1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

8.0K

Stars

Language

221.1K

Lines of Code

537

Files

333

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 7.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 321 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 12 finding(s).

Agent Over-Engineering Ratio 4.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 191 finding(s).

PR Review Velocity Impact 7.3/100 · LOW

Which changes need focused human review? 333 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 2LOW 331

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 333 distinct pattern matches across 5 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 Identifiers191 hits · 187 pts

Severity	File	Line	Snippet	Context
LOW⚡	frontend/wailsjs/go/main/App.d.ts	164	export function ExportTradingRecordTemplate():Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	170	export function FetchAndSaveMarketStatistic():Promise<void>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	180	export function GenerateMorningStrategyNow(arg1:string,arg2:number,arg3:number,arg4:string):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	242	export function GetBKFundFlowTopListByDate(arg1:string,arg2:number):Promise<Array<models.BKFundFlow>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	244	export function GetBinanceFundingRateHistory(arg1:string,arg2:number):Promise<Array<data.BinanceFundingRate>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	246	export function GetBinanceFuturesDerivatives(arg1:string,arg2:string,arg3:number):Promise<data.BinanceDerivativesBundle>	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	256	export function GetBinanceOpenInterestHist(arg1:string,arg2:string,arg3:number):Promise<Array<data.BinanceOpenInterestHi	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	258	export function GetBitgetFundingRateHistory(arg1:string,arg2:number):Promise<Array<data.BitgetFundingRate>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	260	export function GetBitgetFuturesDerivatives(arg1:string):Promise<data.BitgetDerivativesBundle>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	274	export function GetConceptFundFlowListByDate(arg1:string,arg2:string):Promise<Array<models.ConceptFundFlowPoint>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	276	export function GetConceptFundFlowTopList(arg1:number):Promise<Array<models.ConceptFundFlow>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	278	export function GetConceptFundFlowTopListByDate(arg1:string,arg2:number):Promise<Array<models.ConceptFundFlow>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	442	export function GetProfileLearnAiConfigId():Promise<number>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	446	export function GetPromptBacktestTaskDetail(arg1:number):Promise<agent.PromptBacktestTaskDetail>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	448	export function GetPromptBacktestTaskList():Promise<Array<models.PromptBacktestTask>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	450	export function GetPromptTemplateBacktestDetail(arg1:number,arg2:number):Promise<agent.TemplateStat>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	452	export function GetPromptTemplateBacktestStats(arg1:number):Promise<Array<agent.TemplateStat>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	458	export function GetRecentDaysMarketStatistic(arg1:number):Promise<Array<models.MarketStatistic>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	460	export function GetRecommendBacktestStats(arg1:number):Promise<agent.BacktestStats>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	484	export function GetStockConceptsByStockCode(arg1:string):Promise<Array<data.ConceptStock>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	488	export function GetStockEastMoneyKLinePage(arg1:string,arg2:string,arg3:string,arg4:number,arg5:string):Promise<any>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	492	export function GetStockKLinePageWithFallback(arg1:string,arg2:string,arg3:string,arg4:number,arg5:string,arg6:string):P	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	494	export function GetStockKLineWithFallback(arg1:string,arg2:string,arg3:string,arg4:number,arg5:string):Promise<data.KLin	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	498	export function GetStockMinutePriceLineData(arg1:string,arg2:string):Promise<Record<string, any>>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	614	export function ListRecommendBacktestByPrompt(arg1:number,arg2:number,arg3:string,arg4:string,arg5:number):Promise<agent	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	616	export function ListRecommendBacktestBySkill(arg1:number,arg2:number,arg3:string,arg4:number):Promise<agent.BacktestPage	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	618	export function ListRecommendBacktestByTemplate(arg1:number,arg2:number,arg3:number,arg4:number):Promise<agent.BacktestP	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	720	export function SendDingDingMessageByType(arg1:string,arg2:string,arg3:number):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	726	export function SetAiAssistantSessionPinned(arg1:string,arg2:boolean):Promise<void>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	732	export function SetLongTermMemoryAiConfigId(arg1:number):Promise<void>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	736	export function SetProfileLearnAiConfigId(arg1:number):Promise<void>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	788	export function UpdateAiRecommendStocksAlert(arg1:number,arg2:boolean):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	796	export function UpdateDailyOperationPlanAlert(arg1:number,arg2:boolean):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	798	export function UpdateDailyOperationPlanStatus(arg1:number,arg2:string):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.d.ts	800	export function UpdateFilesystemSkillDescription(arg1:string,arg2:string):Promise<string>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	12	export function AbortChatWithAgentBySession(arg1:string):Promise<void>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	16	export function AbortSummaryStockNewsByEvent(arg1:string):Promise<void>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	40	export function AnalyzeSentimentWithFreqWeight(arg1:string):Promise<Record<string, any>>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	42	export function BatchDeleteAIResponseResult(arg1:Array<number>):Promise<string>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	194	export function GetAiRecommendStocksTodayStats(arg1:string,arg2:number):Promise<models.AiRecommendStocksTodayStatsData>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	214	export function GetAllKBVectorizingStatuses():Promise<Record<string, agent.KBVectorizingStatus>>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	222	export function GetAllStockChangesWithPaging(arg1:number):Promise<data.StockChangesResponse>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	296	export function GetDailyOperationPlanByID(arg1:number):Promise<models.DailyOperationPlan>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	298	export function GetDailyOperationPlanList(arg1:models.DailyOperationPlanQuery):Promise<models.DailyOperationPlanPageData	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	336	export function GetHistoryTdxMinuteTimeData(arg1:string,arg2:string):Promise<data.TdxMinuteTimeDataBundle>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	338	export function GetHistoryTdxTransactionData(arg1:string,arg2:string):Promise<any>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	376	export function GetLongTermMemoryAiConfigId():Promise<number>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	390	export function GetMarketSignalScanStatus():Promise<data.MarketSignalScanProgress>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	510	export function GetTdxCompanyCategoryContent(arg1:string,arg2:string):Promise<data.TdxCompanyInfoSection>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	512	export function GetTdxCompanyCategoryList(arg1:string):Promise<any>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	536	export function GetTradingRecordStatistics():Promise<data.TradingRecordStatistics>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	558	export function GlobalStockIndexesReadable():Promise<string>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	574	export function ImportTradingRecordsFromExcel():Promise<data.TradingRecordImportResult>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	646	export function RefreshAllTdxTransactionData(arg1:string):Promise<any>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	648	export function RefreshHistoryTdxTransactionData(arg1:string,arg2:string):Promise<any>;	CODE
LOW	frontend/wailsjs/go/main/App.d.ts	698	export function SaveStockChangesToHistory(arg1:Array<number>):Promise<string>;	CODE
LOW⚡	frontend/wailsjs/go/main/App.js	469	export function GetBKFundFlowTopListByDate(arg1, arg2) {	CODE
LOW⚡	frontend/wailsjs/go/main/App.js	473	export function GetBinanceFundingRateHistory(arg1, arg2) {	CODE
LOW⚡	frontend/wailsjs/go/main/App.js	477	export function GetBinanceFuturesDerivatives(arg1, arg2, arg3) {	CODE
LOW⚡	frontend/wailsjs/go/main/App.js	497	export function GetBinanceOpenInterestHist(arg1, arg2, arg3) {	CODE
131 more matches not shown…

