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 mpstats-io/claude-code-skills --skill photo-editorgit clone --depth 1 https://github.com/mpstats-io/claude-code-skillsWrote 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/mpstats-io/claude-code-skills/photo-editor)<a href="https://agentmods.dev/skills/mpstats-io/claude-code-skills/photo-editor"><img src="https://agentmods.dev/badge/skills/mpstats-io/claude-code-skills/photo-editor/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/skills/mpstats-io/claude-code-skills/photo-editor"><img src="https://agentmods.dev/badge/skills/mpstats-io/claude-code-skills/photo-editor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- Socket warn
- Snyk fail
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 | $0.00055 | $0.02314 |
| Opus 5.5 | $0.00022 | $0.00926 |
| Sonnet 5.5 | $0.00011 | $0.00463 |
| Haiku 4.5 | $0.00006 | $0.00231 |
Grade A, and why
photo-editor 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.
How it starts
The opening of the file, as written. The whole thing — 136 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MPSTATS Photo Editor
Internal MPSTATS service for AI-generated visuals for marketplace product cards: background removal/replacement, upscaling, recolor, "product in action", prompt-edit, photoshoots, infographics.
All requests go through the ready-made scripts in scripts/ (Bash tool, do not rewrite the code). Endpoints are asynchronous: each script handles submit → polling → saving files. Images are base64-encoded inside the scripts.
Two modes of operation
Choose deliberately — it changes all downstream behavior.
A. Technical operations (single-step) — remove-background, upscale, replace-background, in-action, recolor, freeform. Run the script → get the result → deliver. No research/brief. Use when a concrete action is requested ("remove the background", "upscale", "recolor to blue").
B. Design tasks (multi-stage) — infographics and photoshoot. Full design work: think like a marketplace designer. Use when the request is about buyer value ("make an infographic", "refresh the card", "I need a photoshoot"). Use the stage guides in references/ — these are thinking guides, not checklists:
| Stage | File | When |
|---|---|---|
| 1. Research | references/01-research.md | Default for mode B unless the user chose "no research". |
| 2. Brief | references/02-brief.md | Always before generating in mode B. Also covers all prompt-craft: prompt structure, slide series, length limit, content-filter. |
| 3. Generate | references/03-generate.md | Always. Before running, ask: "the full batch right away, or a test frame first?". |
| 4. Deliver | references/04-deliver.md | Mandatory, read BEFORE showing the result. Show every frame via Read with an anchor caption, not a list of paths. |
Mode B start — mandatory question
When a task is identified as mode B, the first thing to do is ask a single question:
Run full research (competitor analysis, reviews, visual benchmark) or generate right away from your prompt / description?
What ships with it
22 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- .gitignore 40 B
- config/.env.example 365 B
- config/README.md 889 B
- references/01-research.md 10 KB
- references/02-brief.md 18 KB
- references/03-generate.md 4.8 KB
- references/04-deliver.md 3.8 KB
- scripts/common.sh 7.2 KB runs code
- scripts/freeform.sh 1.4 KB runs code
- scripts/health.sh 236 B runs code
- scripts/in-action.sh 1.2 KB runs code
- scripts/infographics.sh 4.7 KB runs code
- scripts/photoshoot.sh 4.1 KB runs code
- scripts/poll.sh 2.6 KB runs code
- scripts/README.md 4.1 KB
- scripts/recolor.sh 964 B runs code
- scripts/remove-background.sh 694 B runs code
- scripts/replace-background.sh 1.3 KB runs code
- scripts/run.sh 1.6 KB runs code
- scripts/templates.sh 1.1 KB runs code
- scripts/upscale.sh 649 B runs code
- scripts/wb-fetch-photos.sh 2.2 KB runs code
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 · 136 lines · 55 tokens per session scan A 9cd55ef8cf24
photo-editor is a skill published in the GitHub repository mpstats-io/claude-code-skills (12 stars, last pushed 5mo ago), licensed MIT. It adds 55 tokens to every session and 2,314 once invoked, about $0.0002 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 2026-08-31.
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