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.opencode/skills/retro/references/metrics-guide.md
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# Metrics Reference Guide
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Each metric: what it measures, why it matters, interpretation guidance, and the git command to compute it.
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---
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## Velocity Metrics
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### Commits Per Day
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**Measures:** Delivery cadence — how often work lands in the repo.
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**Why it matters:** Low frequency may indicate large batched PRs (risky merges); high frequency with tiny commits suggests good trunk-based dev hygiene.
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**Interpretation:**
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- `< 1/day` — infrequent; check for blocked PRs or slow review cycles
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- `1-3/day` — healthy for a solo dev or small team
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- `> 5/day` — high activity; verify commits are meaningful, not noise
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```bash
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git log --since="$SINCE" --until="$UNTIL" --format="%ai" \
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| cut -d' ' -f1 | sort | uniq -c
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```
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### Active Day Ratio
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**Measures:** What fraction of working days had at least one commit.
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**Why it matters:** Consistent daily progress vs burst-then-idle patterns.
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**Interpretation:** `> 70%` = consistent; `< 40%` = batchy; investigate blockers.
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```bash
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# Days with activity
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git log --since="$SINCE" --until="$UNTIL" --format="%ai" \
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| cut -d' ' -f1 | sort -u | wc -l
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# Divide by total calendar days in period
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```
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---
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## Code Health Metrics
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### LOC Added / Removed / Net
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**Measures:** Raw volume of code written and deleted.
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**Why it matters:** Net negative LOC (more deleted than added) is often a sign of healthy refactoring. Very high churn on specific files is a risk signal.
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**Interpretation:**
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- Net negative on non-test files = good (simplification)
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- Net positive > 500 LOC/day sustained = high velocity, watch for quality regression
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```bash
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git log --since="$SINCE" --until="$UNTIL" --numstat --format="" \
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| awk 'NF==3 {add+=$1; del+=$2} END {print "added="add, "removed="del, "net="add-del}'
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```
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### File Hotspots
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**Measures:** Which files change most frequently.
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**Why it matters:** High-churn files are coupling magnets and defect attractors. Files appearing in > 30% of commits warrant refactoring.
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**Interpretation:** Top 3 hotspots in every sprint signal architectural debt.
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```bash
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git log --since="$SINCE" --until="$UNTIL" --name-only --format="" \
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| sort | uniq -c | sort -rn | head -10
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```
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### Churn Rate
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**Measures:** `(LOC_added + LOC_removed) / max(LOC_net, 1)` — how much code was rewritten vs kept.
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**Why it matters:** Churn > 3x net LOC = significant rework; investigate root cause (unclear requirements, unstable APIs, poor initial design).
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**Interpretation:**
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- `1.0 - 1.5` = clean, additive work
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- `1.5 - 3.0` = moderate iteration (normal)
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- `> 3.0` = high rework; flag for retro discussion
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---
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## Quality Metrics
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### Test-to-Code Ratio
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**Measures:** `test_file_changes / total_file_changes * 100`
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**Why it matters:** Proxy for whether tests accompany new code. Does not measure test quality, only presence.
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**Interpretation:**
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- `> 30%` = tests accompanying changes (healthy)
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- `10-30%` = some test coverage added
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- `< 10%` = tests lagging behind; technical debt accumulating
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```bash
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# Test file changes
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git log --since="$SINCE" --until="$UNTIL" --name-only --format="" \
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| grep -E "(\.test\.|\.spec\.|__tests__|test_)" | wc -l
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# Total file changes
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git log --since="$SINCE" --until="$UNTIL" --name-only --format="" \
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| grep -v "^$" | wc -l
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```
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### Commit Type Distribution
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**Measures:** Breakdown of conventional commit types (`feat`, `fix`, `chore`, `docs`, `refactor`, `test`, `hotfix`).
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**Why it matters:** Ratio reveals focus. Heavy `fix` ratio may indicate quality issues; heavy `chore` may mean infra debt; balanced mix = sustainable pace.
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**Interpretation:**
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- `feat > 40%` = feature-driven sprint
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- `fix > 40%` = reactive sprint (bugs dominating)
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- `refactor > 20%` = healthy investment in code quality
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```bash
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git log --since="$SINCE" --until="$UNTIL" --format="%s" \
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| sed 's/(.*//' | sed 's/:.*//' | sort | uniq -c | sort -rn
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```
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---
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## Plan Metrics
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### Plan Completion Rate
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**Measures:** Closed GitHub issues / total issues opened in period (or checkbox ratio in plan files).
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**Why it matters:** Tracks delivery predictability. Consistent undercompletion signals scope inflation or estimation issues.
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**Interpretation:**
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- `> 80%` = on track
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- `60-80%` = acceptable; review blockers
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- `< 60%` = scope or capacity mismatch; action needed
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```bash
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# Requires gh CLI
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gh issue list --state closed --json closedAt,createdAt \
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--jq "[.[] | select(.closedAt >= \"$SINCE\")] | length"
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```
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```bash
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# Plan file checkbox scan (fallback)
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grep -r "\- \[x\]" plans/ | wc -l # completed
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grep -r "\- \[ \]" plans/ | wc -l # open
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```
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