Subcategory

Web Frameworks & Libraries

This index adds up the scores of 8 questions. 102 brands are ranked.

Edition
Nov 12, 2026
Methodology
v5.0

AI Visibility Ranking

Brands across every question in this category, ordered by GenRank score.

#BrandScore

The GenRank score sums each brand’s question-level visibility inside this category. Higher means AI names the brand more often and earlier. It is not bounded, so compare brands within one category, not across categories. Methodology

The questions behind this index

8

Each question with its top three brands by GenRank score and how many brands its answers named.

Rank trend

Rank trends are drawn once two weekly editions under the same methodology exist. Only the first edition is in so far.

Named by surface

Each cell: of the surface's 8 answers, how many named the brand. Darker means named more often.

Window
Oct 18, 2026 ~ Nov 8, 2026
Named by surface
BrandGoogle AI OverviewsChatGPTClaudeGeminiGoogle AI ModeMicrosoft Copilot
1Django455554
2React333323
3Next.js344344
4Express.js415515
5Flask433333
6FastAPI244434
7Laravel334443
8Vue.js333313
9Ruby on Rails223333
10SvelteKit332312
11Nuxt.js322312
12NestJS122423
13Angular312213
14ASP.NET Core222122
15Tailwind CSS121111

Named alongside

Brands named in the same answers in the last four weeks. Circle size: answers naming the brand. Line width: answers naming both.

Named alongsideBrands named in the same answers in the last four weeks. Circle size: answers naming the brand. Line width: answers naming both.Django: named in 36 answersDjangoReact: named in 25 answersReactNext.js: named in 30 answersNext.jsExpress.js: named in 26 answersExpress.jsFlask: named in 25 answersFlaskFastAPI: named in 28 answersFastAPILaravel: named in 29 answersLaravelVue.js: named in 23 answersVue.jsRuby on Rails: named in 24 answersRuby on RailsSvelteKit: named in 19 answersSvelteKitNuxt.js: named in 17 answersNuxt.jsNestJS: named in 16 answersNestJSAngular: named in 15 answersAngularASP.NET Core: named in 13 answersASP.NET CoreTailwind CSS: named in 10 answersTailwind CSSReact Native: named in 8 answersReact NativeFlutter: named in 7 answersFlutterAstro: named in 13 answersAstroSvelte: named in 16 answersSvelteNode.js: named in 8 answersNode.jsSpring Boot: named in 10 answersSpring BootBootstrap: named in 6 answersBootstrapKotlin Multiplatform (KMP): named in 6 answersKotlin Multiplatform (KMP)Bulma: named in 6 answersBulmaSvelte 5: named in 6 answersSvelte 5SwiftUI: named in 5 answersSwiftUI.NET MAUI: named in 5 answers.NET MAUITornado: named in 5 answersTornadoPico.css: named in 5 answersPico.cssJetpack Compose: named in 4 answersJetpack Compose
  • Answers naming the brand
  • 4
  • 13
  • 36
  • Answers naming both
  • 1
  • 29
