0.8

Adjusted Signal

0.8

Raw Pattern Score

100%

Time Factor

2026-10-23

Last Push

19.0K

Stars

TypeScript

Language

271.2K

Lines of Code

2.6K

Files

153

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 3.0/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 144 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.7/100 · LOW

Are imports declared and package/API names verified? 5 finding(s).

Agent Over-Engineering Ratio 1.2/100 · LOW

Are wrappers, guards, and repeated structures necessary? 54 finding(s).

PR Review Velocity Impact 3.6/100 · LOW

Which changes need focused human review? 153 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 1MEDIUM 11LOW 139

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 153 distinct pattern matches across 11 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 Block73 hits · 73 pts

Severity	File	Line	Snippet	Context
LOW	vitest.config.ts	41	// {	COMMENT
LOW	vitest.config.ts	61	// decorators correctly. Requires @oxc-node/core >= 0.1.0, which fixes the	COMMENT
LOW	tools/egg-bin/src/baseCommand.ts	241	// and an ESM `module.register()` hook from a single `--import`, so when it is	COMMENT
LOW	tools/egg-bundler/test/no-filesystem-scan.test.ts	1	import fs from 'node:fs/promises';	COMMENT
LOW	tools/egg-bundler/test/deterministic.test.ts	21	//	COMMENT
LOW	tools/egg-bundler/src/lib/prelude.ts	241	// Call args captured at build can themselves be member-proxies — e.g. a model column	COMMENT
LOW	tools/egg-bundler/src/lib/EntryGenerator.ts	381	}	COMMENT
LOW	tools/egg-bundler/src/lib/EntryGenerator.ts	481	// no servers/timers/connections), run the snapshotWillSerialize hooks to release	COMMENT
LOW	tools/egg-bundler/src/lib/EntryGenerator.ts	541	// eslint-disable-next-line no-console	COMMENT
LOW	plugins/watcher/src/lib/event-sources/development.ts	81	// path: '/Users/mk2/git/changing/test/fixtures/foo.js',	COMMENT
LOW	plugins/security/test/benchmark/set_header.js	61	console.log('\n setHeader() Benchmark\n node version: %s, date: %s\n Starting...', process.version, Date());	COMMENT
LOW	plugins/security/test/benchmark/cidr_subnet.js	41	benchmarks.log();	COMMENT
LOW	plugins/redis/src/config/config.default.ts	81	export default {	COMMENT
LOW	plugins/redis/src/config/config.default.ts	101	// port: 'port',	COMMENT
LOW	plugins/redis/src/config/config.default.ts	121	// db: 'db',	COMMENT
LOW	plugins/development/test/development-ts.test.ts	21	// for debounce	COMMENT
LOW	plugins/mock/test/inject_ctx.test.ts	81	.expect('stdout', /"before each" hook for "should not print"/)	COMMENT
LOW	plugins/mock/test/index.test-skip.ts	1	// import mm from '../index';	COMMENT
LOW	plugins/mock/test/index.test-skip.ts	21		COMMENT
LOW	plugins/mock/test/index.test-skip.ts	41		COMMENT
LOW	plugins/mock/test/index.test-skip.ts	61	// process.exit(1);	COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	21	agent = (app as any).agent;	COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	41	// agent.httpclient.once('response', function (result: any) {	COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	61	// // assert.deepEqual(result.req.options, {	COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	81		COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	101	// done();	COMMENT
LOW	plugins/mock/test/mock_agent_httpclient.test.ts	121	// agent.httpclient.once('response', function (result: any) {	COMMENT
LOW	plugins/mock/src/typings/index.d.ts	1	// make sure to import egg typings and let typescript know about it	COMMENT
LOW	plugins/mock/src/lib/utils.ts	41	return options;	COMMENT
LOW	plugins/mock/src/lib/utils.ts	61	// if (!src) {	COMMENT
LOW	plugins/mock/src/lib/utils.ts	81	// return dest;	COMMENT
LOW	plugins/mock/src/lib/prerequire.ts	1	// const debug = require('util').debuglog('egg-mock/prerequire');	COMMENT
LOW	plugins/mock/src/lib/prerequire.ts	21	// require(filepath);	COMMENT
LOW	tegg/README.md	461		COMMENT
LOW	tegg/standalone/standalone/src/ModuleConfig.ts	1	// import 'egg';	COMMENT
LOW	tegg/plugin/controller/src/lib/impl/mcp/EggMcpRouter.ts	561		COMMENT
LOW	tegg/plugin/tegg/test/BundledAppBoot.test.ts	101	// The injected manifest VFS is the loader's fs, exactly like a bundled app.	COMMENT
LOW	tegg/plugin/tegg/test/app/extend/context.test.ts	101	});	COMMENT
LOW	tegg/plugin/mcp-proxy/test/client-field-shadow.test.ts	1	import assert from 'node:assert';	COMMENT
LOW	tegg/plugin/orm/src/lib/DataSourceManager.ts	1	// exports.orm = {	COMMENT
LOW	packages/cluster/test/options.test.ts	321		COMMENT
LOW	packages/cluster/test/master/messenger.test.ts	61	await app.ready();	COMMENT
LOW	packages/cluster/test/master/messenger.test.ts	81	// 'ignore',	COMMENT
LOW	packages/egg/test/typescript.test.ts	21	// .expect('code', 0)	COMMENT
LOW	packages/egg/test/typescript.test.ts	61	describe('type check', () => {	COMMENT
LOW	packages/egg/test/typescript.test.ts	81	// await coffee.fork(	COMMENT
LOW	packages/egg/test/app/extend/application.test.ts	181	});	COMMENT
LOW	packages/egg/test/app/extend/context.test.ts	301	// await scheduler.wait(1200);	COMMENT
LOW	packages/egg/test/app/extend/context.test.ts	321	it('should use custom task name first', async () => {	COMMENT
LOW	packages/egg/src/lib/application.ts	121	//	COMMENT
LOW	packages/egg/src/lib/egg.ts	701	}	COMMENT
LOW	packages/egg/src/lib/egg.ts	721	// `npm ci` into the output dir), OR	COMMENT
LOW	packages/core/test/egg.test.ts	241	// app.once('ready_timeout', id => {	COMMENT
LOW	packages/core/test/egg.test.ts	281	// done = pending(2, done);	COMMENT
LOW	packages/core/test/egg.test.ts	301	// done,	COMMENT
LOW	packages/core/test/egg.test.ts	321	await promise;	COMMENT
LOW	packages/core/test/egg.test.ts	341	// });	COMMENT
LOW	packages/core/test/egg.test.ts	441		COMMENT
LOW	packages/core/test/egg.test.ts	461	// return wrapped(true).then(res => assert(res === true));	COMMENT
LOW	packages/core/test/egg.test.ts	481	// const arr = [ fn(1), fn(2) ];	COMMENT
13 more matches not shown…