Over-Commented Block128 hits · 128 pts

Severity	File	Line	Snippet	Context
LOW	app_darwin.go	41	// 应用启动时自动创建已启用的定时任务	COMMENT
LOW	app_common.go	461	// - 将前端已检索到的统一命中片段（hitsJSON）注入为系统提示词（sysPromptOverride），	COMMENT
LOW	README.md	321	- 技能管理界面：导入 ZIP 技能包、在线编辑所有文件、新建/删除文件、删除技能	COMMENT
LOW	README.md	341	### 2025.08.09 添加AI智能体聊天功能	COMMENT
LOW	README.md	361	### 2025.05.07 优化分时图的展示	COMMENT
LOW	app.go	201	result["maxDevices"] = respData.Data.MaxDevices	COMMENT
LOW	app.go	901	time.Sleep(2 * time.Second)	COMMENT
LOW	app.go	1201	})	COMMENT
LOW	app.go	1301	//for _, stock := range *stockBasics {	COMMENT
LOW	app.go	1321	Get("http://8.134.249.145:18080/go-stock/stock_base_info_hk.json")	COMMENT
LOW	app.go	1361	// BKCode: stock.BKCode,	COMMENT
LOW	app.go	2561	// }	COMMENT
LOW	app.go	4301	}	COMMENT
LOW	app.go	4421	// 参数:	COMMENT
LOW	app.go	4501	// DeleteTradingRecord 删除交易记录	COMMENT
LOW	main.go	121		COMMENT
LOW	main.go	141	// runtime.EventsEmit(app.ctx, "showSearch", 1)	COMMENT
LOW	main.go	481	if count > 0 {	COMMENT
LOW	main.go	501	// stock.ListDate = convertor.ToString(item[9])	COMMENT
LOW	frontend/wailsjs/runtime/runtime.d.ts	101	// Windows only	COMMENT
LOW	frontend/src/App.vue	1401	// e.target.innerHTML = '取消全屏'	COMMENT
LOW	frontend/src/components/moneyTrend.vue	261	lineStyle: {	COMMENT
LOW	frontend/src/components/moneyTrend.vue	281	// data: [	COMMENT
LOW	frontend/src/components/allStockInfoList.vue	101	// stockName: row.SECURITY_NAME_ABBR,	COMMENT
LOW	frontend/src/components/allStockInfoList.vue	121	// width: 100,	COMMENT
LOW	frontend/src/components/allStockInfoList.vue	141	// },	COMMENT
LOW	frontend/src/components/allStockInfoList.vue	161	// render(row) {	COMMENT
LOW	frontend/src/components/cron-task-manager.vue	1101	default: () => [	COMMENT
LOW	frontend/src/components/stock.vue	1641	//	COMMENT
LOW	frontend/src/components/stockSparkLine.vue	81	},	COMMENT
LOW	backend/apppath/apppath.go	1	// Package apppath 统一解析运行时可写目录（数据库、日志、外置配置文件）。	COMMENT
LOW	backend/util/html_to_markdown_test.go	1	package util	COMMENT
LOW	backend/agent/agent_run.go	41	}	COMMENT
LOW	backend/agent/knowledge_base.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_base.go	341	}	COMMENT
LOW	backend/agent/long_term_memory_tool.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_base_api.go	161	return AddDocumentToKB(kbName, content, source, nil)	COMMENT
LOW	backend/agent/knowledge_base_tool.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_base_tool.go	81		COMMENT
LOW	backend/agent/knowledge_base_tool.go	141		COMMENT
LOW	backend/agent/agent_feedback_api.go	1	package agent	COMMENT
LOW	backend/agent/llm_summary.go	41	// 若父 ctx 已接近/超过其自身 deadline，WithTimeout 会立即失效导致频繁降级。	COMMENT
LOW	backend/agent/template_backtest.go	1	package agent	COMMENT
LOW	backend/agent/auto_recommend_saver.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_base_unified.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_base_unified.go	161	if len(hits) > topK {	COMMENT
LOW	backend/agent/prompt_backtest_engine.go	1	package agent	COMMENT
LOW	backend/agent/skill_backend.go	21	// frontmatter 解析失败都会让 List/Get 返回错误。该错误会经由 skill 工具的 Info()	COMMENT
LOW	backend/agent/recommend_backtest.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_graph.go	1	package agent	COMMENT
LOW	backend/agent/knowledge_graph.go	121	返回格式（严格 JSON，不要 markdown 代码块）：	COMMENT
LOW	backend/agent/stock_basic_info_kb.go	1	package agent	COMMENT
LOW	backend/agent/builtin_models.go	1	package agent	COMMENT
LOW	backend/agent/builtin_models.go	21	//	COMMENT
LOW	backend/agent/web_search_tool.go	1	package agent	COMMENT
LOW	backend/agent/user_profile_api.go	21	// user_profile_api.go — 用户画像 Wails API（P1）。	COMMENT
LOW	backend/agent/agent.go	341	//	COMMENT
LOW	backend/agent/agent.go	501	return resp, err	COMMENT
LOW	backend/agent/agent.go	521	// 解析（ContextWindow 字段 > 内置表 > MaxTokens 兜底 > 默认 64000）。	COMMENT
LOW	backend/agent/agent.go	941	// maybeGetMCPTools 决定并加载外部 MCP 工具。	COMMENT
68 more matches not shown…

