Element to LLM

Element to LLM — AI Agent Perception Layer

Your AI agent is blind. It guesses from screenshots. Drowns in raw HTML. Misses what users actually see.

Element to LLM fixes this.

One click. Your browser's live UI state — structured, semantic, token-efficient — delivered to any LLM. Claude, GPT, Gemini, Llama. Your choice.

Now your AI agent doesn't guess. It sees.

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🤖 Built for AI Agents

The era of AI agents is here. Agents that fill forms, navigate apps, debug interfaces, automate workflows — they all need one thing: accurate perception of the UI.

Element to LLM is that perception layer.

Not screenshots (no element IDs, burns tokens). Not raw HTML (2.3MB of noise). Not accessibility trees (miss visual context).

SiFR v2 — structured, semantic, actionable: → Every element labeled and scored by importance → Actions tagged: [clickable] [fillable] [hoverable] → Spatial relationships mapped → Smaller than raw HTML → Zero system prompt overhead — live DOM is the context

Your agent stops hallucinating UI elements. It acts on what's actually there.

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⚡ What changes when AI sees your screen

Before E2LLM: "There's a button somewhere on the left, I think it says Submit..."

After E2LLM: AI receives: btn_003 "Submit" [clickable] salience:high position:(540,320) — stacked above input_007, no occlusion, aria-label matches visible text.

The difference feels unfair. In a good way.

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🧰 Use cases

→ LLM Agents — accurate UI state for autonomous action → AI Debugging — root cause in seconds, not hours → QA Automation — capture real runtime behavior → RPA — eliminate brittle selectors forever → Design review — spec vs implementation, instantly → Accessibility — what assistive tech actually perceives

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🔒 100% Local. 100% Private.

Nothing leaves your browser. Ever. No cloud. No servers. No tracking. DOM stays on your machine.

This is the rare AI tool that works without touching your data.

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🚀 v2.8.0 — Persistent Captures

Save captures to disk as JSON files. Diff workflows. Audit trails. Repeatable pipelines. Toggle Clipboard / File mode — existing workflows unaffected.

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Works with Claude · ChatGPT · Gemini · Grok · Llama Chrome · Firefox · Arc · Brave · Edge

Install. One click. Your AI finally sees.