weapp-tailwindcss - bring tailwindcss to weapp ! 把 tailwindcss 原子化思想带入小程序开发吧 !
This report presents the forensic synthetic code analysis of sonofmagic/weapp-tailwindcss, a TypeScript project with 1,828 GitHub stars. SynthScan v2.0 examined 686,387 lines of code across 3420 source files, recording 1613 pattern matches distributed across 9 syntactic categories. The overall adjusted score of 2.6 places this repository in the Likely human-written band.
The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).
This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.
Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.
This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.
The scanner identified 1613 distinct pattern matches across 9 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | vitest.config.ts | 41 | function loadProjectRootsFromWorkspace(): string[] { | CODE |
| LOW | …ailwindcss-plugin-compare/src/report-web-comparison.ts | 128 | export function renderWebTargetComparison(report: BenchmarkReport, caseName: CaseNameFormatter) { | CODE |
| LOW | demo/taro-webpack-vue3-tailwindcss-v4/config/index.ts | 36 | function disableWebpackDevServerClientOverlay(chain: any) { | CODE |
| LOW | demo/web/shared/vite-target.ts | 8 | export function resolveWebDemoGeneratorTarget(): WebDemoGeneratorTarget { | CODE |
| LOW | demo/web/shared/vite-target.ts | 13 | export function createWebDemoWeappTailwindcssPlugins(projectRoot: string): PluginOption[] { | CODE |
| LOW | …/uni-app-vite-tailwindcss-v4/src/pages/index/index.vue | 296 | function removeExistingSpecialClassProbe() { | CODE |
| LOW | …/uni-app-vite-tailwindcss-v4/src/pages/index/index.vue | 301 | function createSpecialClassProbeStyle(documentRef: Document) { | CODE |
| LOW | …/uni-app-vite-tailwindcss-v4/src/pages/index/index.vue | 318 | function createSpecialClassProbeElement(documentRef: Document, className: string, text: string) { | CODE |
| LOW | demo/__tests__/tailwind-path-directives.test.ts | 116 | function getPositiveSourceSpecifiers(source: string) { | CODE |
| LOW | demo/__tests__/tailwind-path-directives.test.ts | 130 | function isAllowedSubpackageSourceSpecifier(relativePath: string, specifier: string) { | CODE |
| LOW | demo/__tests__/tailwind-path-directives.test.ts | 146 | function getDemoProjectFromDemoRelativePath(relativePath: string) { | CODE |
| LOW | demo/__tests__/tailwind-path-directives.test.ts | 171 | function getSubpackageConfigCandidates(root: typeof subpackageRoots[number]) { | CODE |
| LOW | demo/__tests__/tailwind-path-directives.test.ts | 181 | function projectDeclaresSubpackage(source: string, root: typeof subpackageRoots[number]) { | CODE |
| LOW | demo/__tests__/wxss-output.test.ts | 443 | function resolveRecursiveAppWxssArtifacts(): string[] { | CODE |
| LOW | demo/taro-webpack-react-tailwindcss-v4/config/index.ts | 42 | function disableWebpackDevServerClientOverlay(chain: any) { | CODE |
| LOW | …dcss-scripts/src/watch-hmr-regression/memory-report.ts | 105 | export function summarizeMemoryDebugSamples(samples: HmrMemoryDebugSample[]): HmrMemoryDebugSummary { | CODE |
| LOW | …dcss-scripts/src/watch-hmr-regression/memory-report.ts | 226 | function createProjectMemoryReport(item: WatchCaseMetrics): HmrMemoryProjectReport { | CODE |
| LOW | …lwindcss-scripts/src/watch-hmr-regression/artifacts.ts | 42 | export async function collectWatchArtifactFiles(watchCase: WatchCase) { | CODE |
| LOW | …lwindcss-scripts/src/watch-hmr-regression/artifacts.ts | 105 | export async function collectWatchArtifactSnapshot( | CODE |
| LOW | …lwindcss-scripts/src/watch-hmr-regression/artifacts.ts | 162 | export function diffWatchArtifactSnapshots( | CODE |
| LOW | …lwindcss-scripts/src/watch-hmr-regression/artifacts.ts | 261 | export function countSubPackageMutationHmr(metrics: SubPackageMutationMetrics | undefined) { | CODE |
| LOW | …windcss-scripts/src/watch-hmr-regression/style-only.ts | 24 | function toStyleOnlyWatchCaseMetrics( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 260 | export function mutateScriptByDataAnchorWithCommentCarrier( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 275 | export function mutateTsxScriptByReturnAnchor(source: string, payload: ClassMutationPayload, returnAnchor = ' return (' | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 300 | export function mutateTsxScriptByReturnAnchorWithCommentCarrier( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 329 | export function mutateVueScriptSetupArrayByAnchor( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 344 | export function mutateVueScriptSetupObjectKeyByAnchor( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 365 | export function insertIntoVueTemplateRoot(source: string, snippet: string) { | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 383 | export function mutateVueScriptSetupArrayByAnchorWithCommentCarrier( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 411 | export function mutateVueScriptSetupObjectKeyByAnchorWithCommentCarrier( | CODE |
