{ "name": "Book Chapter Editor & Analyzer", "version": "1.0.0", "description": "AI-powered book chapter editing pipeline: critique, improve, humanize, and produce 3 polished versions with detailed statistics", "input_schema": { "type": "object", "properties": { "chapter_title": { "type": "string", "description": "Title of the chapter" }, "chapter_content": { "type": "string", "description": "The full chapter text to edit" }, "genre": { "type": "string", "enum": ["fiction", "non-fiction", "memoir", "self-help", "technical", "fantasy", "thriller", "romance", "literary"], "default": "fiction" }, "target_audience": { "type": "string", "description": "Who is the target reader?", "default": "general adult readers" }, "author_style_notes": { "type": "string", "description": "Notes about the author's preferred style", "default": "" }, "focus_areas": { "type": "array", "description": "Areas to focus on during editing", "items": { "type": "string" }, "default": ["pacing", "dialogue", "descriptions", "emotional impact"] } }, "required": ["chapter_title", "chapter_content"] }, "output_schema": { "type": "object", "properties": { "original_statistics": { "type": "object" }, "critique": { "type": "object" }, "versions": { "type": "array" }, "comparison": { "type": "object" } } }, "stages": [ { "id": "log-start", "name": "Log Chapter Intake", "component_type": "logger", "config": { "message": "Starting book chapter editing pipeline", "level": "info", "data": { "title": "{{input.chapter_title}}", "genre": "{{input.genre}}" } }, "depends_on": [], "position": { "x": 100, "y": 400 } }, { "id": "analyze-original", "name": "Analyze Original Text", "component_type": "generator", "config": { "system_prompt": "You are a text analysis expert. Analyze text and output ONLY valid JSON with statistics. Calculate accurately.", "prompt": "Analyze this chapter and provide statistics:\n\nTitle: {{input.chapter_title}}\n\nContent:\n{{input.chapter_content}}\n\nOutput ONLY this JSON (calculate accurately):\n{\n \"word_count\": ,\n \"character_count\": ,\n \"character_count_no_spaces\": ,\n \"sentence_count\": ,\n \"paragraph_count\": ,\n \"average_sentence_length\": ,\n \"average_word_length\": ,\n \"dialogue_percentage\": ,\n \"reading_time_minutes\": ,\n \"flesch_kincaid_grade\": ,\n \"flesch_reading_ease\": ,\n \"reading_difficulty\": \"easy|moderate|challenging|difficult\",\n \"vocabulary_complexity\": \"simple|moderate|advanced|literary\"\n}", "max_tokens": 500, "temperature": 0.1 }, "depends_on": ["log-start"], "position": { "x": 300, "y": 200 } }, { "id": "parse-original-stats", "name": "Parse Original Stats", "component_type": "json_transform", "config": { "data": "{{upstream.analyze-original.content}}", "jmespath_expression": "@" }, "depends_on": ["analyze-original"], "position": { "x": 500, "y": 200 } }, { "id": "deep-critique", "name": "Deep Editorial Critique", "component_type": "generator", "config": { "system_prompt": "You are a senior book editor with 20+ years of experience. Provide thorough, constructive critique that helps authors improve. Be specific with examples from the text. Balance criticism with recognition of strengths.", "prompt": "Provide a comprehensive editorial critique of this {{input.genre}} chapter:\n\nTitle: {{input.chapter_title}}\nTarget Audience: {{input.target_audience}}\nFocus Areas: {{input.focus_areas}}\n\nChapter Content:\n{{input.chapter_content}}\n\nProvide detailed critique covering:\n\n1. OVERALL IMPRESSION (2-3 sentences)\n\n2. STRENGTHS (3-5 specific examples with quotes)\n\n3. AREAS FOR IMPROVEMENT:\n - Pacing issues\n - Dialogue effectiveness\n - Description balance (too much/too