Measure how well engineers think,
not how fast they type

Daily, weekly, monthly and YTD scorecards. Per-engineer session logs in each engineer's local timezone. Factual AI summaries — no "top performer" scores.

mannar.io/dashboard
Daily Scorecard Wed, Apr 2 2026
Engineer PRs Merged Issues Closed Commits Releases SLOC(w) AI Tokens Reviews
Sarah K. 4 3 12 1 847 14,200 7
Marcus L. 6 5 18 2 1,204 32,800 9
Priya R. 3 2 9 0 623 8,100 4
James W. 2 1 7 0 412 51,300 3
Anika D. 5 4 14 1 956 18,700 6
Chen Y. 1 1 4 0 187 67,400 2

What ships today

Scorecards, session logs, and factual summaries — with per-engineer timezone correctness.

Daily, weekly, monthly, YTD

Four tabs of per-engineer scorecards — PRs, issues, commits, releases, weighted SLOC, AI tokens, tickets, and reviews. KPI strip scoped to the active tab's range.

Session log in local time

Per-engineer, per-day first commit → last commit in that engineer's timezone. Toronto shows "(EDT)", Colombo shows "(+0530)". No global-bucketing guesswork.

Punch card heatmap

Hour × day-of-week commit rhythm over the last 90 days. Surfaces late-night + morning split patterns, not just totals.

Factual AI summaries

Engineer summaries describe what happened, not how well. No "top performer" language, no evaluative adjectives. Click any line to jump to the verbatim commits.

Multi-org + roles

Engineers can belong to multiple GitHub orgs via the Members API. Role filters (Engineering, Sales & Partnerships, UX & Operations) for firms with mixed departments.

2-minute onboarding

Install the GitHub App, sign in via Cloudflare Access, and a queue-based backfill loads history with a live progress UI. No 24-hour wait.

Different, on purpose

01

Factual only

No "top performer" scores. No evaluative adjectives. AI summaries state what happened — and every sentence clicks through to the verbatim commits, PRs, or issues behind it.

02

Per-engineer timezone

Session logs render in each engineer's local timezone. Toronto engineers get "(EDT)", Colombo engineers get "(+0530)". Competitors bucket everyone in one global tz and misread distributed teams.

03

Engineers see their own card

Data belongs to the engineer. Each person sees their own scorecard, session log, and summary end-to-end — not hidden from them behind a manager dashboard.

Daily trend, dual axes

SLOC(w) on the right axis, PR and commit counts on the left. Compact ticks (10k, 1.5M) and rounded, comma-separated tooltips.

Team daily trend — last 14 days
Mar 19Mar 21Mar 23Mar 25Mar 27Mar 29Apr 1
Sarah K.
Marcus L.
Anika D.

GitHub today · more in flight

GitHub is live. Jira, Slack, Claude Code, and calendar/drive integrations are on the roadmap.

GitHub
JIRA Coming soon
Claude Code Coming soon
Slack Coming soon
Google Calendar Coming soon
Google Drive Coming soon

Install the GitHub App.
See your first scorecard in minutes.

Queue-based backfill populates history while you sign in. No 24-hour wait.

Install GitHub App Already installed? Sign in →

Mannar reads PR, commit, issue, and release metadata. No code content is stored. No write access.