spitoglou 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:
- summarize.md
- summarize_micro.md
- create_5_sentence_summary.md
- convert_to_markdown.md
- tweet.md
- to_flashcards.md
- youtube_summary.md
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