

Raw Pattern Score

100%

Time Factor

—

Last Push

—

Stars

—

Language

67.0K

Lines of Code

733

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 6.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 69 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 4 finding(s).

Agent Over-Engineering Ratio 0.2/100 · LOW

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

PR Review Velocity Impact 5.5/100 · LOW

Which changes need focused human review? 74 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 0MEDIUM 1LOW 73

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 74 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 Block43 hits · 43 pts

Severity	File	Line	Snippet	Context
LOW	platforms/daidai/copyshfile.sh	1	#!/usr/bin/env bash	COMMENT
LOW	platforms/daidai/DefaultTasks/bili_task_base.sh	1	#!/usr/bin/env bash	COMMENT
LOW	platforms/helm/bilibili-tool/Chart.yaml	1	apiVersion: v2	COMMENT
LOW	platforms/helm/bilibili-tool/Chart.yaml	21	# incremented each time you make changes to the application. Versions are not expected to	COMMENT
LOW	platforms/helm/bilibili-tool/values.yaml	21		COMMENT
LOW	platforms/qinglong/dotnet-install.sh	1	#!/usr/bin/env bash	COMMENT
LOW	platforms/qinglong/dotnet-install.sh	441		COMMENT
LOW	scripts/release-notes.sh	1	#!/usr/bin/env bash	COMMENT
LOW	scripts/version-next.sh	1	#!/usr/bin/env bash	COMMENT
LOW	…l.Agent/BiliBiliAgent/GaiaDeviceFingerprintTemplate.cs	1	namespace Ray.BiliBiliTool.Agent.BiliBiliAgent;	COMMENT
LOW	…Agent/Dtos/ApiApi/Video/UploadVideoHeartbeatRequest.cs	41		COMMENT
LOW	…Agent/Dtos/ApiApi/Video/UploadVideoHeartbeatRequest.cs	61	/// 播放动作	COMMENT
LOW	…l.Agent/BiliBiliAgent/Dtos/ApiApi/Video/VideoDetail.cs	21	/// <sample>1：原创</sample>	COMMENT
LOW	…l.Agent/BiliBiliAgent/Dtos/ApiApi/Video/VideoDetail.cs	41	/// <summary>	COMMENT
LOW	…gent/BiliBiliAgent/Dtos/ApiApi/Charge/ChargeRequest.cs	21	/// 对方Id	COMMENT
LOW	…os/ApiApi/VipBigPoint/ThreeDaysSign/ThreeDaySignDto.cs	1	namespace Ray.BiliBiliTool.Agent.BiliBiliAgent.Dtos.ApiApi.VipBigPoint.ThreeDaysSign;	COMMENT
LOW	…l.Agent/BiliBiliAgent/Dtos/LiveApi/CheckTianXuanDto.cs	101	Enable = 1,	COMMENT
LOW	…gent/BiliBiliAgent/Dtos/LiveApi/JoinTianXuanRequest.cs	21		COMMENT
LOW	…iliBiliTool.Agent/BiliBiliAgent/Interfaces/IGaiaApi.cs	21		COMMENT
LOW	…ool.Web/Services/Pages/Login/ILoginPageStateFactory.cs	1	namespace Ray.BiliBiliTool.Web.Services.Pages.Login;	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	21	/// Orchestrates the six-step daily task workflow: cookie setup → login → task status → watch/share → coin donation → VI	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	61	IDailyTaskAppService	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	21	public class LoginTaskAppService(	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	61	}	COMMENT
LOW	…Ray.BiliBiliTool.Config/Options/DeviceCookieOptions.cs	1	namespace Ray.BiliBiliTool.Config.Options;	COMMENT
LOW	…c/Ray.BiliBiliTool.Config/Options/BaseConfigOptions.cs	1	namespace Ray.BiliBiliTool.Config.Options;	COMMENT
LOW	src/Ray.BiliBiliTool.Config/Options/SecurityOptions.cs	1	namespace Ray.BiliBiliTool.Config.Options;	COMMENT
LOW	src/Ray.BiliBiliTool.Config/Options/DailyTaskOptions.cs	21	/// 是否开启专栏投币模式	COMMENT
LOW	…ol.Infrastructure/Extensions/KeyValuePairExtensions.cs	1	namespace Ray.BiliBiliTool.Infrastructure.Extensions;	COMMENT
LOW	…ol.Infrastructure/Extensions/KeyValuePairExtensions.cs	41		COMMENT
LOW	…ol.Infrastructure/Extensions/KeyValuePairExtensions.cs	61	/// </summary>	COMMENT
LOW	…cation.Contracts/Notifications/INotificationService.cs	1	namespace Ray.BiliBiliTool.Application.Contracts.Notifications;	COMMENT
LOW	…ool.Application.Contracts/Notifications/SummaryLine.cs	1	namespace Ray.BiliBiliTool.Application.Contracts.Notifications;	COMMENT
LOW	…c/Ray.BiliBiliTool.DomainService/LoginDomainService.cs	201		COMMENT
LOW	…liTool.DomainService/Interfaces/ILoginDomainService.cs	1	using Ray.BiliBiliTool.Agent;	COMMENT
LOW	…liTool.DomainService/Interfaces/ILoginDomainService.cs	21	/// <returns></returns>	COMMENT
LOW	…liTool.DomainService/Interfaces/ILoginDomainService.cs	41	Task SaveCookieToJsonFileAsync(BiliCookie ckInfo, CancellationToken cancellationToken);	COMMENT
LOW	…liTool.DomainService/Interfaces/ILoginDomainService.cs	61	/// </summary>	COMMENT
LOW	…Tool.DomainService/Interfaces/IAccountDomainService.cs	21	/// </summary>	COMMENT
LOW	…liTool.DomainService/Interfaces/IMangaDomainService.cs	21		COMMENT
LOW	…iliTool.DomainService/Interfaces/ICoinDomainService.cs	1	using Ray.BiliBiliTool.Agent;	COMMENT
LOW	…liTool.DomainService/Interfaces/IVideoDomainService.cs	21	Task<VideoDetail> GetVideoDetail(string aid, BiliCookie ck);	COMMENT
LOW	…liTool.DomainService/Interfaces/IVideoDomainService.cs	41	/// </summary>	COMMENT

