PixelRAG is a visual search system that renders web pages, PDFs, and images as screenshots, then retrieves information from those images instead of relying only on extracted text. It is designed for retrieval-augmented generation systems and agents that need to understand layouts, tables, charts, and other visual structure. The catalogue entries provide a Claude Code plugin and related instructions for using its visual browsing and retrieval workflow.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/startrail-org/pixelrag/pixelbrowsenpx skills add StarTrail-org/PixelRAG --skill pixelbrowsegit clone --depth 1 https://github.com/StarTrail-org/PixelRAGWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/startrail-org/pixelrag/pixelbrowse)<a href="https://agentmods.dev/skills/startrail-org/pixelrag/pixelbrowse"><img src="https://agentmods.dev/badge/skills/startrail-org/pixelrag/pixelbrowse.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00090 | $0.01210 |
| Opus 5 | $0.00045 | $0.00605 |
| Sonnet 5 | $0.00018 | $0.00242 |
| Haiku 4.5 | $0.00009 | $0.00121 |
Grade A, and why
pixelbrowse scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
PixelBrowse — Screenshot-based Web Reading
Use pixelshot to capture any URL or document as tiled JPEG images, then read the images visually.
Requires the pixelshot command on PATH. If pixelshot is not found, install it
(isolated, on PATH): uv tool install pixelrag (or pipx install pixelrag, or
pip install pixelrag) — then retry. Don't go hunting for it in project venvs.
How to use
# Screenshot a URL (optimized for Claude's vision: 1568px tile height)
pixelshot <url> --output /tmp/pixelbrowse --tile-height 1568 --wait-network-idle
# Screenshot multiple URLs in parallel
pixelshot <url1> <url2> --output /tmp/pixelbrowse --tile-height 1568 --wait-network-idle --workers 4
# Wider viewport for desktop layouts
pixelshot <url> --output /tmp/pixelbrowse --tile-height 1568 --viewport-width 1280 --wait-network-idle
# Render a PDF
pixelshot document.pdf --output /tmp/pixelbrowse
IMPORTANT: Always use --tile-height 1568 for screenshots you will read visually.
Claude's vision model downscales images with long edge > 1568px (Sonnet/Haiku) or 2576px (Opus).
The default 8192px tile height will be downscaled and text becomes unreadable.
Note that the tile height is also the emulated viewport height, so at 1568 an ordinary article
is a dozen-plus tiles rather than one or two — the manifest tells you how many (see Workflow).
IMPORTANT: Always use --wait-network-idle for URLs. Without it, JavaScript-heavy
pages (most modern sites / single-page apps) are captured before they finish rendering
and come back blank or half-empty. It waits for the page's load event plus a brief
network-quiet window so client-rendered content is actually on screen.
After rendering, read the tile images from the output directory to visually understand the content.
Workflow
- Run
pixelshot <url> --output /tmp/pixelbrowse --tile-height 1568 --wait-network-idle - Read
/tmp/pixelbrowse/<domain>.png.tiles/tiles.json— the manifest of what was captured - Read every tile it lists, in order, not just
tile_0000.jpg
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 5d ago First seen · 96 lines · 90 tokens per session scan A ead979f591de
pixelbrowse is a skill published in the GitHub repository StarTrail-org/PixelRAG (9,862 stars, last pushed 5d ago), licensed Apache-2.0. It adds 90 tokens to every session and 1,210 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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