---
title: "Mags (@mags)"
description: "Rank #195 of 2498 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/mags
last-updated: 2026-10-26
---

# Mags (@mags)

Rank #195 of 2498 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/mags

## Standing

- Rank: #195 of 2498
- Tier: Operator
- Tokens: 67.33B all time
- Cost: $56002.45 API-equivalent
- Sessions: 4527
- Tracking: 2026-08-12 to 2026-10-26

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Plant Manager needs a higher combined score, and cost also caps the tier on its own.
Scored on 5 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 3.0 | 5.5 | no | agents running at once |
| depth | 11.6M | 23.3M | no | tokens per session |
| output | 23.5 | 6.0 | yes | agent PRs merged per week |
| sustain | 30 | 24 | yes | active days in the last 30 |
| cost | $162.96 | <= $104.48 | no | USD per merged PR, lower is better |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-10
- **ship-it** (level 2 of 4) at 10, earned 2026-09-10
- **two-hands** (level 1 of 3) at 10, earned 2026-09-10
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-10

## Milestones

- sessions: 1.0K
- spend: 10.0K
- tokens: 10.00B

## Contributions

- Active days in the last year: 73
- Busiest day: 2026-08-13 at 3.16B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| codex | gpt-6-astra | 22.67B | $31098.83 |
| codex | gpt-5.6-sol | 16.84B | $9095.43 |
| claude | claude-opus-5-5 | 10.06B | $4655.62 |
| claude | claude-opus-5 | 7.35B | $4953.12 |
| omp | gpt-6-astra | 2.72B | $3960.79 |
| codex | gpt-5.6-luna | 1.98B | $69.07 |
| omp | claude-opus-5-5 | 1.86B | $642.53 |
| hermes | claude-opus-5-5 | 1.14B | $550.64 |

## Token breakdown

- Uncached input: 1.33B
- Cached input: 65.49B
- Cache write 5m: 184.5M
- Cache write 1h: 153.3M
- Output: 174.6M
- Reasoning output: 52.2M

Published voluntarily by the account holder. Source: https://paradev.com/mags