- Remove PDF merge feature and scripts/ directory (no pdf-lib dep)
- Correct image_generate docs: prompt-only, returns URL; add
curl download step after every call
- Downgrade reference images to text-based trait extraction
(style/palette/scene); character sheet is agent-facing reference
- Unify source file naming on source-{slug}.md across SKILL.md
and workflow.md
15 KiB
Complete Workflow
Full workflow for generating knowledge comics.
Progress Checklist
Copy and track progress:
Comic Progress:
- [ ] Step 1: Setup & Analyze
- [ ] 1.1 Analyze content
- [ ] 1.2 Check existing ⚠️ REQUIRED
- [ ] Step 2: Confirmation - Style & options ⚠️ REQUIRED
- [ ] Step 3: Generate storyboard + characters
- [ ] Step 4: Review outline (conditional)
- [ ] Step 5: Generate prompts
- [ ] Step 6: Review prompts (conditional)
- [ ] Step 7: Generate images
- [ ] 7.1 Character sheet (if needed)
- [ ] 7.2 Generate pages
- [ ] Step 8: Completion report
Flow Diagram
Input → Analyze → [Check Existing?] → [Confirm: Style + Reviews] → Storyboard → [Review Outline?] → Prompts → [Review Prompts?] → Images → Complete
Step 1: Setup & Analyze
1.1 Analyze Content → analysis.md
Read source content, save it if needed, and perform deep analysis.
Actions:
- Save source content (if not already a file):
- If user provides a file path: use as-is
- If user pastes content: save to
source-{slug}.mdin the target directory usingwrite_file, where{slug}is the kebab-case topic slug used for the output directory - Backup rule: If
source-{slug}.mdalready exists, rename it tosource-{slug}-backup-YYYYMMDD-HHMMSS.mdbefore writing
- Read source content
- Deep analysis following
analysis-framework.md:- Target audience identification
- Value proposition for readers
- Core themes and narrative potential
- Key figures and their story arcs
- Detect source language
- Determine language:
- If user specified a language → use it
- Else → use detected source language or user's conversation language
- Determine recommended page count:
- Short story: 5-8 pages
- Medium complexity: 9-15 pages
- Full biography: 16-25 pages
- Analyze content signals for art/tone/layout recommendations
- Save to
analysis.mdusingwrite_file
analysis.md Format: YAML front matter (title, topic, time_span, source_language, user_language, aspect_ratio, recommended_page_count, recommended_art, recommended_tone) + sections for Target Audience, Value Proposition, Core Themes, Key Figures & Story Arcs, Content Signals, Recommended Approaches. See analysis-framework.md for full template.
1.2 Check Existing Content ⚠️ REQUIRED
MUST execute before proceeding to Step 2.
Check if the output directory exists (e.g., via test -d "comic/{topic-slug}").
If directory exists, use clarify:
question: "Existing content found at comic/{topic-slug}. How to proceed?"
options:
- "Regenerate storyboard — Keep images, regenerate storyboard and characters only"
- "Regenerate images — Keep storyboard, regenerate images only"
- "Backup and regenerate — Backup to {slug}-backup-{timestamp}, then regenerate all"
- "Exit — Cancel, keep existing content unchanged"
Save result and handle accordingly:
- Regenerate storyboard: Skip to Step 3, preserve
prompts/and images - Regenerate images: Skip to Step 7, use existing prompts
- Backup and regenerate: Move directory, start fresh from Step 2
- Exit: End workflow immediately
Step 2: Confirmation - Style & Options ⚠️
Purpose: Select visual style + decide whether to review outline before generation. Do NOT skip.
Display summary first:
- Content type + topic identified
- Key figures extracted
- Time span detected
- Recommended page count
- Language (detected or user-specified)
- Recommended style: [art] + [tone] (based on content signals)
Use clarify one question at a time, in priority order:
Question 1: Visual Style
If a preset is recommended (see auto-selection.md), show it first:
question: "Which visual style for this comic?"
options:
- "[preset name] preset (Recommended) — [preset description] with special rules"
- "[recommended art] + [recommended tone] (Recommended) — Best match for your content"
- "ligne-claire + neutral — Classic educational, Logicomix style"
- "ohmsha preset — Educational manga with visual metaphors, gadgets, NO talking heads"
- "Custom — Specify your own art + tone or preset"
Preset vs Art+Tone: Presets include special rules beyond art+tone. ohmsha = manga + neutral + visual metaphor rules + character roles + NO talking heads. Plain manga + neutral does NOT include these rules.
