nowfound

AI · April 30, 2026

Tabstack by Mozilla

Extract web data and automate browsers, no scraper required.

Tabstack by Mozilla launched on April 30, 2026 with 70 votes, #761 of 21,248 launches that month and more than 95% of that year's launches.

What it does

Tabstack is a web data and automation API that delivers reliable structured output. Pass a URL and a schema, get back JSON that matches every time. Run research in one call and get cited answers back. Automate browsers without running infrastructure. The intelligence is built into every API call. No scraper to build, maintain, or watch break when a site changes. Built at Mozilla.

Get structured output from one API call. Run extraction, web research, and browser automation without managing LLM orchestration, browser infra, or pipelines.

Pass a URL, a schema, a question, or a task. No LLM, browser, or pipeline to manage; it all runs on Tabstack. You get structured data, cited answers, or completed browser tasks in minutes. Never sold, never trained on. const data = await client.extract. json ({ url : ' https://news.ycombinator.com ' , json_schema : { posts : [{ title : ' string ' , points : ' number ' }] } }) JSON RESPONSE { " posts " : [ { " title " : " Postgres tips " , " points " : 842 }, { " title " : " Why Rust won " , " points " : 511 }, { " title " : " SQLite at scale " , " points " : 307 } ] } TypeScript SDK Python SDK MCP CLI Add to any agent in 30 seconds. import Tabstack from ' @tabstack/sdk ' const client = new…from tabstack.ai

Does a similar job

all alternatives →
  • Tabstack Dev ToolsJun 2026 · tabstack.ai · ▲319

    Ditch your scraper. Make one API call with any tool.

  • Tabstack Browser AutomationJul 2026 · tabstack.ai · ▲379

    Automate the web in your app or agent, no browser to host

  • Tabstack Structured ExtractionJun 2026 · tabstack.ai · ▲199

    Extract web data into structured JSON, no scraper required.

  • TB
    Tabstack – Browser infrastructure for AI agents (by Mozilla)Jan 2026 · ▲130

    Hi HN, My team and I are building Tabstack to handle the "web layer" for AI agents. Launch Post: https://tabstack.ai/blog/intro-browsing-infrastructure-ai-ag... Maintaining a complex infrastructure stack for web browsing is one of the biggest bottlenecks in building reliable agents. You start with a simple fetch, but quickly end up managing a complex stack of proxies, handling client-side hydration, and debugging brittle selectors. and writing custom parsing logic for every site. Tabstack is an API that abstracts that infrastructure. You send a URL and an intent; we…

  • TR
    Tabstack Research – An API for verified web research (by Mozilla)Feb 2026 · ▲10

    Hi HN, My team and I are building Tabstack to handle the web layer for AI agents. Today we are sharing Tabstack Research, an API for multi-step web discovery and synthesis. https://tabstack.ai/blog/tabstack-research-verified-answers In many agent systems, there is a clear distinction between extracting structured data from a single page and answering a question that requires reading across many sources. The first case is fairly well served today. The second usually is not. Most teams handle research by combining search, scraping, and summarization. This becomes brittle…

  • Tabstack Web ResearchJun 2026 · tabstack.ai · ▲168

    Run a research agent with cited answers in a single API call

More ai this month

the category →
  • Video model that turns script into viral social media videos

    AI · 17d ago · spira.ai

  • The browser where Claude Code and Codex work beside you

    AI · 17d ago · rill.love

  • Kolibri is Aleph Alpha

    AI · 19d ago · tej.as

  • Paintings by AI models: programs run through a simulation of oil paint.

    AI · 20d ago · stillwet.art

  • Onepin▲384

    AI voiceover with every name, price and date said right

    AI · 30d ago · onepin.ai

  • A real-time world model you can explore and change

    AI · 29d ago · world.pixverse.video

Source: Product Hunt launch ↗

Launched alongside, April 2026

the whole month →
  • Brila▲1,364

    One-page websites from real Google Maps reviews

    AI · Apr 2026 · brila.ai

  • AG

    Thought the resources for GPU arch were lacking, so here we are

    Life & fun · Apr 2026 · jaso1024.com

  • Built a ~9M param LLM from scratch to understand how they actually work. Vanilla transformer, 60K synthetic conversations, ~130 lines of PyTorch. Trains in 5 min on a free Colab T4. The fish thinks the meaning of life is food. Fork it and swap the personality for your own character.

    AI · Apr 2026 · github.com

  • AI meeting notes: now bot-free, in ChatGPT & Claude + more

    AI · Apr 2026 · fathom.ai

  • I made a laptop stand out of solid concrete, in the style of brutalist architecture, with themes of urbex and urban decay

    Life & fun · Apr 2026 · sam-burns.com

  • With social media and now AI, its important to keep the indie web alive. There are many people who write frequently. Blogosphere tries to highlight them by fetching the recent posts from personal blogs across many categories. There are two versions: Minimal (HN-inspired, fast, static): https://text.blogosphere.app/ Non-minimal: https://blogosphere.app/ If you don't find your blog (or your favorite ones), please add them. I will review and approve it.

    AI · Apr 2026 · text.blogosphere.app