Hyper-Verbose Identifiers50 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	tools/egg-bin/src/bundleOptions.ts	35	export async function getBundleFrameworkSpecifier(baseDir: string, framework?: string): Promise<string> {	CODE
LOW	tools/egg-bundler/test/ManifestLoader.test.ts	129	async function createInstalledFrameworkFixture(	CODE
LOW	tools/egg-bundler/test/deterministic.test.ts	94	function makeDeterministicMockBuild(outputDir: string): BuildFunc {	CODE
LOW	tools/egg-bundler/test/deterministic.test.ts	128	function normalizeWorkerAppBaseDir(source: string, baseDir: string): string {	CODE
LOW	tools/egg-bundler/src/compat/leoric/index.ts	33	export function resolveLeoricSnapshotCompatibility(	CODE
LOW	tools/egg-bundler/src/lib/prelude.ts	125	export async function resolveSnapshotLazyModules(baseDir: string): Promise<string[]> {	CODE
LOW	tools/egg-bundler/src/lib/prelude.ts	178	(function eggBundlerSnapshotPrelude() {	CODE
LOW	tools/egg-bundler/src/lib/prelude.ts	542	export function injectExternalRequireLazyHook(content: string): ExternalRequireInjectionResult {	CODE
LOW	tools/egg-bundler/src/lib/frameworkSpecifier.ts	6	function isPathLikeFrameworkSpecifier(framework: string): boolean {	CODE
LOW	tools/egg-bundler/src/lib/frameworkSpecifier.ts	23	export function assertFrameworkPackageSpecifier(framework: string): void {	CODE
LOW	tools/egg-bundler/src/lib/Bundler.ts	97	function validateModulePackAliasSpecifier(filepath: string, specifier: string): void {	CODE
LOW⚡	tools/egg-bundler/src/lib/Bundler.ts	122	function normalizeRuntimeAssetRoot(filepath: string, root: string): string {	CODE
LOW⚡	tools/egg-bundler/src/lib/Bundler.ts	126	function normalizeRuntimeAssetRoots(filepath: string, roots: readonly string[]): readonly string[] {	CODE
LOW⚡	tools/egg-bundler/src/lib/Bundler.ts	130	function normalizeRuntimeAssetForceCopyDir(filepath: string, dir: string): string {	CODE
LOW⚡	tools/egg-bundler/src/lib/Bundler.ts	134	function normalizeRuntimeAssetForceCopyDirs(filepath: string, dirs: readonly string[]): readonly string[] {	CODE
LOW	tools/egg-bundler/src/lib/Bundler.ts	160	function parseModuleBundlePackConfig(	CODE
LOW	tools/egg-bundler/src/lib/Bundler.ts	197	function parseModuleBundleRuntimeAssetsConfig(	CODE
LOW	tools/egg-bundler/src/lib/Bundler.ts	304	export function sanitizeBundleOutputRelativePath(relativeName: string): string {	CODE
LOW	…ins/development/src/app/middleware/egg_loader_trace.ts	10	export default function createEggLoaderTraceMiddleware(_options: unknown, app: Application): MiddlewareFunc {	CODE
LOW	tegg/core/runtime/src/model/EggObject.ts	12	export function eggObjectLifecycleUtilFromBag(bag: TeggScopeBag): LifecycleUtil<EggObjectLifeCycleContext, EggObject> {	CODE
LOW	tegg/core/runtime/src/model/LoadUnitInstance.ts	13	export function loadUnitInstanceLifecycleUtilFromBag(	CODE
LOW	tegg/core/runtime/src/model/EggContext.ts	13	export function eggContextLifecycleUtilFromBag(	CODE
LOW	…/core/controller-decorator/src/decorator/Middleware.ts	18	function isAopTypeOrMiddlewareType(	CODE
