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Mogger

Resume Mog

Would a hiring manager stop skimming and book the interview?

Text inputresume-mogVersion 1

Judges a resume, a resume excerpt, or a LinkedIn summary on impact per line: concrete results, scope, and evidence of skill, readable in seconds. Claims without numbers or outcomes count for little.

What it looks for

  • Quantified outcomes, not lists of duties
  • Clear scope: team size, budget, users, scale
  • Progression and ownership over time
  • Tight, scannable lines with strong verbs
  • No buzzword stacks or vague self-description

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 Bio Mog and Tweet 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.

  • Staff engineer, excerpt

    MARA VELDT, Staff Backend Engineer
    Lumen Freight (Series C logistics), 2021 to present
    - Led a team of 6 that rebuilt route pricing: p95 quote latency from 2.4 s to 180 ms, booking conversion up 11%.
    - Designed the event pipeline (Go, Kafka) that now carries 1.9B events per day at 99.99% availability.
    - Cut cloud spend by $1.3M per year by moving batch jobs to spot capacity with checkpointing.
    Corvid Health, Senior Engineer, 2017 to 2021
    - Built audit logging used by 140 hospitals; zero findings across 3 external compliance audits.
    - Promoted twice in four years. Mentored 5 engineers, 3 of whom have since been promoted.
    MOGS
  • LinkedIn summary, pricing lead

    I build pricing systems for marketplaces. At Tallow, a home services marketplace, I designed the dynamic pricing model that raised take rate from 9% to 14% with no drop in retention, then led the 4-person team that rolled it out to 31 cities. Before that I was the second data hire at Quillfeather, where I built the forecasting stack that still schedules 2,000 support agents every week.
    MOGS
  • Results-driven team player

    Results-driven, passionate team player with a proven track record of success. Responsible for various tasks including meetings, emails, and projects. Excellent communication skills. Proficient in Microsoft Office. Seeking an opportunity to leverage my skills in a dynamic, fast-paced environment. References available upon request.
    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.

Resume Mog

Text inputresume-mog

Would a hiring manager stop skimming and book the interview?

Examples

Pre-computed, free

Scores text. No image.

627 / 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

Staff engineer, excerpt, scored when the example was added. No request was sent.

POST /api/v1/mog
{
  "formula": "resume-mog",
  "text": "MARA VELDT, Staff Backend Engineer\nLumen Freight (Series C logistics), 2021 to present\n- Led a team of 6 that rebuilt route pricing: p95 quote latency from 2.4 s to 180 ms, booking conversion up 11%.\n- Designed the event pipeline (Go, Kafka) that now carries 1.9B events per day at 99.99% availability.\n- Cut cloud spend by $1.3M per year by moving batch jobs to spot capacity with checkpointing.\nCorvid Health, Senior Engineer, 2017 to 2021\n- Built audit logging used by 140 hospitals; zero findings across 3 external compliance audits.\n- Promoted twice in four years. Mentored 5 engineers, 3 of whom have since been promoted."
}
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": {
    "resume-mog": {
      "mogs": true,
      "noul": 0.9762,
      "version": 1
    }
  }
}
Resume Mog, Staff engineer, excerpt: mogs. Noul 0.98. Pre-computed.