| LOW | …p-tailwindcss-scripts/src/watch-hmr-regression/text.ts | 439 | export function mutateVueRefStringLiteral( | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/summary.ts | 92 | export function summarizeMetricsByProject(cases: WatchCaseMetrics[]) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/summary.ts | 109 | export function summarizeMutationMetricsByKind(mutations: WatchCaseMutationMetrics[]) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/summary.ts | 143 | export function summarizeMutationKindAcrossCases(cases: WatchCaseMetrics[]) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/summary.ts | 152 | export function resolveRepositoryRootLabel(baseCwd: string) { | CODE |
| LOW | …s-scripts/src/watch-hmr-regression/output-integrity.ts | 18 | export function createOutputIntegrityMonitor(guards: OutputIntegrityGuard[] | undefined) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 43 | function isSassDeprecationNoiseLine(line: string) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 115 | function stripAnsiControlSequences(line: string) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 281 | function listDescendantPidsOnPosix(rootPid: number) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 385 | function sampleProcessTreeMemoryOnPosix(rootPid: number): Omit<MemoryUsageSample, 'at'> | undefined { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 467 | export function createWindowsProcessTreeMemoryScript(rootPid: number, cwd = process.cwd()) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 512 | function sampleProcessTreeMemoryOnWindows(rootPid: number): Omit<MemoryUsageSample, 'at'> | undefined { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 550 | function normalizeWindowsTopProcesses(value: unknown): MemoryProcessSample[] { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 625 | function listMatchingWatchPidsByCwd(cwd: string) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 669 | function cleanupExistingWatchProcesses(cwd: string) { | CODE |
| LOW | …ailwindcss-scripts/src/watch-hmr-regression/session.ts | 794 | export function createWatchCommandSession( | CODE |
| LOW | …scripts/src/watch-hmr-regression/web-compile-settle.ts | 35 | export function resolveReloadAcceptAttemptTimeout(timeoutMs: number, pollMs: number) { | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 102 | async function runSubPackageMutationInNewSession( | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 553 | function normalizeMainStyleSubPackageLimit(limit: number | undefined, total: number) { | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 560 | function createMainStyleOnlyMetrics(params: { | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 750 | export function assertPluginProcessBudget(metrics: WatchCaseMetrics, options: CliOptions) { | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 833 | function collectClassMutationBudgetSamples( | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 863 | function collectClassMutationPluginProcessBudgetSamples( | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 917 | function collectStyleMutationPluginProcessBudgetSamples( | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 932 | function collectPluginProcessBudgetSamples(metrics: WatchCaseMetrics): PluginProcessBudgetSample[] { | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 1017 | function collectStyleMutationBudgetSample( | CODE |
| LOW | …tailwindcss-scripts/src/watch-hmr-regression/runner.ts | 1026 | function collectHotUpdateBudgetSamples(metrics: WatchCaseMetrics): HotUpdateBudgetSample[] { | CODE |
| LOW | …pp-tailwindcss-scripts/src/watch-hmr-regression/web.ts | 42 | function collectPluginProcessMetrics(samples: PluginProcessSample[], startedAt: number) { | CODE |
| LOW⚡ | …pp-tailwindcss-scripts/src/watch-hmr-regression/web.ts | 86 | function resolveRollbackExpectedStyle(config: WebHmrConfig) { | CODE |
| LOW⚡ | …pp-tailwindcss-scripts/src/watch-hmr-regression/web.ts | 94 | function resolveRollbackClassLiteral(config: WebHmrConfig) { | CODE |