Question 2: Narrative Focus
question: "What should the comic emphasize? (Pick the primary focus; mention others in a follow-up if needed)"
options:
- "Biography/life story — Follow a person's journey through key life events"
- "Concept explanation — Break down complex ideas visually"
- "Historical event — Dramatize important historical moments"
- "Tutorial/how-to — Step-by-step educational guide"
Question 3: Target Audience
question: "Who is the primary reader?"
options:
- "General readers — Broad appeal, accessible content"
- "Students/learners — Educational focus, clear explanations"
- "Industry professionals — Technical depth, domain knowledge"
- "Children/young readers — Simplified language, engaging visuals"
Question 4: Outline Review
question: "Do you want to review the outline before image generation?"
options:
- "Yes, let me review (Recommended) — Review storyboard and characters before generating images"
- "No, generate directly — Skip outline review, start generating immediately"
Question 5: Prompt Review
question: "Review prompts before generating images?"
options:
- "Yes, review prompts (Recommended) — Review image generation prompts before generating"
- "No, skip prompt review — Proceed directly to image generation"
After responses:
- Update
analysis.mdwith user preferences - Store
skip_outline_reviewflag based on Question 4 response - Store
skip_prompt_reviewflag based on Question 5 response - → Step 3
Step 3: Generate Storyboard + Characters
Create storyboard and character definitions using the confirmed style from Step 2.
Loading Style References:
- Art style:
art-styles/{art}.md - Tone:
tones/{tone}.md - If preset (ohmsha/wuxia/shoujo/concept-story/four-panel): also load
presets/{preset}.md
Generate:
-
Storyboard (
storyboard.md):- YAML front matter with art_style, tone, layout, aspect_ratio
- Cover design
- Each page: layout, panel breakdown, visual prompts
- Written in user's preferred language (from Step 1)
- Reference:
storyboard-template.md - If using preset: Load and apply preset rules from
presets/
-
Character definitions (
characters/characters.md):- Visual specs matching the art style (in user's preferred language)
- Include Reference Sheet Prompt for later image generation
- Reference:
character-template.md - If using ohmsha preset: Use default Doraemon characters (see below)
Ohmsha Default Characters (use these unless user specifies custom characters):
| Role | Character | Visual Description |
|---|---|---|
| Student | 大雄 (Nobita) | Japanese boy, 10yo, round glasses, black hair parted in middle, yellow shirt, navy shorts |
| Mentor | 哆啦 A 梦 (Doraemon) | Round blue robot cat, big white eyes, red nose, whiskers, white belly with 4D pocket, golden bell, no ears |
| Challenge | 胖虎 (Gian) | Stocky boy, rough features, small eyes, orange shirt |
| Support | 静香 (Shizuka) | Cute girl, black short hair, pink dress, gentle expression |
These are the canonical ohmsha-style characters. Do NOT create custom characters for ohmsha unless explicitly requested.
After generation:
- If
skip_outline_reviewis true → Skip Step 4, go directly to Step 5 - If
skip_outline_reviewis false → Continue to Step 4
Step 4: Review Outline (Conditional)
Skip this step if user selected "No, generate directly" in Step 2.
Purpose: User reviews and confirms storyboard + characters before generation.
Display:
- Page count and structure
- Art style + Tone combination
- Page-by-page summary (Cover → P1 → P2...)
- Character list with brief descriptions
Use clarify:
question: "Ready to generate images with this outline?"
options:
- "Yes, proceed (Recommended) — Generate character sheet and comic pages"
- "Edit storyboard first — I'll modify storyboard.md before continuing"
- "Edit characters first — I'll modify characters/characters.md before continuing"
- "Edit both — I'll modify both files before continuing"
After response:
- If user wants to edit → Wait for user to finish editing, then ask again
- If user confirms → Continue to Step 5
Step 5: Generate Prompts
Create image generation prompts for all pages.
Style Reference Loading:
- Read
art-styles/{art}.mdfor rendering guidelines - Read
tones/{tone}.mdfor mood/color adjustments - If preset: Read
presets/{preset}.mdfor special rules
For each page (cover + pages):
- Create prompt following art style + tone guidelines
- Embed character descriptions inline (copy relevant traits from
characters/characters.md) —image_generateis prompt-only, so the prompt text is the sole vehicle for character consistency - Save to
prompts/NN-{cover|page}-[slug].mdusingwrite_file- Backup rule: If prompt file exists, rename to
prompts/NN-{cover|page}-[slug]-backup-YYYYMMDD-HHMMSS.md
- Backup rule: If prompt file exists, rename to
Prompt File Format:
# Page NN: [Title]
## Visual Style
Art: [art style] | Tone: [tone] | Layout: [layout type]
## Character Reference (embedded inline — maintain exact traits below)
- [Character A]: [detailed visual traits from characters/characters.md]
- [Character B]: [detailed visual traits from characters/characters.md]
## Panel Breakdown
[From storyboard.md - panel descriptions, actions, dialogue]
## Generation Prompt
[Combined prompt passed to image_generate]
After generation:
- If
skip_prompt_reviewis true → Skip Step 6, go directly to Step 7 - If
skip_prompt_reviewis false → Continue to Step 6
Step 6: Review Prompts (Conditional)
Skip this step if user selected "No, skip prompt review" in Step 2.
