Fit Check

Does the outfit fit, hold together, and look deliberate?

ImageStylefit-checkVersion 1

Judges the clothes on a person: fit and tailoring, how the pieces work together, and whether the whole look reads as chosen. The wearer's face and body are not scored; the outfit is.

What it looks for

Fit through the shoulders, waist, sleeves, and hem
A coherent silhouette and color palette
Pieces that suit each other and the occasion
Visible intent: the look was chosen, not assembled
Condition: pressed, clean, and intact

Input

Send one image as a base64 data URL in image: PNG, JPEG, or WebP, at most 3 MiB (3,145,728 bytes) decoded. Text is optional context. A request with an image costs 10 units however many image formulas it names, so batch this one with others such as Jawline and Canthal Tilt, up to 8 per request.

The call returns noul, the probability from 0 to 1 that the answer is yes, and mogs, the verdict. The pass/fail boundary is set on the server and never returned. Use mogs as the decision and noul to rank.

POST /api/v1/mog

# Build the body in a file: a base64 image is too long for a shell argument.
# For a PNG or WebP file, change image/jpeg to image/png or image/webp.
{
  printf '{"formula":"fit-check","image":"data:image/jpeg;base64,'
  base64 < photo.jpg | tr -d '\n'
  printf '"}'
} > body.json

curl https://mogger.dev/api/v1/mog \
  -H "Authorization: Bearer $MOGGER_API_KEY" \
  -H "Content-Type: application/json" \
  --data-binary @body.json

// Node 18 or later, as an ES module (mog.mjs). Use image/png or image/webp for other file types.
import { readFile } from "node:fs/promises";

const image = "data:image/jpeg;base64," + (await readFile("photo.jpg")).toString("base64");

const res = await fetch("https://mogger.dev/api/v1/mog", {
  method: "POST",
  headers: {
    Authorization: `Bearer ${process.env.MOGGER_API_KEY}`,
    "Content-Type": "application/json",
  },
  body: JSON.stringify({ formula: "fit-check", image }),
});
const data = await res.json();
if (!res.ok) throw new Error(`${data.error.code}: ${data.error.message}`);

const { mogs, noul } = data.results["fit-check"];
console.log(mogs, noul);

import base64
import os

import requests

with open("photo.jpg", "rb") as f:
    image = "data:image/jpeg;base64," + base64.b64encode(f.read()).decode("ascii")

res = requests.post(
    "https://mogger.dev/api/v1/mog",
    headers={"Authorization": f"Bearer {os.environ['MOGGER_API_KEY']}"},
    json={"formula": "fit-check", "image": image},
    timeout=60,
)
data = res.json()
if not res.ok:
    raise RuntimeError(f"{data['error']['code']}: {data['error']['message']}")

result = data["results"]["fit-check"]
print(result["mogs"], result["noul"])

# With the mogger skill installed, ask in plain words, for example:
#   Does ./photo.jpg mog on fit-check?
# The skill base64-encodes the file in the shell, so the image
# never enters the model context, and runs:
score_image ./photo.jpg fit-check | jq '.results'

Response

{
  "results": {
    "fit-check": {
      "mogs": true,
      "noul": 0.91,
      "version": 1
    }
  },
  "cost": 10,
  "quota": {
    "remaining": 990,
    "budget": 1000
  },
  "request_id": "req_0MHmB7xKQ2c9tVwLp4ZsYd3R"
}

Example values. Keys are invite only: see Authentication.

Examples

Scored ahead of time with version 1. Each verdict uses the pass/fail boundary in force now.

Dr. Pozzi at Home by Sargent, 1881
MOGS
John Singer Sargent. Hammer Museum. Public domain. Wikimedia Commons
Madame X by Sargent, 1884
MOGS
John Singer Sargent. Metropolitan Museum of Art. Public domain. Wikimedia Commons
Rudolph Valentino at a radio station, 1923
MOGS
Unknown photographer (1923). Public domain. Wikimedia Commons
The Martial Macaroni, a 1771 caricature
DOES NOT MOG
Matthew Darly and Mary Darly. Metropolitan Museum of Art. CC0. Wikimedia Commons

Try it

Scored examples show their result at once. Your own image needs an API key and spends 10 units per run.

Formula

Fit Check

Imagefit-check

Does the outfit fit, hold together, and look deliberate?

Examples

Pre-computed, free

Scores one image, with optional text as context.

Full-length painting of Dr. Samuel Pozzi standing in a long red dressing gown against a red curtain

Dr. Pozzi at Home by Sargent, 1881

Encoding

Example image

Any image your browser can open. Resized to 1024 px on the long side and sent as JPEG.

API keyGet a key

Kept in this browser tab only, never sent anywhere but the API.

Costs 10 units

Paste an API key to score your own input. Examples above are free.

Result

Pre-computed

MOGS

Dr. Pozzi at Home by Sargent, 1881, scored when the example was added. No request was sent.

POST /api/v1/mog

{
  "formula": "fit-check",
  "image": "data:image/jpeg;base64,… encoding"
}

Response

no request

Pre-computed when the example was added. A live call returns the same results object plus cost, quota, and request_id.

{
  "results": {
    "fit-check": {
      "mogs": true,
      "noul": 0.8747,
      "version": 1
    }
  }
}

Fit Check

What it looks for

Input

Examples

Dr. Pozzi at Home by Sargent, 1881

Madame X by Sargent, 1884

Rudolph Valentino at a radio station, 1923

The Martial Macaroni, a 1771 caricature

Try it