Frontend Frameworks arenaFrontend Frameworks
JavaScript UI frameworks and their surrounding toolchains, judged on component and reactivity models, runtime performance, ecosystem depth, and how well they support AI-assisted and agentic development.
85 user stories · 425 judged cells · updated 2026-09-04 · Evidence as of 2026-08-29
Leaderboard — every product ranked by evidenceLeaderboard
| 1 | 41/100 | untested | 0/100 | 68/100 | untested | ★ 250.4k▲ 18.8k/yrnpm 128.1M/wk | 11/27 verified | 10/100 integrity | |||
| 2 | 20/100 | untested | 0/100 | 90/100 | untested | ★ 88.1k▲ 9k/yrnpm 4.2M/wk | 18/22 verified | 63/100 integrity | |||
| 3 | 12/100 | 0/100 | 21/100 | 80/100 | untested | ★ 101k▲ 8.4k/yrnpm 4.3M/wk | 21/29 verified · 1 disputed | 78/100 integrity | |||
| 4 | 27/100 | untested | 12/100 | 36/100 | untested | ★ 54.4k▲ 6.6k/yrnpm 11.3M/wk | 22/25 verified · 1 disputed | 86/100 integrity | |||
| 5 | untested | untested | 0/100 | 80/100 | untested | ★ 36k▲ 4.3k/yrnpm 3M/wk | 18/27 verified · 3 disputed | 36/100 integrity |
Best by user type — persona-weighted winnersBest by user type
Per persona, the product with the highest persona-weighted coverage over just that persona's stories — not the same ranking as the overall PA Score leaderboard above.
Story matrix — every product × every judged storyStory matrix
Agenticness — how well agents can access and operate the productAgenticness
Agent access
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productPoint an agent at llms.txt or agent-oriented docs | ai-native | fullT 9/10 | fullT 9/10 | fullT 9/10 | fullT 8/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productRun the product headlessly / in CI for automation | ai-native | n/a | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productPlug MCP servers into this product so it can use their tools | ai-native | n/a | n/a | n/a | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productConnect an agent via an official MCP server | ai-native | n/a | none 0/10 | none 0/10 | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productUse an official CLI | ai-native | none 0/10 | partialX 4/10 | none 0/10 | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productDrive the product through a documented public API | ai-native | partialT 6/10 | partialT 5/10 | n/a | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productIssue scoped/least-privilege API credentials for an agent | ai-native | n/a | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productBuild against official SDKs | ai-native | n/a | n/a | n/a | partialT 4/10 | n/a |
| Agenticness — how well agents can access and operate the productSubscribe to events via webhooks | ai-native | n/a | n/a | n/a | n/a | n/a |
Agentic features
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productGet AI-generated insights and suggestions from my data inside the product | ai-native | n/a | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productSet up automations that run autonomously in the background | ai-native | n/a | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product | ai-native | n/a | n/a | n/a | none 0/10 | n/a |
| Agenticness — how well agents can access and operate the productOperate the product with natural-language commands | ai-native | n/a | n/a | n/a | none 0/10 | n/a |
Api quality
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples | ai-native | none 0/10 | none 0/10 | none 0/10 | partialC 4/10 | none 0/10 |
| Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent) | ai-native | n/a | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productTest against a sandbox environment without touching production data | ai-native | n/a | n/a | n/a | n/a | n/a |
| Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy | ai-native | none 0/10 | partialC 4/10 | none 0/10 | partialC 3/10 | none 0/10 |
Automation depth — how much of the product can run unattendedAutomation depth
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Automation depth — how much of the product can run unattendedPerform bulk operations across many items at once | ai-native | n/a | n/a | n/a | n/a | n/a |
| Automation depth — how much of the product can run unattendedDefine rules that trigger actions automatically on events | ai-native | n/a | n/a | n/a | n/a | n/a |
| Automation depth — how much of the product can run unattendedSchedule recurring jobs or workflows | ai-native | n/a | n/a | n/a | n/a | n/a |
| Automation depth — how much of the product can run unattendedVersion, review, and roll back my automations | ai-native | n/a | n/a | n/a | n/a | n/a |
Components reactivity — the component model — state, reactivity, rendering, compositionComponents reactivity
Compiler driven updates
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionRely on a compiler to translate my components into efficient, surgical DOM updates instead of writing manual diffing code | developer | none 0/10 | partialX 6/10 | fullX 9/10 | partialX 6/10 | fullX 8/10 |
Component encapsulation
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionBuild encapsulated components that manage their own local state and compose them into complex UIs | developer | fullC 10/10 | fullX 8/10 | fullX 8/10 | fullX 8/10 | fullX 9/10 |
Custom renderer targets
