---
title: "Marmik Pandya (@mpandya)"
description: "Rank #1103 of 2498 on the Paradev leaderboard, tier 1."
canonical: https://paradev.com/mpandya
last-updated: 2026-10-26
---

# Marmik Pandya (@mpandya)

Rank #1103 of 2498 on the Paradev leaderboard, tier 1.

URL: https://paradev.com/mpandya

## Standing

- Rank: #1103 of 2498
- Tier: Button pusher
- Tokens: 12.30B all time
- Cost: $8531.74 API-equivalent
- Sessions: 2585
- Tracking: 2026-08-19 to 2026-09-24

## 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 | 2.8 | 3.1 | no | agents running at once |
| depth | 3.6M | 10.4M | no | tokens per session |
| sustain | 30 | 17 | yes | active days in the last 30 |
| cost | $1312.10 | <= $315.60 | no | USD per merged PR, lower is better |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-17
- **ship-it** (level 1 of 4) at 1, earned 2026-09-17
- **thirty** (level 1 of 3) at 30, earned 2026-09-17
- **two-hands** (level 1 of 3) at 10, earned 2026-09-17
- **whole-task** (level 1 of 3) at 2.5M, earned 2026-09-17

## Milestones

- sessions: 1.0K
- spend: 1.0K
- tokens: 1.00B

## Contributions

- Active days in the last year: 37
- Busiest day: 2026-08-19 at 916.7M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5 | 6.55B | $4899.04 |
| claude | claude-sonnet-5 | 1.73B | $544.04 |
| claude | claude-fable-5-1 | 1.25B | $1001.86 |
| codex | gpt-5.6-terra | 838.4M | $273.34 |
| claude | claude-opus-5-5 | 689.5M | $487.97 |
| claude | claude-fable-5 | 444.9M | $815.01 |
| codex | gpt-5.6-sol | 397.4M | $218.11 |
| codex | gpt-6-astra | 163.6M | $222.11 |

## Token breakdown

- Uncached input: 66.8M
- Cached input: 11.91B
- Cache write 5m: 165.9M
- Cache write 1h: 121.7M
- Output: 38.4M
- Reasoning output: 12.8M

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