| 1429 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| CRITICAL | …ndlers/webpack-style-injector-integration.unit.test.ts | 101 | const updateSource = harness.compilation.updateAsset.mock.calls.at(-1)?.[1] as () => FakeConcatSource | CODE |
| CRITICAL | …test/bundlers/webpack.v5.unit/web-css-rewrite.cases.ts | 109 | const onUpdateCalls = testState.currentContext.onUpdate.mock.calls.filter(([file]) => file === 'chunk.js') | CODE |
| CRITICAL | …test/bundlers/webpack.v5.unit/web-css-rewrite.cases.ts | 111 | expect(testState.currentContext.onUpdate.mock.calls.some(([file]) => file === 'same.js')).toBe(false) | CODE |
| CRITICAL | …dlers/webpack.v5.unit/v5-assets.hook-branches.cases.ts | 288 | const linkedUpdate = harness.compilation.updateAsset.mock.calls.find(([file]) => file === 'linked.js') | CODE |
| CRITICAL | …dlers/webpack.v5.unit/v5-assets.hook-branches.cases.ts | 326 | expect(harness.compilation.updateAsset.mock.calls.some(([file]) => file === 'linked.js')).toBe(false) | CODE |
| CRITICAL | …dlers/webpack.v5.unit/v5-assets.hook-branches.cases.ts | 363 | const linkedUpdate = harness.compilation.updateAsset.mock.calls.find(([file, source]) => | CODE |
| CRITICAL | …/test/bundlers/webpack.v5.unit/source-css-hot.cases.ts | 140 | expect(testState.currentContext.styleHandler.mock.calls.at(-1)?.[0]).toBe(secondSourceCss) | CODE |
| CRITICAL | …/test/bundlers/webpack.v5.unit/source-css-hot.cases.ts | 141 | expect(testState.currentContext.styleHandler.mock.calls.at(-1)?.[1]?.sourceOptions?.sourceCss).toContain('@apply f | CODE |
| CRITICAL | …/test/bundlers/webpack.v5.unit/source-css-hot.cases.ts | 285 | expect(testState.currentContext.styleHandler.mock.calls.at(-1)?.[1]?.sourceOptions?.sourceCss).toBe(rollbackSource | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | benchmark/app/src/vite-env.d.ts | 1 | /// <reference types="vite/client" /> | COMMENT |
| LOW | demo/taro-webpack-vue3-tailwindcss-v4/config/prod.ts | 21 | // chain.plugin('analyzer') | COMMENT |
| LOW | …ssue-951-taro-vite-react-tailwindcss-v4/config/prod.ts | 21 | // */ | COMMENT |
| LOW | demo/taro-vite-vue3-tailwindcss-v4/config/prod.ts | 21 | // */ | COMMENT |
| LOW | demo/taro-vite-react-tailwindcss-v4/config/prod.ts | 21 | // */ | COMMENT |
| LOW | demo/gulp-tailwindcss-v4/postcss.config.js | 21 | // rootValue: 32, | COMMENT |
| LOW | demo/taro-webpack-react-tailwindcss-v4/config/prod.ts | 21 | // chain.plugin('analyzer') | COMMENT |
| LOW | demo/weapp-vite-tailwindcss-v4/vite.config.ts | 21 | '*': [/^t-class(?:-.+)?$/], | COMMENT |
| LOW | demo/mpx-tailwindcss-v4/.eslintrc.js | 1 | module.exports = { | COMMENT |
| LOW | tools/weapp-tailwindcss-scripts/src/js-bench.ts | 1 | /* empty */ | COMMENT |
| LOW | …ols/weapp-tailwindcss-scripts/src/build-weapp-theme.ts | 1 | // https://github.com/tailwindlabs/tailwindcss/discussions/15356 | COMMENT |
| LOW | website/playwright.config.ts | 81 | // name: 'Microsoft Edge', | COMMENT |
| LOW | packages/weapp-tailwindcss/test/options.test.ts | 261 | COMMENT | |
| LOW | packages/weapp-tailwindcss/test/options.test.ts | 341 | const config = getCompilerContext({ | COMMENT |
| LOW | packages/weapp-tailwindcss/test/options.test.ts | 361 | // const o0o = getCompilerContext({ | COMMENT |
| LOW | packages/weapp-tailwindcss/test/options.test.ts | 441 | COMMENT | |
| LOW | …s/weapp-tailwindcss/test/wxml/templeteReplacer.test.ts | 261 | // }) | COMMENT |
| LOW | packages/weapp-tailwindcss/test/vitest/vite.test.ts | 21 | const vitePlugins: Plugin[] = [] | COMMENT |
| LOW | packages/postcss/test/plugins/index.test.ts | 1 | import postcss from 'postcss' | COMMENT |
| LOW | packages/postcss/test/plugins/index.test.ts | 21 | // 1 Root | COMMENT |
| LOW | packages/postcss/src/plugins/pre.ts | 61 | // @supports ((-webkit-hyphens: none) and (not (margin-trim: inline))) or ((-moz-orient: inline) and (not (color: rgb(fr | COMMENT |
| LOW | packages/postcss/src/plugins/pre.ts | 81 | // --tw-inset-ring-color: initial; | COMMENT |
| LOW | .github/ISSUE_TEMPLATE/config.yml | 1 | blank_issues_enabled: false | COMMENT |
| LOW | templates/taro-webpack-tailwindcss-v4/config/prod.ts | 21 | // chain.plugin('analyzer') | COMMENT |
| LOW | templates/taro-vite-tailwindcss-v4/config/prod.ts | 21 | // */ | COMMENT |