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionWrite custom renderers so the framework's component model can target platforms other than the browser DOM | developer | partialX 4/10 | none 0/10 | none 0/10 | none 0/10 | fullC 7/10 |
Dependency injection modules
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionOrganize my app into modular, dependency-injected building blocks | developer | partialC 5/10 | partialX 4/10 | partialX 5/10 | fullX 8/10 | partialC 5/10 |
Direct dom debugging
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionDebug my UI directly in browser devtools because the framework renders real DOM nodes | developer | partialX 6/10 | partialT 4/10 | partialX 6/10 | partialX 3/10 | fullX 8/10 |
Direct dom manipulation integration
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionDirectly manipulate the DOM to integrate native JavaScript libraries like charting or visualization tools | developer | none 0/10 | none 0/10 | none 0/10 | partialX 5/10 | fullX 8/10 |
Explicit state flow
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionTrace state changes through explicit, predictable data flow instead of debugging implicit two-way bindings | developer | partialC 4/10 | none 0/10 | partialX 5/10 | partialX 5/10 | fullX 7/10 |
Fine grained reactivity
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionDeclare reactive state and have only the dependent UI code re-run when it changes | developer | partialX 6/10 | fullX 8/10 | fullX 8/10 | partialX 6/10 | fullX 9/10 |
Global state primitives
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionManage global application state using built-in primitives without adding a third-party library | developer | partialC 4/10 | partialX 3/10 | partialX 6/10 | partialC 5/10 | fullX 8/10 |
Incremental adoption
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionIncrementally adopt the framework, scaling from a small part of a page up to a full application | developer | fullC 9/10 | fullX 9/10 | none 0/10 | none 0/10 | partialX 5/10 |
Unified markup logic
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionWrite markup and rendering logic together in a single component using HTML, CSS, and JavaScript I already know | developer | fullC 8/10 | fullX 9/10 | fullX 9/10 | fullX 7/10 | partialX 6/10 |
Web components authoring
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Components reactivity — the component model — state, reactivity, rendering, compositionAuthor standards-based web components and custom elements using the framework | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | partialC 5/10 |
Ecosystem tooling — surrounding tooling — plugins, templates, community packagesEcosystem tooling
Browser support
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesThe framework's officially supported browser matrix so I can plan polyfills or decide when to drop legacy support | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Buildless usage
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesUse the framework directly via a script tag without needing a package manager or bundler | developer | fullC 7/10 | fullX 8/10 | none 0/10 | none 0/10 | none 0/10 |
Community chat support
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesJoin an official community chatroom to get help and connect with other framework users | developer | none 0/10 | none 0/10 | fullC 8/10 | none 0/10 | none 0/10 |
Component library ecosystem
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesPick from a rich ecosystem of third-party pre-built UI component libraries for the framework | developer | none 0/10 | none 0/10 | none 0/10 | partialX 2/10 | partialX 4/10 |
Dev server error diagnostics
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesGet clear, actionable error messages from the dev server and build tool when something breaks | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
First party forms support
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesUse first-party modules for building and validating forms that integrate with the rest of the framework | developer | none 0/10 | none 0/10 | none 0/10 | partialC 6/10 | none 0/10 |
Governance risk
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesWhether the framework is governed by a foundation or a single company, so I can assess long-term continuity and lock-in risk | developer | partialX 5/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Local user groups
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesFind and join a local in-person user group or meetup for the framework | developer | none 0/10 | none 0/10 | partialC 5/10 | none 0/10 | none 0/10 |
Official routing library
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesUse an official first-party routing library that integrates seamlessly with the framework | developer | none 0/10 | fullX 8/10 | partialX 6/10 | fullX 8/10 | none 0/10 |
Official state management library
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesUse an official first-party state management library maintained alongside the framework | developer | none 0/10 | fullX 8/10 | partialX 6/10 | partialC 5/10 | fullX 8/10 |
Public roadmap visibility