little)\n - Character voice consistency\n - Emotional engagement\n - Show vs tell opportunities\n - Sentence variety\n - Word choice/repetition\n\n4. STRUCTURAL NOTES:\n - Opening hook effectiveness\n - Chapter arc/flow\n - Ending impact\n\n5. LINE-LEVEL ISSUES (5-10 specific examples with suggestions)\n\n6. PRIORITY FIXES (top 3 things to address first)\n\nBe specific and actionable.", "max_tokens": 2000, "temperature": 0.4 }, "depends_on": ["log-start"], "position": { "x": 300, "y": 400 } }, { "id": "version-1-refined", "name": "Version 1: Refined Edit", "component_type": "generator", "config": { "system_prompt": "You are an expert book editor. Your task is to refine and improve the chapter while maintaining the author's voice. Make surgical edits - fix issues without over-writing. Preserve what works.", "prompt": "Create VERSION 1: REFINED EDIT of this chapter.\n\nOriginal Title: {{input.chapter_title}}\nGenre: {{input.genre}}\nAuthor Style Notes: {{input.author_style_notes}}\n\nEditorial Critique to Address:\n{{upstream.deep-critique.content}}\n\nOriginal Chapter:\n{{input.chapter_content}}\n\n---\n\nCREATE THE REFINED VERSION:\n- Fix grammatical and structural issues\n- Improve sentence flow and variety\n- Tighten prose (remove unnecessary words)\n- Enhance clarity without changing voice\n- Address the top priority fixes from the critique\n- Keep the author's original style and intent\n\nOutput the complete refined chapter:", "max_tokens": 4000, "temperature": 0.6 }, "depends_on": ["deep-critique"], "position": { "x": 550, "y": 300 } }, { "id": "version-2-enhanced", "name": "Version 2: Enhanced Edit", "component_type": "generator", "config": { "system_prompt": "You are a developmental editor who enhances manuscripts. Go beyond basic editing to strengthen the writing significantly while respecting the core story and voice.", "prompt": "Create VERSION 2: ENHANCED EDIT of this chapter.\n\nOriginal Title: {{input.chapter_title}}\nGenre: {{input.genre}}\nTarget Audience: {{input.target_audience}}\n\nEditorial Critique:\n{{upstream.deep-critique.content}}\n\nOriginal Chapter:\n{{input.chapter_content}}\n\n---\n\nCREATE THE ENHANCED VERSION:\n- All refinements from Version 1, plus:\n- Strengthen emotional impact\n- Improve pacing and tension\n- Enhance descriptions (make them vivid but not purple)\n- Sharpen dialogue to reveal character\n- Better show-don't-tell execution\n- Improve transitions between scenes/paragraphs\n- Add sensory details where appropriate\n- Strengthen the chapter opening and closing\n\nOutput the complete enhanced chapter:", "max_tokens": 4000, "temperature": 0.7 }, "depends_on": ["deep-critique"], "position": { "x": 550, "y": 500 } }, { "id": "version-3-humanized", "name": "Version 3: Humanized & Polished", "component_type": "generator", "config": { "system_prompt": "You are a master editor who specializes in making prose feel authentic and deeply human. Your edits make writing feel natural, relatable, and emotionally resonant - never artificial or over-written.", "prompt": "Create VERSION 3: HUMANIZED & POLISHED EDIT of this chapter.\n\nOriginal Title: {{input.chapter_title}}\nGenre: {{input.genre}}\nTarget Audience: {{input.target_audience}}\nAuthor Style Notes: {{input.author_style_notes}}\n\nOriginal Chapter:\n{{input.chapter_content}}\n\n---\n\nCREATE THE HUMANIZED VERSION:\n- Make the prose feel natural and authentic\n- Ensure dialogue sounds like real people talking\n- Add subtle human touches (small gestures, realistic reactions)\n- Balance literary quality with accessibility\n- Remove anything that feels forced or artificial\n- Ensure emotional beats feel earned, not manipulative\n- Make descriptions grounded and relatable\n- Vary rhythm to match content (fast for action, slower for reflection)\n- Ensure the reading experience flows effortlessly\n- Polish to publication-ready quality\n\nThis should feel like the best version of the author's own voice.