AI visibility report
AI visibility report for Astro in Open Source Commercial / OSS Infrastructure.
Outside the top three on 15 of the 25 prompts buyers actually ask.
Deno is cited on 6 of those losses.
Free trial. Setup comes pre-filled for Astro.
Track Astro across these prompts daily.
Start free trialStill absent from 100% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Gemini Search
Google AI Mode
Perplexity
ChatGPT
Bing Copilot
GrokHow to read this. Astro appears in 0% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Astro is losing
Prompts where competitors are visible and Astro is not.
These prompt-level losses are the first prompts to track and repair.
Where Astro is winning
No clear strengths identified yet.
Where Astro is losing5
Which durable workflow platforms handle fan-out patterns well — which ones can spawn thousands of parallel child workflows and aggregate results without hitting limits?
Competitors on 3 platforms
Track this promptWhich lightweight JS runtimes have the best memory efficiency compared to Node.js — does the difference matter enough for cost optimization in containerized deployments?
Competitors on 3 platforms
Track this promptWhat durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries?
Competitors on 2 platforms
Track this promptWhich lightweight edge server-side frameworks have the fastest hot-reload and local iteration cycle — is the feedback loop noticeably better than traditional Node.js?
Competitors on 2 platforms
Track this promptWhich type-safe API frameworks integrate best with popular frontend data-fetching libraries — which ones give you full end-to-end type safety without extra code generation?
Competitors on 1 platform
Track this prompt
Track Astro daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Astro (The Astro Technology Company) is an open-source, MIT-licensed JavaScript web framework purpose-built for content-driven websites. Founded in 2021 by Fred K. Schott and Nate Moore, the project launched in June 2021 and grew to nearly one million weekly npm downloads. In January 2026, The Astro Technology Company was acquired by Cloudflare, with all full-time staff continuing to work on Astro. The framework's defining innovation is 'Islands Architecture,' which renders pages as static HTML by default and loads interactive UI components ('islands') only on demand, minimising JavaScript payload. Astro is UI-framework-agnostic, supporting React, Vue, Svelte, Solid, Preact, and others in the same project. It ships with file-based routing, type-safe Content Collections, built-in image optimisation, view transitions, server-side rendering adapters, and Starlight, an official documentation theme. Astro remains free and platform-agnostic post-acquisition.
Astro is a free, open-source JavaScript web framework that builds fast, content-driven websites using Islands Architecture—shipping zero JavaScript by default and selectively hydrating interactive components—while remaining agnostic to which UI framework (React, Vue, Svelte, etc.) developers prefer.
Key Facts
- Founded
- 2021
- Founders
- Fred K. Schott, Nate Moore
- Funding
- $7M
- Customers
- 100,000s of developers; ~1M weekly npm d
- Status
- Acquired by Cloudflare (NYSE: NET), Jan 2026
Target users
Key Capabilities10
- Islands Architecture (partial/selective hydration) for zero-JS-by-default pages
- Server-first rendering with static HTML output and optional on-demand SSR
- UI-framework-agnostic: mix React, Vue, Svelte, Solid, Preact in one project
- Built-in Content Collections with TypeScript type-safety and Content Layer API for external data sources
- Astro Actions: type-safe backend functions callable from client code with Zod validation
- Server Islands: embed lazily server-rendered components into fully cached static pages
- File-based routing with middleware, rewrites, and deployment adapters
- Built-in image optimisation, view transitions, and automatic prefetching
- Starlight: official full-featured documentation site theme
- AI-ready: official MCP server and context files for AI-assisted development
Key Use Cases7
- Marketing and landing page websites
- Developer documentation sites (via Starlight)
- Blogs and publishing platforms
- E-commerce storefronts with selective client-side interactivity
- Design system and component library documentation
- Portfolio and brochure sites
- Content-heavy enterprise web properties requiring high Core Web Vitals
Astro customer outcomes
Development costs reduced by over 50%; content operations 2x faster
WP Engine adopted Astro's Starlight theme for their Atlas headless WordPress documentation site, replacing a Next.js + separate MDX repo setup. The team shifted from spending 70% of time on site maintenance to 95% on content creation.
New pages built in half the time vs. previous stack
Microsoft's Fluent 2 design system team chose Astro for its lightweight, zero-JS default and React component compatibility. The new Fluent 2 website, including over 200 pages of content, was built over 10 months.