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesCheck a public roadmap to see what the core team is currently working on | developer | none 0/10 | none 0/10 | fullC 7/10 | none 0/10 | none 0/10 |
Quick project scaffolding
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesScaffold and run a new project in just a few minutes using an official CLI or starter | developer | partialC 4/10 | fullT 7/10 | none 0/10 | partialT 5/10 | none 0/10 |
Security track record
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ecosystem tooling — surrounding tooling — plugins, templates, community packagesReview the project's public CVE/security-advisory history to judge its track record of handling and disclosing vulnerabilities | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Learning curve — stories about learning curve in this arenaLearning curve
Approachable familiar syntax
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaWrite components using standard HTML, CSS, and JavaScript syntax I already know, minimizing new concepts to learn | developer | partialX 5/10 | fullX 9/10 | fullX 8/10 | disputedD 4/10 | disputedD 4/10 |
Incremental html integration
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaDrop the framework into an existing server-rendered HTML page and render interactive components without rewriting the whole page | developer | fullC 9/10 | fullX 8/10 | none 0/10 | none 0/10 | partialC 3/10 |
Interactive browser tutorial
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaTry an in-browser interactive tutorial to learn the framework hands-on without any local setup | developer | none 0/10 | none 0/10 | none 0/10 | fullC 8/10 | none 0/10 |
Legacy version security support
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaContinue receiving security updates for an older major version while I plan my migration | developer | none 0/10 | fullC 8/10 | none 0/10 | none 0/10 | none 0/10 |
Major version migration guide
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaFollow a dedicated migration guide when moving between two incompatible major versions of the framework | developer | none 0/10 | fullX 8/10 | none 0/10 | partialX 6/10 | none 0/10 |
Version upgrade guide
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Learning curve — stories about learning curve in this arenaFollow an official upgrade guide to move my existing project to a newer version | developer | none 0/10 | fullX 8/10 | none 0/10 | partialX 6/10 | none 0/10 |
Openness — open source, data portability, and self-hosting storiesOpenness
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Openness — open source, data portability, and self-hosting storiesDo everything through the API that I can do in the UI | ai-native | n/a | n/a | n/a | n/a | n/a |
| Openness — open source, data portability, and self-hosting storiesExport all of my data in open formats and leave | ai-native | n/a | n/a | n/a | n/a | n/a |
| Openness — open source, data portability, and self-hosting storiesRead the product's source under an open license | ai-native | fullX 8/10 | none 0/10 | fullC 9/10 | fullC 8/10 | fullX 8/10 |
| Openness — open source, data portability, and self-hosting storiesSelf-host the core product | ai-native | fullX 6/10 | fullX 6/10 | n/a | n/a | n/a |
Performance — speed in practice — latency, throughput, responsivenessPerformance
Ai assisted performance profiling
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessUse AI-powered devtools that analyze my component tree and suggest specific rendering or reactivity optimizations | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Bundle size
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessShip a small, dependency-light JS bundle to minimize runtime footprint and reduce supply-chain risk | developer | none 0/10 | partialX 6/10 | partialX 6/10 | none 0/10 | partialX 6/10 |
Cross platform app development
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessBuild native desktop applications by reusing my framework's component model and tooling | developer | none 0/10 | none 0/10 | n/a | none 0/10 | n/a |
No virtual dom overhead
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessRely on a compiler-optimized rendering system that updates the DOM without a virtual DOM diffing step | developer | none 0/10 | partialX 6/10 | fullX 8/10 | partialX 6/10 | fullX 8/10 |
Progressive hydration
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessHydrate my server-rendered app progressively so pages become interactive faster | developer | partialC 6/10 | none 0/10 | none 0/10 | none 0/10 | partialC 6/10 |
Scale limits
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessHow the framework's build and type-check times scale in large, multi-thousand-component codebases or monorepos | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Scales with app size
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessBuild large applications that stay fast and maintainable as my team and codebase grow | developer | partialX 7/10 | disputedD 5/10 | partialX 6/10 | partialX 6/10 | partialX 6/10 |
Shared code native mobile
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessReuse my framework skills and code to build performant native mobile apps for iOS and Android | developer | partialX 6/10 | none 0/10 | n/a | none 0/10 | n/a |
