Content Transformation

Convert, summarize, and repurpose content across formats and platforms.

Pattern Selection

Intent	Pattern	When to Use
Standard summary	`summarize`	Balanced key points extraction
Micro summary	`summarize_micro`	Extremely concise (1-2 sentences)
5-level summary	`create_5_sentence_summary`	Progressive: 5 words → 5 sentences
Key points	`create_summary`	Bullet-point key takeaways
One-liner + bullets	`create_micro_summary`	One sentence + supporting points
To Markdown	`convert_to_markdown`	Any format → clean Markdown
HTML cleanup	`sanitize_broken_html_to_markdown`	Broken HTML → Markdown
To CSV	`export_data_as_csv`	Structured data → CSV
To Tweet	`tweet`	Content → tweet-length
To Flashcards	`to_flashcards`	Content → Q&A flashcards
Create flashcards	`create_flash_cards`	Generate study flashcards
Callout blocks	`md_callout`	Create Markdown callouts
Video summary	`youtube_summary`	YouTube → key points + timestamps
Video chapters	`create_video_chapters`	Video → timestamped chapters
Latest video	`extract_latest_video`	Get latest video info
Video ID	`extract_videoid`	Extract video IDs from URLs

Decision Flow

User request
    │
    ├─ Summarization ─┬─ "one sentence/TL;DR" ──→ summarize_micro
    │                 ├─ "5-level/progressive" ──→ create_5_sentence_summary
    │                 ├─ "key points/bullets" ──→ create_summary
    │                 └─ general ──→ summarize
    │
    ├─ Format conversion ─┬─ "markdown" ──→ convert_to_markdown
    │                     ├─ "CSV/spreadsheet" ──→ export_data_as_csv
    │                     ├─ "tweet" ──→ tweet
    │                     └─ "flashcards" ──→ to_flashcards
    │
    └─ Video content ─┬─ "summarize video" ──→ youtube_summary
                      └─ "chapters/timestamps" ──→ create_video_chapters

Pattern References

See references/ for full patterns:

Output Guidelines

Preserve essential meaning in all transformations
Match output format conventions exactly (valid Markdown, proper CSV escaping)
For summaries: scale detail to requested length
For social: respect platform character limits
For study materials: focus on testable concepts

content-transformation

Content Transformation

Pattern Selection

Decision Flow

Pattern References

Output Guidelines