LOW	…/core/controller-decorator/src/decorator/Middleware.ts	32	function functionTypeClassMiddleware(constructor: EggProtoImplClass) {	CODE
LOW	…/core/controller-decorator/src/decorator/Middleware.ts	44	function functionTypeMethodMiddleware(target: any, propertyKey: PropertyKey) {	CODE
LOW	tegg/core/loader/src/TeggManifestLoaderFS.ts	41	export function createTeggManifestLoaderFS(	CODE
LOW	…ecorator/src/qualifier/ChatCheckpointSaverQualifier.ts	6	export function ChatCheckpointSaverQualifier(	CODE
LOW	tegg/core/metadata/src/model/LoadUnit.ts	12	export function loadUnitLifecycleUtilFromBag(bag: TeggScopeBag): LifecycleUtil<LoadUnitLifecycleContext, LoadUnit> {	CODE
LOW	tegg/core/metadata/src/model/EggPrototype.ts	17	export function eggPrototypeLifecycleUtilFromBag(	CODE
LOW	tegg/plugin/schedule/src/lib/EggScheduleAdapter.ts	9	export function eggScheduleAdapterFactory(	CODE
LOW	scripts/utils.js	54	export function assertValidNpmPackageName(name) {	CODE
LOW	scripts/utils.js	169	export function resolveWorkspaceProtocols(manifest, { versionMap, catalogs }) {	CODE
LOW	scripts/utils.js	205	export function applyPublishConfigOverrides(manifest) {	CODE
LOW	scripts/ci-test-benchmark/cli.js	111	function normalizePackageManagerArgv(argv) {	CODE
LOW	packages/core/src/loader/egg_loader.ts	2046	function controllerMethodToMiddleware(Controller: typeof BaseContextClass, key: string) {	CODE
LOW	packages/core/src/loader/egg_loader.ts	2047	return function classControllerMiddleware(this: Context, ...args: unknown[]) {	CODE
LOW	packages/core/src/loader/egg_loader.ts	2085	function objectFunctionToMiddleware(func: Fun) {	CODE
LOW	packages/core/src/loader/egg_loader.ts	2086	async function objectControllerMiddleware(this: Context, ...args: unknown[]) {	CODE
LOW	packages/core/src/loader/file_loader.ts	66	function getDefaultFileLoaderMatch(): string[] {	CODE
LOW	packages/loader-fs/src/manifest_loader_fs.ts	312	function normalizeAlternationGroups(pattern: string): string {	CODE
LOW	packages/loader-fs/src/index.ts	30	function isEnvironmentTeardownError(e: unknown): boolean {	CODE
LOW	packages/logger/src/utils.ts	97	export function defaultContextPaddingMessage(ctx: Record<string, unknown>): string {	CODE
LOW	packages/supertest/test/supertest.test.ts	20	function shouldIncludeStackWithThisFile(err: Error) {	CODE
LOW	packages/utils/src/import.ts	164	function tryToResolveByDirnameFromPackage(dirname: string, pkg: any): string \| undefined {	CODE
LOW	packages/utils/src/import.ts	289	function tryToResolveFromAbsoluteFile(filepath: string): string \| undefined {	CODE
LOW	packages/utils/src/import.ts	459	function normalizeBundleModulePath(filepath: string): string {	CODE
LOW	packages/skills/egg-core/references/proto.md	85	export class RequestHandler {	CODE
LOW	packages/cookies/src/cookies.ts	287	function parseChromiumAndMajorVersion(userAgent: string): ParseChromiumResult {	CODE
LOW	packages/cookies/src/cookies.ts	327	function ignoreCookiesByNameAndPath(cookies: string[], name: string, path: string \| null \| undefined) {	CODE
LOW	packages/koa/src/request.ts	644	function splitCommaSeparatedValues(value: string, limit?: number): string[] {	CODE

