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/escapeboy/ai-prompts/image-optimizenpx skills add escapeboy/ai-prompts --skill image-optimizegit clone --depth 1 https://github.com/escapeboy/ai-promptsWrote 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/escapeboy/ai-prompts/image-optimize)<a href="https://agentmods.dev/skills/escapeboy/ai-prompts/image-optimize"><img src="https://agentmods.dev/badge/skills/escapeboy/ai-prompts/image-optimize.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 | $0.00027 | $0.01112 |
| Opus 5 | $0.00014 | $0.00556 |
| Sonnet 5 | $0.00005 | $0.00222 |
| Haiku 4.5 | $0.00003 | $0.00111 |
Grade A, and why
image-optimize scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 115 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Image Optimizer
Compress PNG and JPEG images locally. Achieves 60–80% size reduction with no visible quality loss.
Requirements
brew install pngquant mozjpeg
Verify:
pngquant --version # 3.0.3+
/opt/homebrew/opt/mozjpeg/bin/jpegtran -version
PNG Optimization (pngquant — lossy, best ratio)
# Single file, overwrite in place
pngquant --quality=75-90 --speed=1 --force --output image.png image.png
# All PNGs in a directory
for f in /path/to/dir/*.png; do
before=$(stat -f%z "$f")
pngquant --quality=75-90 --speed=1 --force --output "$f" "$f"
after=$(stat -f%z "$f")
pct=$(( (before - after) * 100 / before ))
echo "$f: $(( before/1024 ))KB → $(( after/1024 ))KB (-${pct}%)"
done
PNG Quality presets
| Use case | --quality |
|---|---|
| Blog covers, hero images | 75-90 |
| Product/portfolio (high quality) | 85-95 |
| Thumbnails, icons | 65-80 |
JPEG Optimization (jpegtran — lossless recompression)
JPEGTRAN=/opt/homebrew/opt/mozjpeg/bin/jpegtran
# Single file
$JPEGTRAN -copy none -optimize -progressive -outfile output.jpg input.jpg
# All JPEGs in a directory, overwrite in place
for f in /path/to/dir/*.jpg /path/to/dir/*.jpeg; do
[ -f "$f" ] || continue
before=$(stat -f%z "$f")
$JPEGTRAN -copy none -optimize -progressive -outfile "$f.tmp" "$f" && mv "$f.tmp" "$f"
after=$(stat -f%z "$f")
pct=$(( (before - after) * 100 / before ))
echo "$f: $(( before/1024 ))KB → $(( after/1024 ))KB (-${pct}%)"
done
Combined Script (PNG + JPEG in one directory)
#!/bin/bash
# Usage: optimize-images.sh /path/to/dir
DIR="${1:-.}"
JPEGTRAN=/opt/homebrew/opt/mozjpeg/bin/jpegtran
total_before=0; total_after=0
for f in "$DIR"/*.png "$DIR"/*.PNG; do
[ -f "$f" ] || continue
before=$(stat -f%z "$f")
pngquant --quality=75-90 --speed=1 --force --output "$f" "$f"
after=$(stat -f%z "$f")
total_before=$((total_before + before))
total_after=$((total_after + after))
echo "PNG $f: $(( before/1024 ))KB → $(( after/1024 ))KB (-$(( (before-after)*100/before ))%)"
done
for f in "$DIR"/*.jpg "$DIR"/*.jpeg "$DIR"/*.JPG "$DIR"/*.JPEG; do
[ -f "$f" ] || continue
before=$(stat -f%z "$f")
$JPEGTRAN -copy none -optimize -progressive -outfile "$f.tmp" "$f" && mv "$f.tmp" "$f"
after=$(stat -f%z "$f")
total_before=$((total_before + before))
total_after=$((total_after + after))
echo "JPEG $f: $(( before/1024 ))KB → $(( after/1024 ))KB (-$(( (before-after)*100/before ))%)"
done
if [ $total_before -gt 0 ]; then
echo ""
echo "Total: $(( total_before/1024 ))KB → $(( total_after/1024 ))KB (-$(( (total_before-total_after)*100/total_before ))%)"
fi
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 · 115 lines · 27 tokens per session scan A 0ea41bb8f36e
image-optimize is a skill published in the GitHub repository escapeboy/ai-prompts (91 stars, last pushed 9d ago), licensed MIT. It adds 27 tokens to every session and 1,112 once invoked, about $0.0001 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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