Purpose: User reviews and confirms prompts before image generation.
Display prompt summary table:
| Page | Title | Key Elements |
|---|---|---|
| Cover | [title] | [main visual] |
| P1 | [title] | [key elements] |
| ... | ... | ... |
Use clarify:
question: "Ready to generate images with these prompts?"
options:
- "Yes, proceed (Recommended) — Generate all comic page images"
- "Edit prompts first — I'll modify prompts/*.md before continuing"
- "Regenerate prompts — Regenerate all prompts with different approach"
After response:
- If user wants to edit → Wait for user to finish editing, then ask again
- If user wants to regenerate → Go back to Step 5
- If user confirms → Continue to Step 7
Step 7: Generate Images
With confirmed prompts from Step 5/6, use the image_generate tool. The tool accepts only prompt and aspect_ratio (landscape | portrait | square) and returns a URL — it does not accept reference images and does not write local files. Every invocation must be followed by a download step.
Aspect ratio mapping — map the storyboard's aspect_ratio to the tool's enum:
| Storyboard ratio | image_generate format |
|---|---|
3:4, 9:16, 2:3 |
portrait |
4:3, 16:9, 3:2 |
landscape |
1:1 |
square |
Download procedure (run after every successful image_generate call):
- Extract the
urlfield from the tool result - Fetch it to disk, e.g.
curl -fsSL "<url>" -o comic/{slug}/<target>.png - Verify the file is non-empty (
test -s <target>.png); on failure, retry the generation once
7.1 Generate Character Reference Sheet (conditional)
Character sheet is recommended for multi-page comics with recurring characters, but NOT required for all presets.
When to generate:
| Condition | Action |
|---|---|
| Multi-page comic with detailed/recurring characters | Generate character sheet (recommended) |
| Preset with simplified characters (e.g., four-panel minimalist) | Skip — prompt descriptions are sufficient |
| Single-page comic | Skip unless characters are complex |
When generating:
- Use Reference Sheet Prompt from
characters/characters.md - Backup rule: If
characters/characters.pngexists, rename tocharacters/characters-backup-YYYYMMDD-HHMMSS.png - Call
image_generatewithlandscapeformat - Download the returned URL → save to
characters/characters.png
Important: the downloaded sheet is for the agent's own reference when writing each page's prompt text below. image_generate cannot accept it as a visual input.
7.2 Generate Comic Pages
Before generating any page:
- Confirm each prompt file exists at
prompts/NN-{cover|page}-[slug].md - Confirm that each prompt has character descriptions embedded inline (see Step 5).
image_generateis prompt-only, so the prompt text is the sole consistency mechanism.
Page Generation Strategy (embed everything in the prompt text):
| Character sheet | Strategy |
|---|---|
| Exists | Use it as an agent-side reference when composing each prompt; embed the key traits inline in the prompt text |
| Skipped | Prompt file already contains all descriptions inline |
Example embedded prompt (prompts/01-page-xxx.md):
# Page 01: [Title]
## Character Reference (embedded inline — maintain consistency)
- 大雄:Japanese boy, round glasses, yellow shirt, navy shorts, worried expression...
- 哆啦 A 梦:Round blue robot cat, white belly, red nose, golden bell, 4D pocket...
## Page Content
[Original page prompt body — panels, dialogue, visual metaphors]
For each page (cover + pages):
- Read prompt from
prompts/NN-{cover|page}-[slug].md - Backup rule: If image file exists, rename to
NN-{cover|page}-[slug]-backup-YYYYMMDD-HHMMSS.png - Call
image_generatewith the prompt text and mapped aspect ratio - Download the returned URL → save to
NN-{cover|page}-[slug].png - Report progress after each generation: "Generated X/N: [page title]"
Step 8: Completion Report
Comic Complete!
Title: [title] | Art: [art] | Tone: [tone] | Pages: [count] | Aspect: [ratio] | Language: [lang]
Location: [path]
✓ source-{slug}.md (if content was pasted)
✓ analysis.md
✓ characters.png (if generated)
✓ 00-cover-[slug].png ... NN-page-[slug].png
Page Modification
| Action | Steps |
|---|---|
| Edit | Update prompt → Regenerate image → Download new PNG |
| Add | Create prompt at position → Generate image → Download PNG → Renumber subsequent (NN+1) → Update storyboard |
| Delete | Remove files → Renumber subsequent (NN-1) → Update storyboard |
File naming: NN-{cover|page}-[slug].png (e.g., 03-page-enigma-machine.png)
- Slugs: kebab-case, unique, derived from content
- Renumbering: Update NN prefix only, slugs unchanged