---
title: "Mitchell Langdon (@m-ghf)"
description: "Rank #41 of 1122 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/m-ghf
last-updated: 2026-09-07
---

# Mitchell Langdon (@m-ghf)

Rank #41 of 1122 on the Superset leaderboard, tier 1.

URL: https://superset.sh/m-ghf

## Standing

- Rank: #41 of 1122
- Tier: Button pusher
- Tokens: 50.87B all time
- Cost: $25970.47 API-equivalent
- Sessions: 806
- Tracking: 2026-08-03 to 2026-09-06

## 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 | 1.0 | 3.1 | no | agents running at once |
| depth | 18.2M | 10.4M | yes | tokens per session |
| sustain | 29 | 17 | yes | active days in the last 30 |
| cost | $6234.14 | <= $315.60 | no | USD per merged PR, lower is better |

## Contributions

- Active days in the last year: 34
- Busiest day: 2026-08-14 at 20.93B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| codex | gpt-5.6-sol | 36.85B | $23448.43 |
| codex | unknown | 10.80B | $267.31 |
| claude | claude-opus-5 | 1.68B | $1188.67 |
| codex | codex-auto-review | 518.0M | $22.22 |
| claude | claude-fable-5 | 241.9M | $322.27 |
| codex | gpt-6-astra | 232.0M | $335.83 |
| grok | grok-4.6 | 166.6M | $47.31 |
| cursor | cursor-grok-4.6-xhigh-fast | 141.8M | $166.21 |

## Token breakdown

- Uncached input: 888.1M
- Cached input: 49.85B
- Cache write 5m: 9.8M
- Cache write 1h: 21.2M
- Output: 103.2M
- Reasoning output: 40.9M

Published voluntarily by the account holder. Source: https://superset.sh/m-ghf