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| 1 | +# Intent & Philosophy |
| 2 | + |
| 3 | +## What This Tool Is For |
| 4 | + |
| 5 | +This MCP server provides **objective data for better conversations**, not surveillance metrics for micromanagement. |
| 6 | + |
| 7 | +### ✅ Good Use Cases |
| 8 | + |
| 9 | +**Sprint Retrospectives** |
| 10 | +- "What did we accomplish this sprint?" |
| 11 | +- "Where did we spend most of our time?" |
| 12 | +- Saves 15-30 minutes of manual git log parsing |
| 13 | + |
| 14 | +**Code Quality Insights** |
| 15 | +- "Which files are changing most frequently?" (high churn = potential issues) |
| 16 | +- "Where should we focus code reviews?" |
| 17 | +- "Do we have technical debt hotspots?" |
| 18 | + |
| 19 | +**Team Health Monitoring** |
| 20 | +- "Are people committing late at night or on weekends?" (burnout indicator) |
| 21 | +- "Is work distributed evenly or is someone overwhelmed?" |
| 22 | +- Early warning signs for proactive intervention |
| 23 | + |
| 24 | +**Risk Management** |
| 25 | +- "What's our bus factor?" (knowledge concentration) |
| 26 | +- "Who's the only person who knows this critical code?" |
| 27 | +- Succession planning and knowledge sharing |
| 28 | + |
| 29 | +**Onboarding Tracking** |
| 30 | +- "How is the new developer ramping up?" |
| 31 | +- Objective data for coaching conversations |
| 32 | +- Identify where they need more support |
| 33 | + |
| 34 | +### ❌ What This Is NOT For |
| 35 | + |
| 36 | +**Micromanagement** |
| 37 | +- ❌ Checking individual commit counts daily |
| 38 | +- ❌ Comparing developers against each other |
| 39 | +- ❌ Using metrics as performance review ammunition |
| 40 | +- ❌ Surveillance or "productivity monitoring" |
| 41 | + |
| 42 | +**Performance Evaluation** |
| 43 | +- ❌ Commits ≠ value delivered |
| 44 | +- ❌ Lines of code ≠ quality |
| 45 | +- ❌ Activity ≠ impact |
| 46 | + |
| 47 | +## Philosophy |
| 48 | + |
| 49 | +### Data as Conversation Starter |
| 50 | + |
| 51 | +**Instead of:** |
| 52 | +- ❌ "Why did you only commit 5 times this week?" |
| 53 | +- ❌ "Your velocity is down 20%" |
| 54 | +- ❌ "Bob commits more than you" |
| 55 | + |
| 56 | +**Use it for:** |
| 57 | +- ✅ "I noticed high churn on auth.ts - need help?" |
| 58 | +- ✅ "Lots of late-night commits lately - too much on your plate?" |
| 59 | +- ✅ "This file has 3 authors - should we pair on it?" |
| 60 | +- ✅ "We haven't touched this module in 6 months - is it stable or forgotten?" |
| 61 | + |
| 62 | +### Trust Over Surveillance |
| 63 | + |
| 64 | +This tool assumes: |
| 65 | +- Your team is competent and motivated |
| 66 | +- Context matters more than raw numbers |
| 67 | +- Trends are more valuable than snapshots |
| 68 | +- Questions are better than accusations |
| 69 | + |
| 70 | +### Frequency Guidelines |
| 71 | + |
| 72 | +**Recommended:** |
| 73 | +- Weekly: Quick health check (5 min) |
| 74 | +- Sprint end: Retrospective insights (15 min) |
| 75 | +- Monthly: Trend analysis (30 min) |
| 76 | +- Quarterly: Strategic review (1 hour) |
| 77 | + |
| 78 | +**Not Recommended:** |
| 79 | +- Daily individual tracking |
| 80 | +- Real-time monitoring |
| 81 | +- Comparative rankings |
| 82 | +- Automated alerts on low activity |
| 83 | + |
| 84 | +## When to Use This Tool |
| 85 | + |
| 86 | +### ✅ You Should Use This If: |
| 87 | + |
| 88 | +- You lead a team (3+ developers) |
| 89 | +- You do regular retrospectives |
| 90 | +- You care about code quality trends |
| 91 | +- You want data-driven conversations |
| 92 | +- You're looking for process improvements |
| 93 | +- You need to identify risks early |
| 94 | + |
| 95 | +### 🚫 Skip This Tool If: |
| 96 | + |
| 97 | +- Solo developer |
| 98 | +- Team < 3 people |
| 99 | +- You trust your gut more than data |
| 100 | +- Your team would see it as surveillance |
| 101 | +- You're looking for "productivity scores" |
| 102 | +- You want to compare developers |
| 103 | + |
| 104 | +## Red Flags (Don't Do This) |
| 105 | + |
| 106 | +If you find yourself doing any of these, **stop and reconsider**: |
| 107 | + |
| 108 | +- Checking metrics more than once per day |
| 109 | +- Asking "why" about individual commit counts |
| 110 | +- Creating leaderboards or rankings |
| 111 | +- Setting commit quotas or targets |
| 112 | +- Using metrics in performance reviews without context |
| 113 | +- Monitoring in real-time |
| 114 | +- Comparing developers directly |
| 115 | + |
| 116 | +## Green Flags (Good Usage) |
| 117 | + |
| 118 | +You're using this tool well if: |
| 119 | + |
| 120 | +- You check trends weekly/monthly, not daily |
| 121 | +- You ask "what does this tell us about our process?" |
| 122 | +- You use it to start conversations, not end them |
| 123 | +- You combine metrics with qualitative feedback |
| 124 | +- You focus on team health, not individual performance |
| 125 | +- You look for patterns, not outliers |
| 126 | +- You use it to help, not judge |
| 127 | + |
| 128 | +## Example Conversations |
| 129 | + |
| 130 | +### Good: Process Improvement |
| 131 | +``` |
| 132 | +"I noticed auth.ts has been modified 25 times this month. |
| 133 | +That's unusual. Should we refactor it or is it just evolving?" |
| 134 | +``` |
| 135 | + |
| 136 | +### Good: Team Support |
| 137 | +``` |
| 138 | +"The commit patterns show a lot of weekend work lately. |
| 139 | +Are we overloaded? Should we adjust sprint capacity?" |
| 140 | +``` |
| 141 | + |
| 142 | +### Good: Risk Management |
| 143 | +``` |
| 144 | +"Only Sarah has touched the payment module in 6 months. |
| 145 | +Should we do some knowledge sharing sessions?" |
| 146 | +``` |
| 147 | + |
| 148 | +### Bad: Micromanagement |
| 149 | +``` |
| 150 | +"You only committed 3 times this week. Everyone else did 10+. |
| 151 | +What's going on?" |
| 152 | +``` |
| 153 | + |
| 154 | +### Bad: Comparison |
| 155 | +``` |
| 156 | +"Bob's velocity is 2x yours. Why aren't you keeping up?" |
| 157 | +``` |
| 158 | + |
| 159 | +## The Bottom Line |
| 160 | + |
| 161 | +**This tool is a mirror, not a microscope.** |
| 162 | + |
| 163 | +Use it to reflect on team health and process quality, not to scrutinize individual behavior. |
| 164 | + |
| 165 | +If you're asking "is this micromanagement?" - you're probably safe. Micromanagers don't ask that question. |
| 166 | + |
| 167 | +--- |
| 168 | + |
| 169 | +**Remember:** The best teams are built on trust, not metrics. Use this tool to support your team, not surveil them. |
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