| LOW | packages-runtime/theme-transition/test/scss.test.ts | 41 | }) | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 161 | // color: var(--tw-prose-lead); | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 181 | // } | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 241 | expect(result.css).toMatchSnapshot() | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 261 | // .sm\:prose :where(.sm\:prose > ul > li):not(:where([class~='not-prose'], [class~='not-prose'] *)) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 361 | }, | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 381 | // .prose :where(ol[type='A']):not(:where([class~='not-prose'], [class~='not-prose'] *)) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 401 | // content: '`'; | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 421 | // .prose-lg :where(.prose-lg > ul > li):not(:where([class~='not-prose'], [class~='not-prose'] *)) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 501 | // color: var(--tw-prose-lead); | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 521 | // } | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 541 | // .prose-headings\:text-ellipsis h4 { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 621 | // color: var(--tw-prose-bold); | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 721 | // color: var(--tw-prose-lead); | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 741 | // .prose-h3\:text-xl :is(:where(h3):not(:where([class~='not-prose'], [class~='not-prose'] *))) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 761 | // margin-right: auto; | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 781 | // .prose-ul\:pl-8 :is(:where(ul):not(:where([class~='not-prose'], [class~='not-prose'] *))) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 801 | // text-align: left; | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 881 | expect(result.css).toMatchSnapshot() | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 901 | // .markdown-h1\:text-3xl :is(:where(h1):not(:where([class~='not-markdown'], [class~='not-markdown'] *))) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 921 | // .markdown-a\:font-bold :is(:where(a):not(:where([class~='not-markdown'], [class~='not-markdown'] *))) { | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 941 | // font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, 'Liberation Mono', 'Courier New', monospace | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 961 | // --tw-border-opacity: 1; | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1041 | }, | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1141 | const result = await run(config) | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1181 | // expect(result.css).include(css` | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1221 | // color: red; | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1261 | // } | COMMENT |
| LOW | packages-runtime/typography/test/index.test.ts | 1281 | // color: var(--tw-prose-body); | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM⚡ | website/docs/ai/basics/rag.md | 22 | # RAG（检索增强生成） | COMMENT |
| MEDIUM⚡ | website/docs/ai/basics/rag.md | 32 | ## RAG 的核心概念 | COMMENT |
| MEDIUM⚡ | website/docs/ai/basics/rag.md | 34 | ### 1. 为什么需要 RAG | COMMENT |
| MEDIUM | website/docs/ai/basics/rag.md | 50 | ### 2. RAG vs Fine-tuning | COMMENT |
| MEDIUM | website/docs/ai/basics/rag.md | 64 | ## RAG 的工作原理 | COMMENT |
| MEDIUM | website/docs/ai/basics/rag.md | 147 | ## RAG 的实现方式 | COMMENT |
| MEDIUM | website/docs/ai/basics/rag.md | 149 | ### 1. Naive RAG（基础 RAG） | COMMENT |
| MEDIUM | website/docs/ai/basics/rag.md | 176 | ### 2. Advanced RAG（高级 RAG） | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 208 | ### 3. Modular RAG（模块化 RAG） | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 230 | ## RAG 的优化技术 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 339 | #### 自我修正 (Self-RAG) | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 348 | ## RAG 的应用场景 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 400 | ## RAG 的评估指标 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 423 | # RAG 评估框架示例 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 439 | ## RAG 的常见问题 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 479 | ## RAG 开源框架 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 488 | # 创建 RAG 链 | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 516 | # 创建 RAG Pipeline | STRING |
| MEDIUM | website/docs/ai/basics/rag.md | 531 | ## RAG 实现清单 | STRING |
| MEDIUM | website/docs/ai/basics/context-window.md | 195 | ### 4. 向量检索 (RAG) | COMMENT |
| MEDIUM | website/static/llms-index.json | 606 | "# 1. 为什么需要 RAG", | CODE |
| MEDIUM | website/static/llms-index.json | 607 | "# 2. RAG vs Fine-tuning", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | website/docs/ai/basics/power.md | 358 | "email": "user@example.com", | CODE |
| LOW | .agents/skills/playwright-cli/SKILL.md | 38 | playwright-cli fill e5 "user@example.com" | CODE |