Hallucination Indicators2 hits · 30 pts

Severity	File	Line	Snippet	Context
CRITICAL	packages/egg/test/lib/core/logger.test.ts	120	// app.config.logger.buffer.should.equal(false);	COMMENT
CRITICAL	packages/egg/test/lib/core/logger.test.ts	144	// app.config.logger.buffer.should.equal(true);	COMMENT

Structural Annotation Overuse13 hits · 20 pts

Severity	File	Line	Snippet	Context
LOW	…evelopment/src/app/middleware/loader_trace_template.ts	20	// Step 2: 载入数据源	COMMENT
LOW	packages/skills/PLAN.md	213	// Step 1: 加载 skill 内容作为 system prompt，向被测 LLM 提问	COMMENT
LOW	packages/skills/PLAN.md	231	// Step 2: 用 Judge LLM 对回答逐项评分	COMMENT
LOW	packages/skills/egg-controller/references/schedule.md	9	## Step 1: 创建定时任务	COMMENT
LOW	packages/skills/egg-controller/references/schedule.md	74	## Step 2: 选择工作模式	COMMENT
LOW	packages/skills/egg-controller/references/schedule.md	81	## Step 3: 配置运行参数	COMMENT
LOW	packages/skills/egg-core/SKILL.md	11	### Step 1: 代码写在 module 中	COMMENT
LOW	packages/skills/egg-core/SKILL.md	102	### Step 2: 用 Proto 实现 Service	COMMENT
LOW	packages/skills/egg-core/SKILL.md	148	### Step 3: 通过 Inject 使用 Service	COMMENT
LOW	packages/skills/egg-core/references/dynamic-inject.md	8	## Step 1: 定义抽象类和类型枚举	COMMENT
LOW	packages/skills/egg-core/references/dynamic-inject.md	29	## Step 2: 创建自定义装饰器	COMMENT
LOW	packages/skills/egg-core/references/dynamic-inject.md	50	## Step 3: 实现抽象类	COMMENT
LOW	packages/skills/egg-core/references/dynamic-inject.md	70	## Step 4: 动态获取实现	COMMENT

Decorative Section Separators4 hits · 12 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/egg-bundler/src/lib/EntryGenerator.ts	383	// ── decorator file-path correction ──────────────────────────────────────────	COMMENT
MEDIUM	tools/egg-bundler/src/lib/EntryGenerator.ts	478	// ── snapshot build mode ─────────────────────────────────────────────────	COMMENT
MEDIUM	tools/egg-bundler/src/lib/EntryGenerator.ts	529	// ── snapshot restore main ──────────────────────────────────────────	COMMENT
MEDIUM	tools/egg-bundler/src/lib/EntryGenerator.ts	609	// ── normal mode ─────────────────────────────────────────────────────────	COMMENT

AI Slop Vocabulary3 hits · 9 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/egg-bundler/src/lib/Bundler.ts	540	// loop stays robust if it ever moves) and, in the same read/write, prepend the	COMMENT
MEDIUM	tools/scripts/src/commands/start.ts	239	// it makes env big but more robust	COMMENT
MEDIUM	packages/supertest/test/supertest.test.ts	442	// "socket hang up". Assert the family so the test is robust regardless of what	COMMENT

Modern AI Meta-Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/create-egg/README.md	61	Check out Awesome Egg.js for [community maintained templates](https://github.com/eggjs/awesome-egg#boilerplates) that in	CODE
MEDIUM	tools/create-egg/README.md	61	Check out Awesome Egg.js for [community maintained templates](https://github.com/eggjs/awesome-egg#boilerplates) that in	CODE
MEDIUM	site/docs/advanced/framework.md	49	Just use [egg-boilerplate-framework](https://github.com/eggjs/egg-boilerplate-framework) to generates a scaffold for you	CODE

Magic Placeholder Names1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	site/docs/zh-CN/core/deployment.md	170	secret: '<YOUR_SECRET>',	CODE

Self-Referential Comments1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	.github/workflows/release.yml	135	# Create the tag locally if it doesn't exist	COMMENT

Fake / Example Data2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	packages/supertest/README.md	158	expect(response.body.email).toEqual('foo@bar.com');	CODE
LOW	packages/supertest/README.md	172	expect(response.body.email).toEqual('foo@bar.com');	CODE

Verbosity Indicators1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	…evelopment/src/app/middleware/loader_trace_template.ts	20	// Step 2: 载入数据源	COMMENT

eggjs/egg

Open-Source Code Quality, Security and Technical Debt Review