9 models · image

GPT Image API

GPT Image is a family of AI image models made by OpenAI. varg runs 9 of them on one API key: GPT Image 2.5, GPT Image 2.6, GPT Image 2.5 Flare and 6 more. Between them they cover text to image and image to image; they return images.

Price
From $0.01 per run GPT Image 2.5
Made by
OpenAI
Flagship id
gpt_image_2_5

Every GPT Image model runs on one varg API key and one credit balance, the same as every other model here. You pay the provider's price, with no markup.

POST /v2/tools/image/call
curl -X POST https://api.varg.ai/v2/tools/image/call \
  -H "Authorization: Bearer $VARG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "gpt_image_2_5",
  "prompt": "A photorealistic product photo of a coffee bag labeled \"Summit Roast\" with mountain artwork, on a rustic wooden table"
}'

GPT Image models and prices

GPT Image on varg starts from $0.01 per run (GPT Image 2.5). Prices are in US dollars and are the provider's own, with no markup. A "from" price is the cheapest request the catalog states for that model; each model's page has every rate and input. The descriptions are the catalog's own, shortened.

GPT Image models on varg
ModelCatalog descriptionTakesPriceTypical time
GPT Image 2.5gpt_image_2_5OpenAI GPT Image 2.5, in the Flare and Sunburst variants. Text-to-image and image editing, priced by quality.Text to image, Image to imageFrom $0.01 per runfrom $0.01/image~30 s
GPT Image 2.6gpt_image_2_6OpenAI GPT Image 2.6: text-to-image and image editing with sharp text and layouts, transparent backgrounds, a reasoning-effort control and animated…Text to image, Image to imageFrom $0.03 per runfrom $0.03/image~15 s
GPT Image 2.5 Flaregpt_image_2_5_flareOpenAI GPT Image 2.5 Flare, called on OpenAI directly. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~45 s
GPT Image 2.5 Sunburstgpt_image_2_5_sunburstOpenAI GPT Image 2.5 Sunburst, called on OpenAI directly. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~60 s
GPT Image 2gpt_image_2OpenAI GPT Image 2. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~45 s
GPT Image 1.5gpt_image_1_5OpenAI GPT Image 1.5. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~45 s
GPT Image 1gpt_image_1Legacy id. Requests run on GPT Image 2.5 Flare: text-to-image and image editing.Text to image, Image to imageFrom $0.01 per runfrom $0.01/image~30 s
GPT Image 1 Minigpt_image_1_miniOpenAI GPT Image 1 Mini. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~30 s
ChatGPT Image (latest)chatgpt_image_latestOpenAI chatgpt-image-latest, the image model behind ChatGPT. Text-to-image and image editing.Text to image, Image to imageFrom $0.02 per runfrom $0.02/image~45 s

Call the GPT Image API

The call below runs GPT Image 2.5. For another GPT Image model, put its id from the table in "model"; the rest of the request keeps its shape.

REST

POST https://api.varg.ai/v2/tools/image/call with Authorization: Bearer $VARG_API_KEY. It answers 202 with a job right away; poll GET /v2/jobs/{id} until its status is completed, then read output.outputs[0].url.

POST /v2/tools/image/call
curl -X POST https://api.varg.ai/v2/tools/image/call \
  -H "Authorization: Bearer $VARG_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
  "model": "gpt_image_2_5",
  "prompt": "A photorealistic product photo of a coffee bag labeled \"Summit Roast\" with mountain artwork, on a rustic wooden table"
}'

From Claude, ChatGPT or Cursor (MCP)

The varg MCP server, https://mcp.varg.ai/mcp, runs GPT Image 2.5 with call_tool. Sign in with varg, no API key to paste. How to connect it

Claude Code
claude mcp add --transport http varg https://mcp.varg.ai/mcp
call_tool
{
  "tool": "image",
  "input": {
    "model": "gpt_image_2_5",
    "prompt": "A photorealistic product photo of a coffee bag labeled \"Summit Roast\" with mountain artwork, on a rustic wooden table"
  },
  "wait": true
}

From a terminal (CLI)

vargai is the varg command line: every tool of the MCP server is a command. Install and log in

vargai
curl -fsSL https://varg.ai/install | sh
vargai call_tool --tool image '{"model":"gpt_image_2_5","prompt":"A photorealistic product photo of a coffee bag labeled \"Summit Roast\" with mountain artwork, on a rustic wooden table"}'

How billing works

Every model is billed at its provider's price with no markup, from one credit balance: 1 credit is $0.01. varg's fee is on the top-up, not on the run: 5.5% of the credits you buy ($0.80 at the least), or 8% for a team workspace. Pricing

GPT Image compared

Price, limits and inputs side by side, from the same catalog as this page.

How to use GPT Image

Step-by-step pages on varg how to.

GPT Image API: questions

How much does the GPT Image API cost on varg?
The lowest price the catalog states in the GPT Image family is from $0.01 per run, on GPT Image 2.5 and GPT Image 1. Every model is billed at its provider's price with no markup, from one credit balance: 1 credit is $0.01. For the exact price of a request before you run it, send the same body to POST https://api.varg.ai/v2/estimate.
Which GPT Image models are on varg?
9: GPT Image 2.5 (from $0.01 per run), GPT Image 2.6 (from $0.03 per run), GPT Image 2.5 Flare (from $0.02 per run), GPT Image 2.5 Sunburst (from $0.02 per run), GPT Image 2 (from $0.02 per run), GPT Image 1.5 (from $0.02 per run), GPT Image 1 (from $0.01 per run), GPT Image 1 Mini (from $0.02 per run) and ChatGPT Image (latest) (from $0.02 per run). Each has its own page with the parameters and a call to copy.
Which GPT Image models take an image?
All 9: GPT Image 2.5, GPT Image 2.6, GPT Image 2.5 Flare, GPT Image 2.5 Sunburst, GPT Image 2, GPT Image 1.5, GPT Image 1, GPT Image 1 Mini and ChatGPT Image (latest). The catalog lists image to image for them; pass the image as a URL in "files".
How long do GPT Image requests take?
Typically from about 15 s (GPT Image 2.6) to about 60 s (GPT Image 2.5 Sunburst), by the catalog's estimates for each model's fastest route. The API answers at once with a job id, so nothing waits on an open connection while it runs.
How do I call the GPT Image API?
Send POST https://api.varg.ai/v2/tools/image/call with the header "Authorization: Bearer $VARG_API_KEY" and a JSON body that includes "model", for example "model": "gpt_image_2_5". The call answers 202 with a job right away. Poll GET https://api.varg.ai/v2/jobs/{id} until "status" is "completed", then read output.outputs[0].url, or pass options.webhook_url to be called back.
Can I use GPT Image from Claude, ChatGPT or Cursor?
Yes. Add the varg MCP server (https://mcp.varg.ai/mcp) to Claude, ChatGPT, Cursor or any other MCP client and sign in with varg, with no API key to paste. The agent runs a model with call_tool, passing tool "image" and the model id, for example "model": "gpt_image_2_5".

More model APIs

Same API key, same request shape: change the model string to switch.

All models

For AI agents: each model above has its full spec as Markdown at varg.ai/models/gpt_image_2_5.md (swap the id), and every model is listed in varg.ai/models/llms.txt.