Engineering performance
for the AI era

Every existing tool measures how fast engineers type. Mannar measures how well they think.

mannar.io/dashboard
Daily Scorecard Wed, Apr 2 2026
Engineer PRs Commits Weighted SLOC AI Tokens Tickets Review Score Trend
Sarah K. 4 12 847 14.2k 3 94 +12%
Marcus L. 6 18 1,204 32.8k 5 91 +8%
Priya R. 3 9 623 8.1k 2 88 0%
James W. 2 7 412 51.3k 1 72 -5%
Anika D. 5 14 956 18.7k 4 96 +18%
Chen Y. 1 4 187 67.4k 1 58 -14%

The metrics that actually matter

Six dimensions of engineering output, weighted for real-world impact.

PRs & Merges

Track pull requests opened, reviewed, and merged. See who ships and who unblocks others.

Commits

Commit volume with context. Frequency, size distribution, and consistency over time.

Weighted SLOC

Not all lines are equal. Application logic outweighs config tweaks and auto-generated boilerplate.

AI Token Usage

Who gets 10x leverage from Claude Code and Copilot, and who burns tokens fighting them.

Tickets Completed

JIRA issues resolved, linked to commits and PRs. Full traceability from ticket to deploy.

Review Quality

Depth and thoroughness of code reviews. Rubber stamps get scored differently than real feedback.

Built for how engineering actually works now

01

AI leverage, not just adoption

See who gets 10x output from AI tools vs. who burns tokens fighting them. Token spend without weighted output is a red flag, not a badge.

02

Signal, not noise

Weighted code metrics mean config changes don't count the same as application logic. Auto-generated boilerplate is scored differently than hand-crafted algorithms.

03

Full-loop visibility

From ideation to code to ship. Research time, review thoroughness, and unblocking others all count. Not just lines pushed to main.

Trends that tell the real story

Daily scorecard, weekly trends, and AI leverage ratios. All in one view.

Team Weighted SLOC - Last 14 Days
Mar 19Mar 21Mar 23Mar 25Mar 27Mar 29Apr 1
Sarah K.
Marcus L.
Anika D.

Connects to your stack

Pull data from the tools your team already uses. Zero config.

GitHub
JIRA
Claude Code
Slack
Google Calendar
Google Drive

Ready to see how your team
really performs?

Join engineering teams measuring what matters in the AI era.