Named alongsideBrands named in the same answers in the last four weeks. Circle size: answers naming the brand. Line width: answers naming both.Django: named in 36 answersDjangoReact: named in 25 answersReactNext.js: named in 30 answersNext.jsExpress.js: named in 26 answersExpress.jsFlask: named in 25 answersFlaskFastAPI: named in 28 answersFastAPILaravel: named in 29 answersLaravelVue.js: named in 23 answersVue.jsRuby on Rails: named in 24 answersRuby on RailsSvelteKit: named in 19 answersSvelteKitNuxt.js: named in 17 answersNuxt.jsNestJS: named in 16 answersNestJSAngular: named in 15 answersAngularASP.NET Core: named in 13 answersTailwind CSS: named in 10 answersReact Native: named in 8 answersReact NativeFlutter: named in 7 answersFlutterAstro: named in 13 answersAstroSvelte: named in 16 answersSvelteNode.js: named in 8 answersNode.jsSpring Boot: named in 10 answersSpring BootBootstrap: named in 6 answersBootstrapKotlin Multiplatform (KMP): named in 6 answersKotlin Multiplatform (KMP)Bulma: named in 6 answersBulmaSvelte 5: named in 6 answersSwiftUI: named in 5 answersSwiftUI.NET MAUI: named in 5 answers.NET MAUITornado: named in 5 answersTornadoPico.css: named in 5 answersPico.cssJetpack Compose: named in 4 answersJetpack Compose
  • Answers naming the brand
  • 4
  • 13
  • 36
  • Answers naming both
  • 1
  • 29
Named alongside
BrandAnswers naming the brandNamed alongside
Django36Laravel (29), FastAPI (26), Flask (24)
React25Vue.js (23), Next.js (22), Django (18)
Next.js30Django (22), React (22), Laravel (21)
Express.js26Django (21), Laravel (21), Ruby on Rails (18)
Flask25Django (24), Laravel (17), Express.js (16)
FastAPI28Django (26), Laravel (20), Ruby on Rails (17)
Laravel29Django (29), Ruby on Rails (24), Express.js (21)
Vue.js23React (23), Next.js (20), Django (16)
Ruby on Rails24Django (24), Laravel (24), Express.js (18)
SvelteKit19Next.js (19), Nuxt.js (14), React (14)
Nuxt.js17Next.js (17), SvelteKit (14), Vue.js (13)
NestJS16Express.js (14), Django (13), FastAPI (13)
Angular15Vue.js (15), React (15), Next.js (14)
ASP.NET Core13Django (12), FastAPI (12), Laravel (12)
Tailwind CSS10Bulma (6), Bootstrap (6), Pico.css (5)
React Native8Flutter (7), Kotlin Multiplatform (KMP) (6), SwiftUI (5)
Flutter7React Native (7), Kotlin Multiplatform (KMP) (6), SwiftUI (5)
Astro13Next.js (13), Vue.js (12), React (12)
Svelte16React (16), Vue.js (15), Express.js (13)
Node.js8Express.js (8), Django (5), Flask (5)
Spring Boot10Express.js (10), FastAPI (10), ASP.NET Core (10)
Bootstrap6Tailwind CSS (6), Bulma (6), Pico.css (5)
Kotlin Multiplatform (KMP)6Flutter (6), React Native (6), SwiftUI (5)
Bulma6Tailwind CSS (6), Bootstrap (6), Pico.css (5)
Svelte 56Next.js (6), Vue.js (5), React (5)
SwiftUI5Flutter (5), Kotlin Multiplatform (KMP) (5), .NET MAUI (5)
.NET MAUI5Flutter (5), Kotlin Multiplatform (KMP) (5), SwiftUI (5)
Tornado5Django (5), Flask (5), FastAPI (5)
Pico.css5Tailwind CSS (5), Bulma (5), Bootstrap (5)
Jetpack Compose4Flutter (4), Kotlin Multiplatform (KMP) (4), SwiftUI (4)