Fake / Example Data12 hits · 12 pts

Severity	File	Line	Snippet	Context
LOW	ai-assistant-web/static/assets/index.js	52	`)]),K("placeholder",`	CODE
LOW	ai-assistant-web/static/assets/index.js	120	`,[zn()]),K("placeholder",`	CODE
LOW	ai-assistant-web/static/assets/index.js	130	`)])])]),Fu="1.6s",$v={strokeWidth:{type:Number,default:28},stroke:{type:String,default:void 0},scale:{type:Number,defa	CODE
LOW	ai-assistant-web/static/assets/index.js	711	`)])])]),LU=Ee({name:"InternalSelection",props:Object.assign(Object.assign({},Ge.props),{clsPrefix:{type:String,require	CODE
LOW	ai-assistant-web/static/assets/index.js	807	`),W("&:-webkit-autofill ~",[K("placeholder","display: none;")])]),ae("round",[QA("textarea","border-radius: calc(var(-	CODE
LOW	ai-assistant-web/static/assets/index.js	819	`)]),ae("textarea",[K("placeholder","overflow: visible;")]),QA("autosize","width: 100%;"),ae("autosize",[K("textarea-el	CODE
LOW	ai-assistant-web/static/assets/index.js	844	`,[W("&[type=password]::-ms-reveal","display: none;"),W("+",[K("placeholder",`	CODE
LOW	ai-assistant-web/static/assets/index.js	847	`)])]),QA("textarea",[K("placeholder","white-space: nowrap;")]),K("eye",`	CODE
LOW	ai-assistant-web/static/assets/index.js	899	`),K("placeholder","color: var(--n-placeholder-color-disabled);"),K("separator","color: var(--n-text-color-disabled);",	CODE
LOW	ai-assistant-web/static/assets/index.js	953	`,[K("placeholder",[re("base-icon",`	CODE
LOW	ai-assistant-web/static/assets/index.js	992	`)}else{const{value:Xe}=u;Xe&&(O?Xe.textContent=O:Xe.innerHTML=" ")}}function No(){he()}const qn=G({top:"0"});funct	CODE
LOW	backend/agent/tools/data_tools_wrapper_test.go	66	args := `{"modelName":"ai-fake-name","stockCode":"600519.SH","stockName":"贵州茅台","rating":"买入"}`	CODE

AI Slop Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	backend/data/okx_trade_api.go	1181	// OKXSetLeverageResult /account/set-leverage 响应。	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/8月新功能介绍：(首页 · 技能系统 · 知识库 · 长期记忆等).md	85	## 三、知识库（RAG）	COMMENT

ArvinLovegood/go-stock

Open-Source Code Quality, Security and Technical Debt Review