---
title: "ScottRMalley (@scit)"
description: "Rank #565 of 2498 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/scit
last-updated: 2026-10-26
---

# ScottRMalley (@scit)

Rank #565 of 2498 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/scit

## Standing

- Rank: #565 of 2498
- Tier: Operator
- Tokens: 28.99B all time
- Cost: $17790.32 API-equivalent
- Sessions: 1765
- Tracking: 2026-08-20 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 | 17.6M | 23.3M | no | tokens per session |
| output | 17.5 | 6.0 | yes | agent PRs merged per week |
| sustain | 28 | 24 | yes | active days in the last 30 |
| cost | $74.96 | <= $104.48 | yes | USD per merged PR, lower is better |

## Achievements

- **efficient** (level 2 of 3) at $300, earned 2026-09-18
- **run-01**, earned 2026-09-18
- **ship-it** (level 2 of 4) at 10, earned 2026-09-18
- **thirty** (level 1 of 3) at 30, earned 2026-09-18
- **two-hands** (level 1 of 3) at 10, earned 2026-09-18
- **whole-task** (level 1 of 3) at 2.5M, earned 2026-09-18

## Milestones

- sessions: 500
- spend: 1.0K
- tokens: 10.00B

## Contributions

- Active days in the last year: 65
- Busiest day: 2026-10-08 at 1.46B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5-5 | 13.32B | $6026.81 |
| claude | claude-opus-5 | 10.19B | $6872.52 |
| claude | claude-fable-5-1 | 1.80B | $1865.04 |
| codex | gpt-6.1-sol | 1.04B | $253.13 |
| claude | claude-fable-5 | 738.5M | $1103.21 |
| codex | gpt-6-astra | 563.7M | $869.81 |
| codex | gpt-5.6-sol | 420.3M | $241.93 |
| claude | claude-sonnet-5 | 394.4M | $116.85 |

## Token breakdown

- Uncached input: 95.3M
- Cached input: 28.35B
- Cache write 5m: 99.1M
- Cache write 1h: 361.9M
- Output: 84.2M
- Reasoning output: 34.5M

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