Most cited sources

Sites cited by the answers to this category's questions and its subcategories'. Counts are citing answers. All of this week's questions. Earlier ranks appear once two weekly runs of the same methodology exist.

Most cited sources
RankSourceCiting answers
1reddit.comcommunity12
2geeksforgeeks.org8
3quora.comcommunity6
4kellton.com6
5youtube.comsocial5
6dev.to5
7roadmap.sh5
8strapi.io5
9shiftasia.com4
10contentful.com4

Sources and brands

Which cited sources appear in the answers that name each brand, counted in answers.

Sources and brandsWhich cited sources appear in the answers that name each brand, counted in answers.reddit.com cited in 10 answers naming Djangoreddit.com cited in 9 answers naming Laravelreddit.com cited in 7 answers naming Flaskreddit.com cited in 6 answers naming Express.jsgeeksforgeeks.org cited in 5 answers naming Express.jsnextjs.org cited in 5 answers naming Next.jsreddit.com cited in 5 answers naming Next.jsfastapi.tiangolo.com cited in 5 answers naming FastAPIgeeksforgeeks.org cited in 5 answers naming Vue.jsgeeksforgeeks.org cited in 5 answers naming Reactreddit.com cited in 5 answers naming Reactreddit.com cited in 5 answers naming FastAPIshiftasia.com cited in 4 answers naming Next.jsdev.to cited in 4 answers naming Express.jsdev.to cited in 4 answers naming Next.jsfastapi.tiangolo.com cited in 4 answers naming Djangofastapi.tiangolo.com cited in 4 answers naming Next.jsgeeksforgeeks.org cited in 4 answers naming Djangogeeksforgeeks.org cited in 4 answers naming Flaskgeeksforgeeks.org cited in 4 answers naming Next.jsimaginarycloud.com cited in 4 answers naming Djangoimaginarycloud.com cited in 4 answers naming Express.jsimaginarycloud.com cited in 4 answers naming Vue.jsimaginarycloud.com cited in 4 answers naming Reactimaginarycloud.com cited in 4 answers naming Laravelimaginarycloud.com cited in 4 answers naming Next.jsnextjs.org cited in 4 answers naming Djangonextjs.org cited in 4 answers naming FastAPIreddit.com cited in 4 answers naming Vue.jsroadmap.sh cited in 4 answers naming Djangoroadmap.sh cited in 4 answers naming Express.jsroadmap.sh cited in 4 answers naming Laravelroadmap.sh cited in 4 answers naming Next.jsshiftasia.com cited in 4 answers naming Djangoshiftasia.com cited in 4 answers naming Laravelnextjs.org cited in 3 answers naming Reactnextjs.org cited in 3 answers naming Laravelgeeksforgeeks.org cited in 3 answers naming FastAPIfastapi.tiangolo.com cited in 3 answers naming Laravelgeeksforgeeks.org cited in 3 answers naming Laravelshiftasia.com cited in 3 answers naming Express.jsimaginarycloud.com cited in 3 answers naming Flaskroadmap.sh cited in 3 answers naming FastAPIroadmap.sh cited in 3 answers naming Vue.jsroadmap.sh cited in 3 answers naming Reactshiftasia.com cited in 3 answers naming Vue.jsshiftasia.com cited in 3 answers naming Reactdev.to cited in 3 answers naming Djangodev.to cited in 3 answers naming Laraveldev.to cited in 3 answers naming Reactdev.to cited in 3 answers naming Vue.jsshiftasia.com cited in 2 answers naming FastAPInextjs.org cited in 2 answers naming Flaskfastapi.tiangolo.com cited in 2 answers naming Reactfastapi.tiangolo.com cited in 2 answers naming Flaskimaginarycloud.com cited in 2 answers naming FastAPInextjs.org cited in 2 answers naming Vue.jsshiftasia.com cited in 2 answers naming Flaskroadmap.sh cited in 2 answers naming Flaskdev.to cited in 2 answers naming Flaskfastapi.tiangolo.com cited in 1 answers naming Vue.jsdev.to cited in 1 answers naming FastAPIreddit.com · community: 51reddit.comgeeksforgeeks.org: 33geeksforgeeks.orgimaginarycloud.com: 29imaginarycloud.comroadmap.sh: 27roadmap.shshiftasia.com: 25shiftasia.comdev.to: 23dev.tonextjs.org: 23nextjs.orgfastapi.tiangolo.com: 21fastapi.tiangolo.comDjango #1: 37Django #1React #2: 28React #2Next.js #3: 34Next.js #3Express.js #4: 26Express.js #4Flask #5: 24Flask #5FastAPI #6: 25FastAPI #6Laravel #7: 33Laravel #7Vue.js #8: 25Vue.js #8