| LOW | .agents/skills/playwright-cli/SKILL.md | 233 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …ts/skills/playwright-cli/references/test-generation.md | 21 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …ts/skills/playwright-cli/references/test-generation.md | 23 | # await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com'); | COMMENT |
| LOW | …ts/skills/playwright-cli/references/test-generation.md | 44 | await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com') | CODE |
| LOW | …gents/skills/playwright-cli/references/running-code.md | 214 | await page.fill('input[name=email]', 'user@example.com'); | CODE |
| LOW⚡ | …ents/skills/playwright-cli/references/storage-state.md | 238 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …skills/playwright-cli/references/session-management.md | 17 | playwright-cli -s=auth fill e1 "user@example.com" | CODE |
| LOW | .claude/skills/playwright-cli/SKILL.md | 38 | playwright-cli fill e5 "user@example.com" | CODE |
| LOW | .claude/skills/playwright-cli/SKILL.md | 233 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …de/skills/playwright-cli/references/test-generation.md | 21 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …de/skills/playwright-cli/references/test-generation.md | 23 | # await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com'); | COMMENT |
| LOW | …de/skills/playwright-cli/references/test-generation.md | 44 | await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com') | CODE |
| LOW | …laude/skills/playwright-cli/references/running-code.md | 214 | await page.fill('input[name=email]', 'user@example.com'); | CODE |
| LOW⚡ | …aude/skills/playwright-cli/references/storage-state.md | 238 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …skills/playwright-cli/references/session-management.md | 17 | playwright-cli -s=auth fill e1 "user@example.com" | CODE |
| LOW | .codex/skills/playwright-cli/SKILL.md | 50 | playwright-cli fill e5 "user@example.com" | CODE |
| LOW | .codex/skills/playwright-cli/SKILL.md | 245 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …ex/skills/playwright-cli/references/test-generation.md | 21 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …ex/skills/playwright-cli/references/test-generation.md | 23 | # await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com'); | COMMENT |
| LOW | …ex/skills/playwright-cli/references/test-generation.md | 44 | await page.getByRole('textbox', { name: 'Email' }).fill('user@example.com') | CODE |
| LOW | .codex/skills/playwright-cli/references/running-code.md | 214 | await page.fill('input[name=email]', 'user@example.com'); | CODE |
| LOW⚡ | …odex/skills/playwright-cli/references/storage-state.md | 238 | playwright-cli fill e1 "user@example.com" | CODE |
| LOW | …skills/playwright-cli/references/session-management.md | 17 | playwright-cli -s=auth fill e1 "user@example.com" | CODE |
| LOW | …tailwindcss/test/v5/web-compat-computed-parity.test.ts | 372 | <input id="input" class="placeholder:text-brand/60 disabled:opacity-40" placeholder="placeholder" disabled> | CODE |
| LOW | packages-runtime/merge/src/slim-config.ts | 946 | orderSensitiveModifiers: ['*', '**', 'after', 'backdrop', 'before', 'details-content', 'file', 'first-letter', 'firs | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | …ents/skills/playwright-cli/references/storage-state.md | 235 | # Step 1: Login and save state | COMMENT |
| LOW⚡ | …ents/skills/playwright-cli/references/storage-state.md | 245 | # Step 2: Later, restore state and skip login | COMMENT |
| LOW⚡ | …aude/skills/playwright-cli/references/storage-state.md | 235 | # Step 1: Login and save state | COMMENT |
| LOW⚡ | …aude/skills/playwright-cli/references/storage-state.md | 245 | # Step 2: Later, restore state and skip login | COMMENT |
| LOW⚡ | …odex/skills/playwright-cli/references/storage-state.md | 235 | # Step 1: Login and save state | COMMENT |
| LOW⚡ | …odex/skills/playwright-cli/references/storage-state.md | 245 | # Step 2: Later, restore state and skip login | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/scan-wechat-qrcode.py | 145 | except Exception as error: # pragma: no cover | CODE |
| LOW | scripts/scan-wechat-qrcode.py | 183 | except Exception as error: | CODE |
| LOW | scripts/scan-wechat-qrcode.py | 195 | except Exception as error: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/scan-wechat-qrcode.py | 4 | CODE | |
| LOW | talk/2026-04-02-live/rebuild_deck.py | 1 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | talk/2026-04-02-live/rebuild_deck.py | 432 | CODE |