cd /news/ai-tools/i-built-a-zero-backend-browser-only-… · home topics ai-tools article
[ARTICLE · art-127876] src=dev.to ↗ pub= topic=ai-tools verified=true sentiment=↑ positive

I built a zero-backend, browser-only alternative to Open WebUI and heavy LLM stacks

A developer built Lab, an open-source, browser-only web interface for LLMs that runs entirely client-side without any backend, database, or Docker containers. The MIT-licensed tool connects directly to a local Ollama instance over HTTPS, requiring only the OLLAMA_ORIGINS environment variable to permit cross-origin requests. It targets users who want a lightweight workspace for inspecting token counts, testing system prompts, or chatting with local models.

by read1 min views2 publishedSep 12, 2026

Most open-source LLM chat interfaces follow the exact same blueprint: a heavy Python or Node.js backend, a Postgres/Redis database, and a multi-container Docker Compose setup just to pass a JSON prompt to an API.

If you just want a clean, responsive workspace to inspect token counts, test system prompts, or chat with your local Ollama instance, deploying 2GB+ of Docker containers is massive overkill.

That’s why I built Lab - a lightweight, completely serverless, local-first web environment for LLMs.

Since Lab runs entirely in your browser over HTTPS, connecting to a local Ollama instance (http://localhost:11434) requires allowing browser cross-origin requests.

Simply set the environment variable on your Ollama host:

sudo systemctl edit ollama.service

[Service]
Environment="OLLAMA_ORIGINS=*"

Restart Ollama, and Lab connects instantly directly from your browser tab.

The project is fully open-source under the MIT license:

Feedback, bug reports, and PRs are more than welcome!

── more in #ai-tools 4 stories · sorted by recency
── more on @lab 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
Live at https://your-agent.zahid.host
Get free account → Pricing
from €0/mo · no card required
LIVE [news/i-built-a-zero-backe…] indexed:0 read:1min 2026-09-12 ·