---
title: "Jimmy Mackin (@jimmyvibes)"
description: "Rank #171 of 2501 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/jimmyvibes
last-updated: 2026-10-26
---

# Jimmy Mackin (@jimmyvibes)

Rank #171 of 2501 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/jimmyvibes

## Standing

- Rank: #171 of 2501
- Tier: Operator
- Tokens: 73.13B all time
- Cost: $46374.21 API-equivalent
- Sessions: 2402
- Tracking: 2026-07-29 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 | 2.0 | 5.5 | no | agents running at once |
| depth | 22.0M | 23.3M | no | tokens per session |
| output | 76.0 | 6.0 | yes | agent PRs merged per week |
| sustain | 30 | 24 | yes | active days in the last 30 |
| cost | $27.08 | <= $104.48 | yes | USD per merged PR, lower is better |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-07
- **ship-it** (level 2 of 4) at 10, earned 2026-09-07
- **two-hands** (level 1 of 3) at 10, earned 2026-09-07
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-07

## Milestones

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

## Contributions

- Active days in the last year: 88
- Busiest day: 2026-08-02 at 9.69B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 22.60B | $9087.46 |
| codex | gpt-5.6-sol | 21.73B | $16312.52 |
| claude | claude-opus-5 | 15.47B | $10261.62 |
| claude | claude-fable-5-1 | 6.07B | $5198.71 |
| claude | claude-fable-5 | 3.17B | $4546.50 |
| claude | claude-sonnet-5 | 2.08B | $804.44 |
| codex | unknown | 1.87B | $53.66 |
| codex | gpt-5.6-luna | 53.5M | $1.75 |

## Token breakdown

- Uncached input: 932.2M
- Cached input: 71.29B
- Cache write 5m: 256.4M
- Cache write 1h: 500.0M
- Output: 151.1M
- Reasoning output: 47.9M

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