# List speakers in transcript
bun run "${CLAUDE_PLUGIN_ROOT}"/scripts/voice-extractor.ts --list-speakers transcript.txt

# Extract for specific speaker
bun run "${CLAUDE_PLUGIN_ROOT}"/scripts/voice-extractor.ts --speaker "Name" transcript.txt

# Multiple transcripts (more data = better profile)
bun run "${CLAUDE_PLUGIN_ROOT}"/scripts/voice-extractor.ts --speaker "Name" t1.txt t2.txt t3.txt

# Output JSON for direct use with author profiles
bun run "${CLAUDE_PLUGIN_ROOT}"/scripts/voice-extractor.ts --speaker "Name" --json transcript.txt

# 1. Extract voice data
/article-writer:author analyze --speaker "John" transcripts/*.txt

# 2. Review and confirm extraction
# Claude will show extracted patterns

# 3. Add identity info
/article-writer:author add
# Answer: name, role, expertise, languages

# 4. Merge voice data
# Claude will combine extracted + manual data

# 1. Extract from new transcripts
/article-writer:author analyze --speaker "John" --author-id mwguerra new_podcast.txt

# 2. Review changes
# Claude shows what will be updated

# 3. Confirm merge
# Voice analysis data added to existing profile

{
  "voice_analysis": {
    "extracted_from": ["podcast_ep1.txt", "interview.txt"],
    "sample_count": 156,
    "total_words": 12450,
    "sentence_structure": {
      "avg_length": 14.5,
      "variety": "moderate length, conversational",
      "question_ratio": 12.3
    },
    "communication_style": [
      { "trait": "enthusiasm", "percentage": 28.5 },
      { "trait": "analytical", "percentage": 24.1 },
      { "trait": "directness", "percentage": 18.7 }
    ],
    "characteristic_expressions": [
      "you know",
      "I think",
      "the thing is",
      "at the end of the day"
    ],
    "sentence_starters": [
      "I think",
      "So the",
      "And then",
      "But the"
    ],
    "signature_vocabulary": [
      "actually",
      "basically",
      "approach",
      "strategy",
      "implementation"
    ],
    "analyzed_at": "2025-01-15T10:00:00Z"
  },
  "suggested_updates": {
    "tone": {
      "formality": 5,
      "opinionated": 7
    },
    "phrases": {
      "signature": ["you know", "the thing is", "at the end of the day"]
    },
    "vocabulary": {
      "use_freely": ["approach", "strategy", "implementation"]
    }
  }
}

# Voice Analysis: John Smith

*Analyzed 156 speaking turns, 12,450 words*

## Speaking Style
- **Sentence length**: Moderate (~14 words avg)
- **Questions**: Uses questions occasionally (12%)
- **Vocabulary richness**: 45% unique words

## Communication Style
- **Primary**: Enthusiastic (28%)
- **Secondary**: Analytical (24%)
- **Tertiary**: Direct (19%)

## Characteristic Expressions
- "you know" (used 45x)
- "I think" (used 38x)
- "the thing is" (used 22x)

## Sentence Starters
- "I think..." (28x)
- "So the..." (19x)
- "And then..." (15x)

## Signature Vocabulary
**actually** (67x), **basically** (45x), **approach** (34x)

---

## Recommendations for Author Profile

Based on this analysis:
- Set formality to 5 (conversational but professional)
- Set opinionated to 7 (confident, uses "I think" but states opinions)
- Add signature phrases: "you know", "the thing is"
- Use vocabulary freely: approach, strategy, implementation

⚠️ Limited data: Only 23 speaking turns found.
   Results may not fully represent speaking patterns.
   Consider adding more transcripts.