Streaming page loads
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Performance — speed in practice — latency, throughput, responsivenessStream server-rendered content so pages get faster perceived loads before all JavaScript arrives | developer | partialC 7/10 | none 0/10 | none 0/10 | none 0/10 | fullC 7/10 |
Privacy posture — data-handling and privacy storiesPrivacy posture
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Privacy posture — data-handling and privacy storiesChoose where my data is stored (region/residency) | ai-native | n/a | n/a | n/a | n/a | n/a |
| Privacy posture — data-handling and privacy storiesPrevent my data from being used to train AI models | ai-native | n/a | n/a | n/a | n/a | n/a |
| Privacy posture — data-handling and privacy storiesControl data retention and deletion | ai-native | n/a | n/a | n/a | n/a | n/a |
| Privacy posture — data-handling and privacy storiesOpt out of telemetry and usage tracking | ai-native | n/a | n/a | n/a | n/a | n/a |
Ssr fullstack — stories about ssr fullstack in this arenaSsr fullstack
Async server data fetching
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaFetch data in asynchronous server-rendered components and pass it down to interactive client components | developer | partialC 6/10 | none 0/10 | partialX 4/10 | none 0/10 | partialX 6/10 |
Deploy platform ops
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaCheck a public status page and incident history for the framework's official hosting/deploy platform before relying on it in production | developer | n/a | n/a | n/a | n/a | n/a |
Deployment targets
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaDeploy my server-rendered app to serverless or edge runtimes without custom infrastructure setup | developer | partialC 4/10 | none 0/10 | none 0/10 | none 0/10 | partialX 4/10 |
Meta framework fullstack
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaUse an official full-stack meta-framework built on top of the framework for routing and data fetching | developer | fullC 8/10 | none 0/10 | partialX 6/10 | partialX 4/10 | disputedD 4/10 |
Server data as reactive resources
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaTreat server-loaded data as reactive state and build a responsive loading UI for it using resource and suspense primitives | developer | partialC 5/10 | none 0/10 | none 0/10 | none 0/10 | disputedD 5/10 |
Server rendering streaming
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Ssr fullstack — stories about ssr fullstack in this arenaRender my application on the server with streaming support to reach interactivity faster | developer | fullC 8/10 | none 0/10 | none 0/10 | partialX 4/10 | partialX 6/10 |
Testing — stories about testing in this arenaTesting
Accessibility testing
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Testing — stories about testing in this arenaGet built-in accessibility warnings during development instead of relying on separate audit tools | developer | none 0/10 | none 0/10 | partialX 5/10 | none 0/10 | none 0/10 |
Ai generated component tests
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Testing — stories about testing in this arenaHave AI generate component-level tests based on the props and reactive state my component declares | ai-native | none 0/10 | none 0/10 | none 0/10 | none 0/10 | n/a |
Component testing utilities
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Testing — stories about testing in this arenaUse official testing utilities to render and interact with components in isolation | developer | none 0/10 | none 0/10 | none 0/10 | partialX 4/10 | none 0/10 |
E2e testing integration
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Testing — stories about testing in this arenaIntegrate official end-to-end testing tools that work out of the box with the framework's dev server | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
State logic unit testing
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Testing — stories about testing in this arenaUnit test my reactive state and logic without needing to render the DOM | developer | none 0/10 | none 0/10 | none 0/10 | partialX 4/10 | none 0/10 |
Typescript dx — stories about typescript dx in this arenaTypescript dx
Ai assisted type inference fixes
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Typescript dx — stories about typescript dx in this arenaUse AI tooling that automatically resolves type errors surfaced by the framework's type system | ai-native | n/a | none 0/10 | none 0/10 | none 0/10 | n/a |
Ide autocompletion
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Typescript dx — stories about typescript dx in this arenaGet accurate autocompletion and inline type errors in my editor via a language service integration | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
Typed props inference
| Story | Persona | |||||
|---|---|---|---|---|---|---|
| Typescript dx — stories about typescript dx in this arenaGet automatic type inference for component props and emitted events without writing extra type annotations | developer | none 0/10 | none 0/10 | none 0/10 | none 0/10 | none 0/10 |
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