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.
git 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/plugins/startrail-org/pixelrag/plugin)<a href="https://agentmods.dev/plugins/startrail-org/pixelrag/plugin"><img src="https://agentmods.dev/badge/plugins/startrail-org/pixelrag/plugin/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/plugins/startrail-org/pixelrag/plugin"><img src="https://agentmods.dev/badge/plugins/startrail-org/pixelrag/plugin.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 1mo 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.
What it actually says
{
"name": "pixelbrowse",
"version": "0.1.0",
"description": "Give Claude eyes \u2014 screenshot any URL with pixelshot and read it visually",
"author": {
"name": "Zhifei Li"
}
}
What it installs
The manifest is a name and a version. 1 skill, 1 command travel with it, and installing the plugin installs all of them — 102 tokens a session between them. Each is measured on its own page, and each can be installed alone.
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.
- 1mo ago First seen · 9 lines scan A 40137e68cc03
pixelbrowse is a plugin published in the GitHub repository StarTrail-org/PixelRAG (10,280 stars, last pushed yesterday), licensed Apache-2.0. Its token cost is not measured: this kind of file is read by the harness, not the model. 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.
Other plugins, from other repositories
reme
Automatic recall, background conversation recording, and explicit MCP memory tools for Claude Code.
browser-gateway
Cloud browsers through the hosted BrowserGateway MCP server. When WebFetch is blocked or gets an empty page, Claude retries with a real browser.
session-recall
Shared semantic recall over local Claude Code, Codex, and Cursor history. Bundles MCP search tools, deep recall, guided setup, and a background freshness hook.
mixedbread-skills
Agent skills for search, RAG, parsing, completions, and model harnesses with Mixedbread.
akb-claude-code
Bridge Claude Code's session lifecycle into AKB's agent-memory vault.
akb-sessions
Ingest coding sessions into an AKB vault as structured notes.