---
title: "Jonathan J Wagner (@frostmute-dev)"
description: "Rank #2091 of 2504 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/frostmute-dev
last-updated: 2026-10-26
---

# Jonathan J Wagner (@frostmute-dev)

Rank #2091 of 2504 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/frostmute-dev

## Standing

- Rank: #2091 of 2504
- Tier: Button pusher
- Tokens: 1.79B all time
- Cost: $372.52 API-equivalent
- Sessions: 242
- Tracking: 2026-08-05 to 2026-10-22

## Links

- Site: https://jjwagner.vercel.app

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Operator needs a higher combined score, and cost also caps the tier on its own.
Scored on 4 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 2.0 | 3.1 | no | agents running at once |
| depth | 6.6M | 10.4M | no | tokens per session |
| sustain | 21 | 17 | yes | active days in the last 30 |
| cost | $368.59 | <= $315.60 | no | USD per merged PR, lower is better |

## Milestones

- tokens: 10.0M

## Contributions

- Active days in the last year: 25
- Busiest day: 2026-10-14 at 315.7M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| omp | gemini-3.8-flash | 928.1M | $119.13 |
| omp | gpt-5.6-sol | 336.0M | $182.94 |
| pi | gemini-3.8-flash-high | 182.9M | $2.65 |
| omp | gpt-6.1-sol | 118.5M | $28.49 |
| omp | ag/gemini-3.8-flash-high | 74.1M | $1.83 |
| pi | gpt-6.1-sol | 34.5M | $6.55 |
| pi | gpt-6-sol | 30.7M | $7.52 |
| omp | gemini-3.1-pro | 21.2M | $8.64 |

## Token breakdown

- Uncached input: 110.4M
- Cached input: 1.68B
- Cache write 5m: 0
- Cache write 1h: 0
- Output: 4.2M
- Reasoning output: 38.4K

Published voluntarily by the account holder. Source: https://paradev.com/frostmute-dev