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 calesthio/generative-media-skills --skill adobe-firefly-imagegit clone --depth 1 https://github.com/calesthio/generative-media-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/calesthio/generative-media-skills/adobe-firefly-image)<a href="https://agentmods.dev/skills/calesthio/generative-media-skills/adobe-firefly-image"><img src="https://agentmods.dev/badge/skills/calesthio/generative-media-skills/adobe-firefly-image/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/calesthio/generative-media-skills/adobe-firefly-image"><img src="https://agentmods.dev/badge/skills/calesthio/generative-media-skills/adobe-firefly-image.svg" alt="Reviewed on agentmods" width="80" 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 | $0.00097 | $0.09435 |
| Opus 5 | $0.00048 | $0.04718 |
| Sonnet 5 | $0.00019 | $0.01887 |
| Haiku 4.5 | $0.00010 | $0.00944 |
Grade C, and why
adobe-firefly-image scanned grade C with 2 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 9d 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.
Instruction-override phrasinghighPrompt injection
Text telling the model to disregard its earlier instructions or safety rules is the shape of a prompt injection, whoever wrote it.
Never mutate a rejected prompt automatically to bypass safety filters. Present the failure category and ask for a compliant revision. Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
import urllib.error How it starts
The opening of the file, as written. The whole thing — 607 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Adobe Firefly Image
Treat this as a still-image production and integration skill. Keep video, audio, and unrelated Photoshop, Lightroom, Express, or Creative Production operations out of scope unless the user explicitly asks to combine systems.
Evidence discipline
Use these labels consistently:
- Documented means the current Adobe API reference, changelog, product terms, or security material states the claim.
- Inference means the conclusion follows from documented fields or behavior but Adobe does not state it directly.
- Production heuristic means practical guidance to test in the target account and workflow.
Volatile API facts below were verified on 2026-07-09. Re-check the API reference, changelog, and usage notes immediately before shipping. Adobe has several prose pages whose examples conflict with the endpoint reference. When they disagree, prefer the operation schema in the API reference plus a later explicit changelog entry; do not merge fields from incompatible versions.
Start with the production contract
Before generating anything:
- Confirm that the organization is entitled to Firefly Services and that the project has OAuth Server-to-Server credentials.
- Record the deliverable, aspect ratio or dimensions, acceptable alteration of supplied assets, rights/consent status, locale, accessibility needs, and review owner.
- Choose the operation from the matrix below. Do not select a model only because it is newest.
- Quote the endpoint, model header, variation count, and cost unit before a paid batch.
- Run one representative sample, download it immediately, and perform visual and provenance QA before scaling.
Current API and model map
Documented, verified 2026-07-09:
What ships with it
1 file 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.
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.
- 9d ago First seen · 607 lines · 97 tokens per session scan C 801d7fc20222
adobe-firefly-image is a skill published in the GitHub repository calesthio/generative-media-skills (170 stars, last pushed 2mo ago), licensed MIT. It adds 97 tokens to every session and 9,435 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it C with 2 findings (instruction-override phrasing, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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