71% Lighthouse performance increase; 75% build-time reduction
Firebase rebuilt their engineering blog with Astro, replacing Blogger. Publishing a standard blog post dropped from hours to minutes, and GitHub Actions build time was cut from 6 minutes to 1.5 minutes.
Recent Trend
How AI describes Astro3
...aCTBz93nyx7+H3HYMV8Usq2OP//wARtVQ2bT8nHAAAAABJRU5ErkJggg==) Medium +1 Leading edge-first or edge-capable choices include Astro , SvelteKit , Next.js (using the App Router targeting edge runtimes), and [Qw...
I'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration?
Astro * How it achieves target portability: Astro uses an official, robust Astro Adapter API . By adding an adapter ( `@astrojs/node` , `@astrojs/vercel` , `@astrojs/n...
What tools help evaluate the long-term sustainability of OSS infrastructure projects — how do you assess risk when the commercial company behind one pivots or gets acquired?
Astro * Overview: An open-source web framework optimized for building fast, content-driven websites, which has grown robust SSR (Server-Side Rendering) capabilities.
Which modern OSS web frameworks support the most deployment targets — edge runtimes, containers, and serverless functions without major code changes?
Most cited sources
No cited source mix is available for this brand yet.
Alternatives in Open Source Commercial / OSS Infrastructure6
Astro positions itself as the leading JavaScript web framework purpose-built for content-driven websites, distinguishing from full-stack application frameworks (Next.js, Remix) through its 'Islands Architecture' that ships zero JavaScript by default and hydrates only interactive components selectively.
- It competes for developer mindshare on performance, DX, and multi-framework flexibility, ranking #1 in Interest, Retention, and Positivity in the State of JavaScript 2024 Meta Frameworks category—ahead of Next.js, Remix, Nuxt, and SvelteKit on those dimensions.
- The January 2026 acquisition by Cloudflare added infrastructure backing while preserving the open-source, platform-agnostic model.
Reviews
Praised
- Zero JavaScript by default for fast page loads
- Islands Architecture enabling selective, targeted hydration
- Excellent developer experience and intuitive component syntax
- Outstanding documentation (available in 14+ languages)
- Multi-framework support (React, Vue, Svelte, Solid in same project)
- Starlight theme for documentation sites
- Strong Core Web Vitals scores out of the box
- Fast build times and Vite-based tooling
Criticized
- Not suitable for highly interactive SPA-style applications
- File-based routing creates many identically named files, complicating editor navigation
- Astro Studio managed database service launched and shut down within one year
- Smaller third-party ecosystem compared to Next.js
Developer community sentiment is strongly positive. In the State of JavaScript 2024 survey Astro ranked #1 in Interest, Retention, and Positivity among meta-frameworks, and rose to #2 in Usage (behind Next.js only). Weekly npm downloads doubled year-over-year in 2024 (from ~186k to ~364k). Product Hunt reviewers praise speed, developer experience, documentation quality, Islands Architecture, and Starlight. Critical feedback centres on the framework's limited fit for complex interactive applications, file-based routing ergonomics, and the earlier shutdown of the Astro Studio managed database service.
Pricing
Astro is free and open-source under the MIT License with no commercial tiers, usage limits, or paid plans. The framework is sustained through corporate sponsorships (Netlify at $12,500/month, Google IDX at $10,000/month, CloudCannon at $4,000/month, Cloudflare, Webflow, and others) and community donations via Open Collective. Enterprise users engage through the Astro Partner Agency programme rather than any direct Astro subscription.
Limitations
- Astro is intentionally scoped to content-driven websites and is not well-suited for highly interactive single-page applications or data-intensive dashboards that require extensive client-side state management.
- File-based routing results in many files sharing the same name (index.astro, [slug].astro), which some developers find difficult to navigate in editors.
- The managed Astro Studio database service was launched in early 2024 and shut down by March 2025 after failing to achieve commercial traction, requiring users to migrate to self-hosted libSQL or Turso.
