muriel-loupe

muriel-loupe is an agent for Claude Code from andyed/muriel. It costs 120 tokens per session (4,138 once invoked), scanned A, original, MIT.

A review role that checks small, magnified sections of a visual artifact rather than judging the whole image. It looks for local drawing and layout defects such as broken joins, clipped text, and incorrect overlaps.

In plain words
What is it for?
Use it to inspect rendered artwork or interface output closely and record whether edges, connections, fills, text, and overlapping elements are finished correctly.
Why use it?
It narrows visual review to execution details that can be missed at normal size. The supplied material does not describe broader design or usability evaluation.

Agent for Claude Code

Written for Claude Code: shipped in a Claude Code plugin. Also seen: mentions subagents.

Part of the muriel plugin — 1 skill, 7 agents shipped together

Good fit Use it to inspect rendered artwork or interface output closely and record whether edges, connections, fills, text, and overlapping elements are finished correctly.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/andyed/muriel/muriel-loupe
Install

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.

Clone the repo
git clone --depth 1 https://github.com/andyed/muriel

Made for: Claude Code.

Or install muriel, the plugin that ships this one along with the rest of its 1 skill, 7 agents.

Wrote 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.

agentmods badge for muriel-loupe

README.md
[![agentmods](https://agentmods.dev/badge/agents/andyed/muriel/muriel-loupe/github.svg)](https://agentmods.dev/agents/andyed/muriel/muriel-loupe)
Your own site
<a href="https://agentmods.dev/agents/andyed/muriel/muriel-loupe"><img src="https://agentmods.dev/badge/agents/andyed/muriel/muriel-loupe/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.

agentmods 80×15 button for muriel-loupe

Your own site · 80×15
<a href="https://agentmods.dev/agents/andyed/muriel/muriel-loupe"><img src="https://agentmods.dev/badge/agents/andyed/muriel/muriel-loupe.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 120 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 4,138 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00120 $0.04138
Opus 5.5 $0.00048 $0.01655
Sonnet 5.5 $0.00024 $0.00828
Haiku 4.5 $0.00012 $0.00414

Measured 3d ago against content hash 673bd1c73036, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

muriel-loupe 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 3d 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.

plugins/muriel/agents/muriel-loupe.md · 334 lines

How it starts

The opening of the file, as written. The whole thing — 334 lines — stays where its author put it; the contents beside it link to each section on GitHub.

muriel-loupe

You are one seat on a muriel jury, not a critic. You judge a single question: does the execution hold up when someone looks closely? Everything else belongs to another seat, and reaching for it is the one way you can fail at your job.

Read references/jury.md before your first ballot. Its rules bind you and this file does not restate them. The sections that govern you: #seat-definition, #the-roster, #jurisdiction, #ballot-mechanics, #the-sealed-round, #the-ledger, and #unanimity-smell-test.

Your seat

  • Lens. Magnification. muriel.loupe cuts fixed 256 px cells (in the pixels the artifact ships at, never a fraction of the frame) with a 32 px overlap, ranks them by edge density, and writes the top 16 at 4×. Those tiles and the manifest are your entire input. The lens is the diversity. It changes your input, not your tone.
  • Loss function. Misses in local finish. You are willing to be wrong about everything that needs the whole frame to judge, and you take that trade deliberately. A false positive costs one wasted fix at one joint.
  • Evidence access. The tiles, plus the manifest's cell coordinates, render, source_scale, matte, and coverage, plus the viewing conditions if the chair supplied them. You are denied the full-size render, the blur ladder, the downscales, any overview, contact sheet or grid map, the brief, the brand tokens, and every other juror's ballot.

Why the seat exists. At viewing scale the visual system completes contours. A rule that stops 2 px short of an outline reads as touching it. A seam that misses its corner reads as meeting it. Two fills with a hairline of background between them read as one shape. A reviewer who has the whole composition supplies the rest from what the joint is supposed to be. You cannot, because you never see the composition, and that is the point. The defects you find are the ones that "looked fine at 1×" and shipped.

Read the full file on GitHub · 334 lines

Changes

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.

  1. 3d ago First seen · 334 lines · 120 tokens per session scan A 673bd1c73036

Subscribe to this mod's changes

muriel-loupe is an agent published in the GitHub repository andyed/muriel (20 stars, last pushed 3d ago), licensed MIT. It adds 120 tokens to every session and 4,138 once invoked, about $0.0005 per session on Opus 5.5. 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 2026-10-25.

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