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 skills add danielrosehill/Claude-Image-Production-Plugin --skill optimize-jpeggit clone --depth 1 https://github.com/danielrosehill/Claude-Image-Production-PluginWrote 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/danielrosehill/claude-image-production-plugin/optimize-jpeg)<a href="https://agentmods.dev/skills/danielrosehill/claude-image-production-plugin/optimize-jpeg"><img src="https://agentmods.dev/badge/skills/danielrosehill/claude-image-production-plugin/optimize-jpeg.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 | $0.00070 | $0.00958 |
| Opus 5 | $0.00035 | $0.00479 |
| Sonnet 5 | $0.00014 | $0.00192 |
| Haiku 4.5 | $0.00007 | $0.00096 |
Grade A, and why
optimize-jpeg 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 7d 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 — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Optimize JPEG
Squeeze JPEG file size. Two modes:
- lossless (default) —
jpegoptim --strip-all. Repacks Huffman tables and strips metadata. No re-encode, no quality change. - recompress —
mozjpeg(cjpeg-mozjpeg). Re-encodes with better quantisation tables; 10–15% smaller than libjpeg-turbo for the same SSIM. Quality flag controls trade-off.
When to use
- Web-prep: photo galleries, blog images, anything destined for upload.
- Archive squeeze: lossless mode is the no-regret option for any JPEG-heavy folder.
- Pre-step inside
web-readyorchestrator.
Do not use this skill when:
- Source is PNG → use
optimize-png. - Source is HEIC/RAW/TIFF — pipe through
web-ready(or convert first). - The JPEG is already heavily compressed (<70% quality estimate) — recompress will visibly degrade.
Inputs
- Input — file or directory. Required.
- Mode —
lossless(default) orrecompress. - Recursive —
--recursivefor directory descent. - In-place — default.
--output-dir <path>to write copies. - Quality (mode=recompress) —
cjpeg-mozjpeg -quality N. Default82(web-quality).90for archival;75for aggressive web compression. - Strip metadata — default
onfor both modes. EXIF/IPTC/XMP gone. Use--keep-metadatato preserve. - Progressive — default
on. Smaller files + better perceived load.--baselineto disable for compatibility with very old decoders.
Procedure
-
Verify the relevant binary.
which jpegoptimfor lossless;which cjpeg-mozjpeg(or fallbackwhich cjpeg) for recompress. If missing, point atinstall-deps. -
Enumerate inputs (JPEG/JPG only — skip with note).
-
Lossless (jpegoptim):
jpegoptim --strip-all --all-progressive [--dest <out-dir>] "<input>"--all-progressiveforces progressive output (smaller).--strip-allremoves EXIF/IPTC/XMP/comments. Drop these if--keep-metadatawas set. -
Recompress (mozjpeg):
mozjpeg's CLI is decode-then-encode, so for in-place behaviour:
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.
- 7d ago First seen · 75 lines · 70 tokens per session scan A 71e6a3edee67
optimize-jpeg is a skill published in the GitHub repository danielrosehill/Claude-Image-Production-Plugin (16 stars, last pushed 20d ago), licensed MIT. It adds 70 tokens to every session and 958 once invoked, about $0.0003 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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