91% of developers use AI tools. Your repo is accumulating technical debt RIGHT NOW.

People Lens

Know Your People. Support Your Team.

Activity scores, AI vs human ratios, code balance, achievements, and early warning signals. Understand your team dynamics without surveillance.

What You'll See

Key capabilities and insights available in this lens.

Activity Score

Weighted composite of commits, reviews, and commons contributions. Trends over time reveal engagement trajectory, not just raw output.

AI vs Human Ratio

See how much of each person's output is AI-assisted. Not a judgment, a visibility tool for understanding team dynamics.

Code Balance

Ratio of code written vs code reviewed. Healthy teams have contributors who both write and review, not just one or the other.

Achievements

Automated recognition for top reviewers, commons champions, mentors, and quality gate keepers. Make contributions visible.

Trend Detection

Rolling 30-day trend lines catch declining engagement, output crashes, and sustained improvement before they become surprises.

Risk Indicators

Early warning signals for burnout, flight risk, and declining engagement based on output patterns, not surveillance.

Sample People Dashboard

See how contributor data helps you understand and support your team.

IL

illia

#1

Backend Engineer

ACTIVE

985

Score

61

Commits

22

PRs Merged

45

Reviews

28

Active Days

Code Balance
99% excellent

+2,547 / -2,529 = +18 net

Achievements
Code Balance MasterCommit Champion

Flight Risk

5/100

low

Burnout Risk

25/100

low
GA

gael

#1Platform

Platform Engineer

ACTIVE

2,540

Score

Platform Impact

138 direct + 29 commons = 254 effective

138

Commits

43

PRs Merged

67

Reviews

30

Active Days

Code Balance
94% excellent

+4,120 / -3,890 = +230 net

Achievements
Platform ChampionReview Master

Flight Risk

5/100

low

Burnout Risk

25/100

low
SA

sarah

#3

Frontend Engineer

ACTIVE

720

Score

44

Commits

18

PRs Merged

38

Reviews

26

Active Days

Code Balance
87% good

+1,890 / -1,650 = +240 net

Achievements
Top Reviewer

Flight Risk

10/100

low

Burnout Risk

15/100

low
MA

marcus

#4

Full Stack Engineer

MONITORING

410

Score

28

Commits

12

PRs Merged

8

Reviews

19

Active Days

Code Balance
28% needs-work

+3,200 / -890 = +2,310 net

Flight Risk

45/100

moderate

Burnout Risk

60/100

high
PR

priya

#2Platform

Staff Engineer

ACTIVE

1,820

Score

Platform Impact

92 direct + 41 commons = 256 effective

92

Commits

35

PRs Merged

82

Reviews

30

Active Days

Code Balance
95% excellent

+3,100 / -2,950 = +150 net

Achievements
Commons ChampionMentorQuality Gate

Flight Risk

3/100

low

Burnout Risk

10/100

low
RY

ryan

#5

Junior Engineer

MONITORING

280

Score

15

Commits

6

PRs Merged

4

Reviews

14

Active Days

Code Balance
18% needs-work

+1,800 / -320 = +1,480 net

Flight Risk

70/100

high

Burnout Risk

35/100

moderate

Want to see this in your org?

Get early access to the full Organization Dashboard.