\n\nOutput the complete humanized chapter:", "max_tokens": 4000, "temperature": 0.75 }, "depends_on": ["deep-critique"], "position": { "x": 550, "y": 700 } }, { "id": "notes-version-1", "name": "Notes for Version 1", "component_type": "generator", "config": { "system_prompt": "You are an editor providing change notes. Be concise and specific about what was changed and why.", "prompt": "Compare the original chapter with Version 1 (Refined Edit) and provide editorial notes.\n\nOriginal:\n{{input.chapter_content}}\n\nVersion 1 (Refined):\n{{upstream.version-1-refined.content}}\n\nProvide concise notes:\n1. SUMMARY OF CHANGES (2-3 sentences)\n2. KEY EDITS MADE (bullet list, 5-8 items)\n3. WHAT WAS PRESERVED (2-3 points)\n4. RECOMMENDED FOR: (who should use this version)", "max_tokens": 600, "temperature": 0.3 }, "depends_on": ["version-1-refined"], "position": { "x": 800, "y": 300 } }, { "id": "notes-version-2", "name": "Notes for Version 2", "component_type": "generator", "config": { "system_prompt": "You are an editor providing change notes. Be concise and specific about what was changed and why.", "prompt": "Compare the original chapter with Version 2 (Enhanced Edit) and provide editorial notes.\n\nOriginal:\n{{input.chapter_content}}\n\nVersion 2 (Enhanced):\n{{upstream.version-2-enhanced.content}}\n\nProvide concise notes:\n1. SUMMARY OF CHANGES (2-3 sentences)\n2. KEY ENHANCEMENTS MADE (bullet list, 5-8 items)\n3. WHAT WAS PRESERVED (2-3 points)\n4. RECOMMENDED FOR: (who should use this version)", "max_tokens": 600, "temperature": 0.3 }, "depends_on": ["version-2-enhanced"], "position": { "x": 800, "y": 500 } }, { "id": "notes-version-3", "name": "Notes for Version 3", "component_type": "generator", "config": { "system_prompt": "You are an editor providing change notes. Be concise and specific about what was changed and why.", "prompt": "Compare the original chapter with Version 3 (Humanized & Polished) and provide editorial notes.\n\nOriginal:\n{{input.chapter_content}}\n\nVersion 3 (Humanized):\n{{upstream.version-3-humanized.content}}\n\nProvide concise notes:\n1. SUMMARY OF CHANGES (2-3 sentences)\n2. KEY HUMANIZATION EDITS (bullet list, 5-8 items)\n3. WHAT WAS PRESERVED (2-3 points)\n4. RECOMMENDED FOR: (who should use this version)", "max_tokens": 600, "temperature": 0.3 }, "depends_on": ["version-3-humanized"], "position": { "x": 800, "y": 700 } }, { "id": "analyze-v1", "name": "Analyze Version 1", "component_type": "generator", "config": { "system_prompt": "You are a text analysis expert. Output ONLY valid JSON.", "prompt": "Analyze this text and output statistics:\n\n{{upstream.version-1-refined.content}}\n\nOutput ONLY this JSON:\n{\"word_count\": , \"character_count\": , \"sentence_count\": , \"reading_time_minutes\": , \"flesch_reading_ease\": <0-100>, \"reading_difficulty\": \"easy|moderate|challenging|difficult\"}", "max_tokens": 200, "temperature": 0.1 }, "depends_on": ["version-1-refined"], "position": { "x": 1050, "y": 300 } }, { "id": "analyze-v2", "name": "Analyze Version 2", "component_type": "generator", "config": { "system_prompt": "You are a text analysis expert. Output ONLY valid JSON.", "prompt": "Analyze this text and output statistics:\n\n{{upstream.version-2-enhanced.content}}\n\nOutput ONLY this