Developer Profile

Vincent Koc

@vincentkoc

San Francisco, CA

GitHub

Impact Score Overview

Developer Impact & Statistics

Final Score

75 / 100Raw: 1042.00

Repository Score

70 / 100Raw: 238.00

PR Score

87 / 100Raw: 2061.00

Contribution Score

43 / 100Raw: 77.00

Score Weight Distribution

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

Repository Score (45%)10% of final signal

Pull Request Score (45%)89% of final signal

Contribution Score (10%)1% of final signal

Top Work

Top Work & Highlights

Top Repositories

Most impactful repositories and pull requests

#1tokenjuice

stars526

forks51

watchers2

TypeScript98%JavaScript1%Python1%

Score

#2awesome-openclaw

stars146

forks83

watchers2

Score

#3dotskills

stars109

forks9

watchers0

Python72%JavaScript22%Shell5%

Score

Top Pull Requests

Most impactful repositories and pull requests

#1refactor(tests): consolidate backoff coverage at retry owner

in openclaw/openclaw

stars on the PR repository392313

+107/-144

TypeScript91%Swift4%Kotlin2%

142

Score

#2fix(decisions): account for accepted evaluations across callers

in openclaw/openclaw

stars on the PR repository392313

+558/-88

TypeScript91%Swift4%Kotlin2%

142

Score

#3fix(plugins): reduce retained preparation worker memory

in openclaw/openclaw

stars on the PR repository392313

+859/-738

TypeScript91%Swift4%Kotlin2%

142

Score

Community Contributions

Most impactful public issues and discussions

#1Issue

[Bug]: owned stdio cleanup confirmation can expire before its process owner completes

openclaw/openclaw

stars392313

comments6

Score

#2Issue

feat: filter Session Share publication by person involvement

openclaw/openclaw

stars392313

comments3

Score

#3Issue

Make optional question answering resilient and unobtrusive

openclaw/openclaw

stars392313

comments3

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