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/Oriolshhh/runware-image-mcpWrote 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/commands/oriolshhh/runware-image-mcp/loop-improve-ui-ux)<a href="https://agentmods.dev/commands/oriolshhh/runware-image-mcp/loop-improve-ui-ux"><img src="https://agentmods.dev/badge/commands/oriolshhh/runware-image-mcp/loop-improve-ui-ux.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 5.1 | $0.00000 | $0.00486 |
| Opus 5 | $0.00000 | $0.00243 |
| Sonnet 5 | $0.00000 | $0.00097 |
| Haiku 4.5 | $0.00000 | $0.00049 |
Grade A, and why
loop-improve-ui-ux 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 4d 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.
This is a copy
77% identical to loop-context-compression — 36 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
What it actually says
/loop-improve-ui-ux — Baseline, audit, prioritize, improve, and reverify an existing interface with bounded iterations.
Follow this ordered workflow. Respect every human-approval gate and stop when instructed.
name: improve-ui-ux
description: Iteratively improve an existing UI from a stable baseline with before/after browser evidence.
max_iterations: 4
steps:
- name: orient
instruction: Fix the target user task, surface, goal, non-goals, desired degree of change, preview command, fixtures, and acceptance rubric.
- name: baseline
agent: visual-qa-tester
instruction: Capture reproducible baseline behavior and visual evidence across relevant viewports, states, themes, and interactions before editing.
- name: audit
instruction: Run separated read-only ux-reviewer, accessibility-reviewer, design-system-specialist, visual-craft-specialist, and conditional motion-design-reviewer passes; consolidate findings without recursively invoking the end-to-end /improve-ui-ux command.
- name: prioritize
agent: frontend-design-lead
instruction: Select the smallest coherent improvement set by user impact, confidence, reversibility, and cost; preserve working brand and behavior.
- name: approve-material-decisions
instruction: Wait only when the selected set changes brand, navigation, product behavior, shared design-system APIs, or dependencies.
gate: human-approval-when-required
- name: implement
agent: frontend-implementer
instruction: Apply the selected set with complete states, responsive and accessible behavior, focused tests, and no unrelated redesign.
- name: compare-and-review
instruction: Repeat identical baseline scenarios; run independent visual QA and accessibility review, plus motion review when motion changed.
- name: gates-and-decide
instruction: Stop when acceptance passes; otherwise repeat only for verified in-scope findings below max_iterations.
gate: gates/default.yml
Apply
context-discoverybefore broad scanning: use a supplied context capsule first; otherwise check context frontmatter freshness, read.agent/context/routing.md, load only relevant summaries, and verify critical claims against source.
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.
- 4d ago First seen · 36 lines · 0 tokens per session scan A efa954f31ebe
loop-improve-ui-ux is a command published in the GitHub repository Oriolshhh/runware-image-mcp (0 stars, last pushed 1mo ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 486 tokens. A static security scan graded it A with 0 findings. It is 77% identical to loop-context-compression, differing in 36 lines, and is treated as a copy.
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