Developer Profile

Sam

@sammcj

Melbourne, Australia

Impact Score Overview

Developer Impact & Statistics

Final Score

82 / 100Raw: 3015.00

Repository Score

76 / 100Raw: 309.00

PR Score

96 / 100Raw: 6367.00

Contribution Score

51 / 100Raw: 105.00

Score Weight Distribution

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

Repository Score (45%)5% of final signal

Pull Request Score (45%)95% of final signal

Contribution Score (10%)0% of final signal

Top Work

Top Work & Highlights

Top Repositories

Most impactful repositories and pull requests

stars1838

forks110

Go 9800%Makefile 200%Shell 100%

69

Score

stars386

forks28

Go 9800%Makefile 100%Shell 100%

52

Score

stars159

forks24

Go 9300%Python 600%Shell 100%

47

Score

Top Pull Requests

Most impactful repositories and pull requests

#1feat: Introduce K/V Context Quantisation (vRAM improvements)

in ollama/ollama

stars on the PR repository180461

+147/-21

Go 7300%C 2100%TypeScript 500%

133

Score

#2feat: add num_keep, num_batch

in open-webui/open-webui

stars on the PR repository151322

+182/-0

Python 3700%Svelte 3400%JavaScript 2100%

131

Score

#3model: Add support for GLM 4.5 family of models (#14921)

in ggml-org/llama.cpp

stars on the PR repository127487

+594/-8

C++ 6300%C 1800%Python 800%

129

Score

Community Contributions

comments

#1Issue

[Bug] Monitor tool missing from Claude Code v2.1.104 despite documentation stating it exists

anthropics/claude-code

stars144432

comments12

30

Score

#2Issue

Cline panel opens and takes focus every time vscode starts

cline/cline

stars67663

comments9

26

Score

#3Issue

Claude Code excessive limits usage in recent updates. Limits have either been reduced, or Claude Code is incorrectly counting tokens

anthropics/claude-code

stars144432

comments7

25

Score

Scoring Transparency

▼

Repositories analyzed

50

Pull requests analyzed

227

Merged external PRs counted

227

Own-repo PRs ignored

0

Unmerged PRs ignored

0

Unique external repositories

151

Issues analyzed

100

External issues counted

100

Discussions analyzed

25

External discussions counted

25

How this score was calculated

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

View full methodology

Sam (@sammcj) - Developer Impact & Stats | DevImpact