Developer Profile

Matt

@Rocketknight1

Dublin, Ireland

GitHub

Impact Score Overview

Developer Impact & Statistics

Final Score

51 / 100Raw: 656.00

Repository Score

19 / 100Raw: 23.00

PR Score

82 / 100Raw: 1406.00

Contribution Score

56 / 100Raw: 128.00

Score Weight Distribution

finalScore = repoScore * 0.45 + prScore * 0.45 + contributionScore * 0.10

Repository Score (45%)2% of final signal

Pull Request Score (45%)96% of final signal

Contribution Score (10%)2% of final signal

Top Work

Top Work & Highlights

Top Repositories

Most impactful repositories and pull requests

#1minimal_lczero

stars14

forks10

watchers2

Python100%

Score

#2lion-tf

stars10

forks4

watchers1

Python100%

Score

#3tf-pkm-layer

stars3

forks0

watchers2

Python100%

Score

Top Pull Requests

Most impactful repositories and pull requests

#1Second phase of torch 2.6 cleanups

in huggingface/transformers

stars on the PR repository167757

+20/-144

Python100%

132

Score

#2More RoPE simplification, TF32 fixes

in huggingface/transformers

stars on the PR repository167757

+194/-326

Python100%

132

Score

#3🚨 Generation cleanup in pipelines

in huggingface/transformers

stars on the PR repository167757

+323/-153

Python100%

132

Score

Community Contributions

Most impactful public issues and discussions

#1Issue

Add missing type hints

huggingface/transformers

stars167757

comments146

Score

#2Issue

Add MXFP4 MoE/attention backward kernels

huggingface/transformers

stars167757

comments15

Score

#3Issue

EmbeddingBag and Product-Key Memory Layers

tensorflow/addons

stars1696

comments41

Score

Scoring Transparency

▼

Repositories analyzed

Pull requests analyzed

300

Merged external PRs counted

300

Own-repo PRs ignored

Unmerged PRs ignored

Unique external repositories

Issues analyzed

External issues counted

Discussions analyzed

External discussions counted

How this score was calculated

View the full scoring methodology with formulas, penalties, and step-by-step flow.

View full methodology