Verbosity Indicators11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	111	/// Step 2: Authenticates user and retrieves account information.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	129	/// Step 3: Retrieves current daily task completion status.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	142	/// Step 4: Completes video watch and share requirements.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	163	/// Step 5: Donates coins to articles or videos based on configuration.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	203	/// Step 6: Claims monthly VIP membership benefits (B coins, coupons, etc.).	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	46	// Step 1: Generate QR code and wait for user to scan via mobile app	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	52	// Step 2: Validate and enrich the cookie with additional context	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	56	// Step 3: Persist cookie to platform-specific storage	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	64	/// Step 1: Initiates QR code-based authentication flow.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	76	/// Step 2: Validates and enriches cookie context.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	92	/// Step 3: Persists cookie to platform-specific storage.	COMMENT

Structural Annotation Overuse11 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	111	/// Step 2: Authenticates user and retrieves account information.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	129	/// Step 3: Retrieves current daily task completion status.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	142	/// Step 4: Completes video watch and share requirements.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	163	/// Step 5: Donates coins to articles or videos based on configuration.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/DailyTaskAppService.cs	203	/// Step 6: Claims monthly VIP membership benefits (B coins, coupons, etc.).	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	46	// Step 1: Generate QR code and wait for user to scan via mobile app	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	52	// Step 2: Validate and enrich the cookie with additional context	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	56	// Step 3: Persist cookie to platform-specific storage	COMMENT
LOW⚡	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	64	/// Step 1: Initiates QR code-based authentication flow.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	76	/// Step 2: Validates and enriches cookie context.	COMMENT
LOW	src/Ray.BiliBiliTool.Application/LoginTaskAppService.cs	92	/// Step 3: Persists cookie to platform-specific storage.	COMMENT

Redundant / Tautological Comments4 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	platforms/qinglong/dotnet-install.sh	1215	# Check if the SDK version is already installed.	COMMENT
LOW	platforms/qinglong/dotnet-install.sh	1273	# Check if the SDK version is already installed.	COMMENT
LOW	platforms/qinglong/dotnet-install.sh	1390	# Check if the SDK version is installed; if not, fail the installation.	COMMENT
LOW	platforms/qinglong/dotnet-install.sh	1403	# Check if the standard SDK version is installed.	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	bruno/api.bilibili.com/x/vip/web/vip_center/v2.yml	157	"placeholder": 6,	CODE
LOW	bruno/api.bilibili.com/x/vip/web/vip_center/v2.yml	203	"placeholder": 1,	CODE
LOW	src/Ray.BiliBiliTool.Web/appsettings.json	198	"placeholder": "#msg#", //占位符	CODE
LOW	src/Ray.BiliBiliTool.Console/appsettings.json	205	"placeholder": "#msg#", //占位符	CODE

Decorative Section Separators1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	scripts/publish.sh	19	# --------------------------	COMMENT

RayWangQvQ/BiliBiliToolPro

Open-Source Code Quality, Security and Technical Debt Review