- Attempts to build paid hosted primitives (database, storage, analytics) around the framework were abandoned before the Cloudflare acquisition.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Gemini Search | Google AI Mode | Perplexity | ChatGPT | Bing Copilot | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
What are the real limitations of WebAssembly runtimes for server workloads — which types of applications are not a good fit for WASM-based deployment? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms handle fan-out patterns well — which ones can spawn thousands of parallel child workflows and aggregate results without hitting limits? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes offer the best file system and native API access compared to Node.js — where do the gaps matter most for real apps? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating web-based desktop app frameworks versus native UI toolkits — which ones get closest to native performance and OS integration? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight SSR web frameworks can handle complex auth flows, middleware chains, and database access without handing off to a separate backend? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience0/5 cited (0%) | ||||||
What durable workflow platforms have the best debugging experience for failed mid-execution jobs — which ones surface errors clearly and support smart retries? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which schema validation libraries work well across both frontend forms and backend API validation — which ones let you share schemas without duplication? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight edge server-side frameworks have the fastest hot-reload and local iteration cycle — is the feedback loop noticeably better than traditional Node.js? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What are the best edge-first web frameworks compared to traditional SSR frameworks — how do they differ on routing, data loading, and deployment experience? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the best npm ecosystem compatibility — which ones let you use existing packages without frequent incompatibilities? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem0/5 cited (0%) | ||||||
What tools help evaluate the long-term sustainability of OSS infrastructure projects — how do you assess risk when the commercial company behind one pivots or gets acquired? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms integrate best with event-driven architectures — which ones let you trigger workflows from message queues and publish results back to a stream? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which type-safe API frameworks integrate best with popular frontend data-fetching libraries — which ones give you full end-to-end type safety without extra code generation? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which modern OSS web frameworks support the most deployment targets — edge runtimes, containers, and serverless functions without major code changes? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which alternative JavaScript runtimes have the most mature ecosystems — which ones have production-ready database drivers, ORMs, and observability libraries? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability0/5 cited (0%) | ||||||
What commercial OSS infrastructure projects offer the best enterprise support model — which ones have reliable SLAs when the open-source community can't respond fast enough? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which durable workflow platforms perform best under high throughput — which ones scale past the bottlenecks when you need thousands of workflow executions per second? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which WASM-based serverless platforms have the best cold start performance compared to container-based functions — is the latency improvement meaningful for production? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which lightweight JS runtimes have the best memory efficiency compared to Node.js — does the difference matter enough for cost optimization in containerized deployments? | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which modern alternative JavaScript runtimes are actually faster than Node.js for HTTP server workloads — what do realistic benchmarks show? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
What are the best type-safe end-to-end API frameworks for TypeScript — which ones give you autocomplete and validation across the stack with minimal boilerplate? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What are the best JavaScript runtimes for migrating an existing Node.js app — which ones have the fewest compatibility gotchas on day one? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating durable workflow and background job orchestration platforms — which ones require the least infrastructure to get your first workflow running? | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which frameworks let you package a web app as a native desktop app using web technologies — how do they handle Windows and Linux build differences? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What WASM runtimes support deploying serverless functions in production — which platforms cover the full path from writing a function to running it at the edge? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | Temporal | 6.7% | 31.5% | 3.3% | 0.7% | 16.7% | #4.2 | +0.50 |
| 2 | Deno | 5.3% | 20.4% | 3.3% | 2.0% | 0.0% | #2.9 | +0.46 |
| 3 | Hono | 3.3% | 9.3% | 3.3% | 0.0% | 16.0% | #4.0 | +0.66 |
| 4 | Inngest | 2.0% | 14.8% | 1.3% | 0.0% | 7.3% | #6.0 | +0.85 |
| 5 | tRPC | 1.3% | 3.7% | 0.0% | 0.0% | 10.0% | #2.5 | +0.80 |
| 6 | Bun | 1.3% | 3.7% | 1.3% | 0.0% | 0.0% | #3.0 | +0.80 |
| 7 | Fermyon | 1.3% | 13.0% | 0.0% | 0.7% | 0.0% | #7.3 | +0.75 |
| 8 | Zod | 0.7% | 1.9% | 0.0% | 0.0% | 8.7% | #1.0 | +0.70 |
| 9 | Tauri | 0.7% | 1.9% | 0.0% | 0.0% | 6.0% | #5.0 | +0.20 |
| 10 | Astro | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 11 | Remix | 0.0% | 0.0% | 0.0% | 0.0% | 6.0% | — | — |
| 12 | Wasmer | 0.0% | 0.0% | 0.0% | 0.0% | 2.7% | — | — |
Turn this into your team dashboard
Sign up to unlock project-level analytics, daily tracking, actionable insights, custom prompt configurations, adoption tracking, AI traffic analytics and more.
Free trial. Setup comes pre-filled from this report.