JSON:\n{\"word_count\": , \"character_count\": , \"sentence_count\": , \"reading_time_minutes\": , \"flesch_reading_ease\": <0-100>, \"reading_difficulty\": \"easy|moderate|challenging|difficult\"}", "max_tokens": 200, "temperature": 0.1 }, "depends_on": ["version-2-enhanced"], "position": { "x": 1050, "y": 500 } }, { "id": "analyze-v3", "name": "Analyze Version 3", "component_type": "generator", "config": { "system_prompt": "You are a text analysis expert. Output ONLY valid JSON.", "prompt": "Analyze this text and output statistics:\n\n{{upstream.version-3-humanized.content}}\n\nOutput ONLY this JSON:\n{\"word_count\": , \"character_count\": , \"sentence_count\": , \"reading_time_minutes\": , \"flesch_reading_ease\": <0-100>, \"reading_difficulty\": \"easy|moderate|challenging|difficult\"}", "max_tokens": 200, "temperature": 0.1 }, "depends_on": ["version-3-humanized"], "position": { "x": 1050, "y": 700 } }, { "id": "parse-v1-stats", "name": "Parse V1 Stats", "component_type": "json_transform", "config": { "data": "{{upstream.analyze-v1.content}}", "jmespath_expression": "@" }, "depends_on": ["analyze-v1"], "position": { "x": 1250, "y": 300 } }, { "id": "parse-v2-stats", "name": "Parse V2 Stats", "component_type": "json_transform", "config": { "data": "{{upstream.analyze-v2.content}}", "jmespath_expression": "@" }, "depends_on": ["analyze-v2"], "position": { "x": 1250, "y": 500 } }, { "id": "parse-v3-stats", "name": "Parse V3 Stats", "component_type": "json_transform", "config": { "data": "{{upstream.analyze-v3.content}}", "jmespath_expression": "@" }, "depends_on": ["analyze-v3"], "position": { "x": 1250, "y": 700 } }, { "id": "compile-output", "name": "Compile Final Output", "component_type": "json_transform", "config": { "data": { "title": "{{input.chapter_title}}", "genre": "{{input.genre}}", "original_stats": "{{upstream.parse-original-stats.result}}", "critique": "{{upstream.deep-critique.content}}", "v1_content": "{{upstream.version-1-refined.content}}", "v1_notes": "{{upstream.notes-version-1.content}}", "v1_stats": "{{upstream.parse-v1-stats.result}}", "v2_content": "{{upstream.version-2-enhanced.content}}", "v2_notes": "{{upstream.notes-version-2.content}}", "v2_stats": "{{upstream.parse-v2-stats.result}}", "v3_content": "{{upstream.version-3-humanized.content}}", "v3_notes": "{{upstream.notes-version-3.content}}", "v3_stats": "{{upstream.parse-v3-stats.result}}" }, "jmespath_expression": "{ chapter_title: title, genre: genre, original_statistics: original_stats, editorial_critique: critique, versions: [ { version: `1`, name: 'Refined Edit', description: 'Clean, tightened prose with essential fixes', content: v1_content, editorial_notes: v1_notes, statistics: v1_stats }, { version: `2`, name: 'Enhanced Edit', description: 'Strengthened emotional impact and pacing', content: v2_content, editorial_notes: v2_notes, statistics: v2_stats }, { version: `3`, name: 'Humanized & Polished', description: 'Natural, authentic, publication-ready', content: v3_content, editorial_notes: v3_notes, statistics: v3_stats } ], statistics_comparison: { original: original_stats, version_1: v1_stats, version_2: v2_stats, version_3: v3_stats } }" }, "depends_on": ["parse-original-stats", "deep-critique", "notes-version-1", "notes-version-2", "notes-version-3", "parse-v1-stats", "parse-v2-stats", "parse-v3-stats"], "position": { "x": 1450, "y": 500 } }, { "id": "log-complete", "name": "Log Completion", "component_type": "logger", "config": { "message": "Book chapter editing complete", "level": "info", "data": { "title": "{{input.chapter_title}}", "versions_created": 3 } }, "depends_on": ["compile-output"], "position": { "x": 1650, "y": 500 } } ], "output_stage_id": "compile-output" }