gpt-image-2

gpt-image-2 is a skill for Codex from GargantuaX/openskills. It costs 86 tokens per session (1,124 once invoked), scanned A, original, MIT.

A Python tool for creating and editing images through OpenAI-compatible image APIs, including GPT Image 2 and text-capable Responses models.

In plain words
What is it for?
Use it for text-to-image generation, image edits, multi-image batches, mask-based changes, streaming results, partial images, Responses workflows, dry runs, and saving raw API responses.
Why use it?
It brings image generation, edits, masks, batches, streaming, and mixed text-and-image requests into one tool with checks for supported options.

Skill for Codex

Written for Codex: agents/openai.yaml present.

Good fit Use it for text-to-image generation, image edits, multi-image batches, mask-based changes, streaming results, partial images, Responses workflows, dry runs, and saving raw API responses.

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Install with agentmods
npx agentmods add skills/gargantuax/openskills/gpt-image-2
Install

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.

Any agent
npx skills add GargantuaX/openskills --skill gpt-image-2
Clone the repo
git clone --depth 1 https://github.com/GargantuaX/openskills

Made for: Codex.

Wrote 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.

agentmods badge for gpt-image-2

README.md
[![agentmods](https://agentmods.dev/badge/skills/gargantuax/openskills/gpt-image-2/github.svg)](https://agentmods.dev/skills/gargantuax/openskills/gpt-image-2)
Your own site
<a href="https://agentmods.dev/skills/gargantuax/openskills/gpt-image-2"><img src="https://agentmods.dev/badge/skills/gargantuax/openskills/gpt-image-2/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.

agentmods 80×15 button for gpt-image-2

Your own site · 80×15
<a href="https://agentmods.dev/skills/gargantuax/openskills/gpt-image-2"><img src="https://agentmods.dev/badge/skills/gargantuax/openskills/gpt-image-2.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 86 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,124 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • Socket pass 24 Apr 2026
  • Snyk pass 24 Apr 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00086 $0.01124
Opus 5 $0.00043 $0.00562
Sonnet 5 $0.00017 $0.00225
Haiku 4.5 $0.00009 $0.00112

Measured 10d ago against content hash 6fa374e5b922, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

gpt-image-2 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 10d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/gpt_image.py, tests/test_gpt_image.py), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

skills/gpt-image-2/SKILL.md · 108 lines

How it starts

The opening of the file, as written. The whole thing — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.

GPT Image 2

A single Python entrypoint that covers every GPT Image 2 route, with strict pre-flight validation of the model's size, aspect, and feature constraints.

Workflow

  1. Open references/config.md to pick environment variables and defaults.
  2. Open references/api-surface.md to choose between generations, edits, and responses.
  3. Prefer OPENAI_BASE_URL=https://api.openai.com/v1 unless the user asks for a different OpenAI-compatible endpoint.
  4. Use gpt-image-2 for generations and edits; use a text-capable Responses model such as gpt-5.4 for responses.
  5. Run scripts/gpt_image.py with one of the three subcommands.
  6. Add --dry-run first when the payload shape is the main risk.
  7. Add --save-response <path> when the raw JSON body or SSE event stream needs to be kept for debugging.

Commands

Text-to-image through the public Images API:

python .\skills\gpt-image-2\scripts\gpt_image.py generations `
  --prompt "A bold product hero image for a developer tool homepage" `
  --output .\out\hero.png `
  --size 1536x1024 `
  --quality high `
  --format png

Multi-image batch with a filename pattern:

python .\skills\gpt-image-2\scripts\gpt_image.py generations `
  --prompt "A cinematic city skyline at night" `
  --output .\out\skyline-{index}.webp `
  --n 3 `
  --format webp `
  --compression 90

Image edits with two inputs plus a mask:

python .\skills\gpt-image-2\scripts\gpt_image.py edits `
  --prompt "Blend the two references into one clean marketing illustration" `
  --image .\refs\subject.png `
  --image .\refs\background.png `
  --mask .\refs\mask.png `
  --output .\out\edit-{index}.png `
  --image-field-style brackets `
  --n 2

Responses API with streaming and partial previews:

python .\skills\gpt-image-2\scripts\gpt_image.py responses `
  --input-text "Generate a poster for an AI developer summit" `
  --model gpt-5.4 `
  --output .\out\poster-{index}.png `
  --stream `
  --partial-images 2 `
  --save-response .\out\poster-events.json

Read the full file on GitHub · 108 lines

Files

What ships with it

6 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.

Changes

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.

  1. 10d ago First seen · 108 lines · 86 tokens per session scan A 6fa374e5b922

Subscribe to this mod's changes

gpt-image-2 is a skill published in the GitHub repository GargantuaX/openskills (5 stars, last pushed 4mo ago), licensed MIT. It adds 86 tokens to every session and 1,124 once invoked, about $0.0004 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 2026-08-31.

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