Sources and brandsWhich cited sources appear in the answers that name each brand, counted in answers.reddit.com cited in 10 answers naming Djangoreddit.com cited in 9 answers naming Laravelreddit.com cited in 7 answers naming Flaskreddit.com cited in 6 answers naming Express.jsgeeksforgeeks.org cited in 5 answers naming Express.jsnextjs.org cited in 5 answers naming Next.jsreddit.com cited in 5 answers naming Next.jsfastapi.tiangolo.com cited in 5 answers naming FastAPIgeeksforgeeks.org cited in 5 answers naming Vue.jsgeeksforgeeks.org cited in 5 answers naming Reactreddit.com cited in 5 answers naming Reactreddit.com cited in 5 answers naming FastAPIshiftasia.com cited in 4 answers naming Next.jsdev.to cited in 4 answers naming Express.jsdev.to cited in 4 answers naming Next.jsfastapi.tiangolo.com cited in 4 answers naming Djangofastapi.tiangolo.com cited in 4 answers naming Next.jsgeeksforgeeks.org cited in 4 answers naming Djangogeeksforgeeks.org cited in 4 answers naming Flaskgeeksforgeeks.org cited in 4 answers naming Next.jsimaginarycloud.com cited in 4 answers naming Djangoimaginarycloud.com cited in 4 answers naming Express.jsimaginarycloud.com cited in 4 answers naming Vue.jsimaginarycloud.com cited in 4 answers naming Reactimaginarycloud.com cited in 4 answers naming Laravelimaginarycloud.com cited in 4 answers naming Next.jsnextjs.org cited in 4 answers naming Djangonextjs.org cited in 4 answers naming FastAPIreddit.com cited in 4 answers naming Vue.jsroadmap.sh cited in 4 answers naming Djangoroadmap.sh cited in 4 answers naming Express.jsroadmap.sh cited in 4 answers naming Laravelroadmap.sh cited in 4 answers naming Next.jsshiftasia.com cited in 4 answers naming Djangoshiftasia.com cited in 4 answers naming Laravelnextjs.org cited in 3 answers naming Reactnextjs.org cited in 3 answers naming Laravelgeeksforgeeks.org cited in 3 answers naming FastAPIfastapi.tiangolo.com cited in 3 answers naming Laravelgeeksforgeeks.org cited in 3 answers naming Laravelshiftasia.com cited in 3 answers naming Express.jsimaginarycloud.com cited in 3 answers naming Flaskroadmap.sh cited in 3 answers naming FastAPIroadmap.sh cited in 3 answers naming Vue.jsroadmap.sh cited in 3 answers naming Reactshiftasia.com cited in 3 answers naming Vue.jsshiftasia.com cited in 3 answers naming Reactdev.to cited in 3 answers naming Djangodev.to cited in 3 answers naming Laraveldev.to cited in 3 answers naming Reactdev.to cited in 3 answers naming Vue.jsshiftasia.com cited in 2 answers naming FastAPInextjs.org cited in 2 answers naming Flaskfastapi.tiangolo.com cited in 2 answers naming Reactfastapi.tiangolo.com cited in 2 answers naming Flaskimaginarycloud.com cited in 2 answers naming FastAPInextjs.org cited in 2 answers naming Vue.jsshiftasia.com cited in 2 answers naming Flaskroadmap.sh cited in 2 answers naming Flaskdev.to cited in 2 answers naming Flaskfastapi.tiangolo.com cited in 1 answers naming Vue.jsdev.to cited in 1 answers naming FastAPIreddit.com · community: 51reddit.comgeeksforgeeks.org: 33geeksforgeeks.orgimaginarycloud.com: 29imaginarycloud.c…roadmap.sh: 27roadmap.shshiftasia.com: 25shiftasia.comdev.to: 23dev.tonextjs.org: 23nextjs.orgfastapi.tiangolo.com: 21fastapi.tiangolo…Django #1: 37Django #1React #2: 28React #2Next.js #3: 34Next.js #3Express.js #4: 26Express.js #4Flask #5: 24Flask #5FastAPI #6: 25FastAPI #6Laravel #7: 33Laravel #7Vue.js #8: 25Vue.js #8
Sources and brands
Cited sourcesBrandAnswers naming the brand
reddit.comDjango10
reddit.comLaravel9
reddit.comFlask7
reddit.comExpress.js6
geeksforgeeks.orgExpress.js5
nextjs.orgNext.js5
reddit.comNext.js5
fastapi.tiangolo.comFastAPI5
geeksforgeeks.orgVue.js5
geeksforgeeks.orgReact5
reddit.comReact5
reddit.comFastAPI5
shiftasia.comNext.js4
dev.toExpress.js4
dev.toNext.js4
fastapi.tiangolo.comDjango4
fastapi.tiangolo.comNext.js4
geeksforgeeks.orgDjango4
geeksforgeeks.orgFlask4
geeksforgeeks.orgNext.js4
imaginarycloud.comDjango4
imaginarycloud.comExpress.js4
imaginarycloud.comVue.js4
imaginarycloud.comReact4
imaginarycloud.comLaravel4
imaginarycloud.comNext.js4
nextjs.orgDjango4
nextjs.orgFastAPI4
reddit.comVue.js4
roadmap.shDjango4
roadmap.shExpress.js4
roadmap.shLaravel4
roadmap.shNext.js4
shiftasia.comDjango4
shiftasia.comLaravel4
nextjs.orgReact3
nextjs.orgLaravel3
geeksforgeeks.orgFastAPI3
fastapi.tiangolo.comLaravel3
geeksforgeeks.orgLaravel3
shiftasia.comExpress.js3
imaginarycloud.comFlask3
roadmap.shFastAPI3
roadmap.shVue.js3
roadmap.shReact3
shiftasia.comVue.js3
shiftasia.comReact3
dev.toDjango3
dev.toLaravel3
dev.toReact3
dev.toVue.js3
shiftasia.comFastAPI2
nextjs.orgFlask2
fastapi.tiangolo.comReact2
fastapi.tiangolo.comFlask2
imaginarycloud.comFastAPI2
nextjs.orgVue.js2
shiftasia.comFlask2
roadmap.shFlask2
dev.toFlask2
fastapi.tiangolo.comVue.js1
dev.toFastAPI1

Citations by source type

How many citations in this edition point at each kind of source.

  1. community18
  2. social6
  3. reference5
  4. portal4
  5. review and listing sites4
  6. Other229

Other indexes in Development & Technical

The other indexes under the same parent, each with its top five brands.