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Mogger

Bio Mog

Does a profile bio give a stranger a reason to care in one read?

Text inputbio-mogVersion 1

Judges a social profile bio: an X or Instagram bio, a LinkedIn headline, or a dating profile blurb. It rewards specifics, voice, and a clear reason to care in very few characters.

What it looks for

  • Concrete specifics instead of generic adjectives
  • A recognizable voice or point of view
  • A clear reason to follow, reply, or match
  • Economy: every word earns its place
  • No cliches, label stacks, or hashtag walls

Input

Send the text in text, up to 10,000 characters. This formula refuses images, so a call is always billed at the text rate: 1 unit, with up to 8 text formulas in one request (try it with Tweet Mog and Resume Mog).

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.

Examples

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

  • Synth restorer

    I restore 1970s synthesizers for a living. 312 repaired, 4 ruined, and I can tell you exactly which ones. Writing a field guide to every knob I regret turning. Lisbon. I answer schematics faster than compliments.
    MOGS
  • Night shift nurse

    ER nurse, nights. Between patients I write the bedtime stories their families ask for, one per shift: 1,140 so far, all free at the link. Ask me about the dinosaur who is afraid of stairs.
    MOGS
  • The label stack

    Entrepreneur | Visionary | Coffee addict | Dog mom | Living my best life | Grinding 24/7 | Success is a mindset | DM for collabs
    DOES NOT MOG
  • Good vibes only

    Just a guy who loves life, travel, and good vibes. Work hard, play hard. If you can't handle me at my worst you don't deserve me at my best.
    DOES NOT MOG

Try it

Scored examples show their result at once. Your own text needs an API key and spends 1 unit per run.

Bio Mog

Text inputbio-mog

Does a profile bio give a stranger a reason to care in one read?

Examples

Pre-computed, free

Scores text. No image.

212 / 10,000

Counted in characters after trimming. Never stored.

Get a key

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

Costs 1 unit

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

Result
Pre-computed
MOGS

Synth restorer, scored when the example was added. No request was sent.

POST /api/v1/mog
{
  "formula": "bio-mog",
  "text": "I restore 1970s synthesizers for a living. 312 repaired, 4 ruined, and I can tell you exactly which ones. Writing a field guide to every knob I regret turning. Lisbon. I answer schematics faster than compliments."
}
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": {
    "bio-mog": {
      "mogs": true,
      "noul": 0.9635,
      "version": 1
    }
  }
}
Bio Mog, Synth restorer: mogs. Noul 0.96. Pre-computed.