130 lines
4.0 KiB
Markdown
130 lines
4.0 KiB
Markdown
---
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name: conversation-analyzer
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description: Analyzes your Claude Code conversation history to identify patterns, common mistakes, and opportunities for workflow improvement. Use when user wants to understand usage patterns, optimize workflow, identify automation opportunities, or check if they're following best practices.
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---
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# Conversation Analyzer
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Analyzes your Claude Code conversation history to identify patterns, common mistakes, and workflow improvement opportunities.
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## When to Use
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- "analyze my conversations"
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- "review my Claude Code history"
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- "what patterns do you see in my usage"
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- "how can I improve my workflow"
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- "am I using Claude Code effectively"
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## What It Analyzes
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1. **Request type distribution** (bug fixes, features, refactoring, queries, testing)
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2. **Most active projects**
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3. **Common error keywords**
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4. **Time-of-day patterns**
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5. **Repetitive tasks** (automation opportunities)
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6. **Vague requests** causing back-and-forth
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7. **Complex tasks** attempted without planning
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8. **Recurring bugs/errors**
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## Analysis Scope
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Default: **Last 200 conversations** for recency and relevance.
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## Methodology
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### 1. Request Type Distribution
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Categorizes by: bug fixes, feature additions, refactoring, information queries, testing, other.
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### 2. Project Activity
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Tracks which projects consume most time, identifies project-specific patterns.
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### 3. Time Patterns
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Hour-of-day usage distribution, identifies peak productivity times.
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### 4. Common Mistakes
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- **Vague requests**: Initial requests lacking context vs. acceptable follow-ups
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- **Repeated fixes**: Same issues occurring multiple times
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- **Complex tasks**: Multi-step requests without planning
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- **Repetitive commands**: Manual tasks that could be automated
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### 5. Error Analysis
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Frequency of error-related requests, common error keywords, recurring problems.
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### 6. Automation Opportunities
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Identifies repeated exact requests, suggests skills, slash commands, or scripts.
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## Output
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Structured report with:
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- **Statistics**: Request types, active projects, timing patterns
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- **Patterns**: Common tasks, repetitive commands, complexity indicators
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- **Issues**: Specific problems with examples
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- **Recommendations**: Prioritized, actionable improvements
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## Tools Used
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- **Read**: Load history file (`~/.claude/history.jsonl`)
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- **Write**: Create analysis reports if requested
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- **Bash**: Execute Python analysis script
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- **Direct analysis**: Parse JSON programmatically
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## Analysis Script
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Uses `scripts/analyze_history.py` for comprehensive analysis:
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**Capabilities:**
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- Loads and parses `~/.claude/history.jsonl`
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- Analyzes patterns across multiple dimensions
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- Identifies common mistakes and inefficiencies
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- Generates actionable recommendations
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- Outputs detailed reports
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**Usage within skill:**
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Runs automatically when user requests analysis.
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**Standalone usage:**
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```bash
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cd ~/.claude/plugins/*/productivity-skills/conversation-analyzer/scripts
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python3 analyze_history.py
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```
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Outputs:
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- `conversation_analysis.txt` - Detailed pattern analysis
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- `recommendations.txt` - Specific improvement suggestions
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## Example Output
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```
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Analyzed last 200 conversations:
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- 60% general tasks, 15% bug fixes, 13% feature additions
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- Project "ultramerge" dominates 58% of activity
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- Same test-fixing request made 8 times
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- 19 multi-step requests without planning
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- Peak productivity: 13:00-15:00
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Recommendations:
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- Use test-fixing skill for recurring test failures
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- Create project-specific utilities for ultramerge
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- Use feature-planning skill for complex requests
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- Add tests to prevent recurring bugs
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- Schedule complex work during peak hours
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```
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## Success Criteria
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- User understands usage patterns
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- Concrete, actionable recommendations
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- Specific examples from history
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- Prioritized by impact (quick wins vs long-term)
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- User can immediately apply improvements
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## Integration
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- **feature-planning**: Implement recommended improvements
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- **test-fixing**: Address recurring test failures
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- **git-pushing**: Commit workflow improvements
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## Privacy Note
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All analysis happens locally. Conversation history never leaves user's machine.
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