Developer Profile

Sergio Paniego Blanco

@sergiopaniego

Madrid

GitHub

Impact Score Overview

Developer Impact & Statistics

Final Score

64 / 100Raw: 1375.00

Repository Score

43 / 100Raw: 77.00

PR Score

91 / 100Raw: 2969.00

Contribution Score

32 / 100Raw: 47.00

Score Weight Distribution

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

Repository Score (45%)3% of final signal

Pull Request Score (45%)97% of final signal

Contribution Score (10%)0% of final signal

Top Work

Top Work & Highlights

Top Repositories

Most impactful repositories and pull requests

#1talks

stars22

forks4

Jupyter Notebook 10000%

Score

#2samples

stars21

forks0

Jupyter Notebook 10000%

Score

#3RAG_local_tutorial

stars52

forks17

Jupyter Notebook 10000%

Score

Top Pull Requests

Most impactful repositories and pull requests

#1Fix Zamba2MambaMixer ignoring use_mamba_kernels=False

in huggingface/transformers

stars on the PR repository164644

+102/-72

Python 10000%

132

Score

#2Add Hugging Face Inference Endpoints guide to Deployment docs

in vllm-project/vllm

stars on the PR repository90539

+170/-0

Python 8400%Rust 600%Cuda 500%

126

Score

#3Fix VL model rope_deltas batch size mismatch in online RL training

in huggingface/transformers

stars on the PR repository164644

+75/-30

Python 10000%

123

Score

Community Contributions

comments

#1Issue

Segfault on macOS (MPS) when loading a bf16 checkpoint with dtype=torch.float32 and device_map="auto" (async loading)

huggingface/transformers

stars164644

comments4

Score

#2Issue

Embedded video controls not shown in Unit 2.1 - Vision Agents with smolagents

huggingface/agents-course

stars31965

comments4

Score

#3Issue

[Contributions Welcome] Improving Our Fine-Tuning Pipeline

ariG23498/gemma3-object-detection

stars110

comments30

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

100

External issues counted

100

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