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fabricatio-novel

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AI-powered novel generation — outline to publication-ready EPUB.

Full dataflow and generation-logic walkthrough: docs/superpowers/specs/2026-08-21-novel-generation-dataflow.md

Installation

pip install fabricatio[novel]
# or
uv pip install fabricatio[novel]

For the CLI tool:

pip install fabricatio-novel[cli]

Pipeline

Generation runs a staged, template-driven pipeline over a context tree (NovelContext → ChapterContext → StoryContext → SceneContext), with every plan and character state proposed by the LLM in batched calls:

  1. Metadata — outline → NovelPlan (title, description, word count, global writing constraint, bible)
  2. Characters — bible roster → one CharacterSpan (start + end card) per character for the whole novel
  3. Chapters — chapter plans, then N-1 boundary cards per character so chapter 1 starts at the roster start and the last chapter ends at the roster end
  4. Stories — per chapter: story plans, then S-1 boundary cards per character anchored on the chapter's start/end
  5. Scenes — per story: scene plans; the story's spans are broadcast to every scene, which is where the prose is actually written
  6. Assembly — the composed context tree becomes a Novel; NovelBuilder (Rust/PyO3) produces the EPUB

Character state is two pure cards, never an interpolated chain: the LLM is only asked for the coarsest boundary states, and code stitches them so continuity is guaranteed. Single-child levels inherit their parent's spans with no LLM call.

The CLI runs the pipeline as a staged workflow (DebugNovelWorkflow), persisting a whole-tree JSON snapshot after every stage so any wrong result is traceable:

01_init → 02_metadata → 03_characters → 04_chapter_plans → 05_story_plans
       → 06_scene_plans → 07_scenes → 08_novel → 09_export

An optional RAG variant (RagDebugNovelWorkflow) retrieves WritingStyleDocument entries from LanceDB once per story and renders them raw into the scene prompts.

Data Flow & Prompt Assembly

The pipeline follows one principle: every LLM touchpoint is a template plus named context variables, and nothing else. Each stage renders a Handlebars template from the current context channel; planner calls parse the reply into validated pydantic models, while the single prose call captures raw paragraphs. Everything between calls — word-count allocation, character-arc stitching, prefix propagation, assembly — is deterministic code.

Staged pipeline with its LLM call inventory

LLM call inventory

Stage Template · prompted with Yields
Metadata novel_metadata_requirementoutline, language, constraint NovelPlan (adopted onto the root)
Roster spans novel_character_span ← bible prompt block, title, description CharacterSpan[] — skipped without a roster
Chapter plans chapter_plan ← outline, novel fields, word count, styles, constraint, characters ChapterPlan[]
Chapter boundaries chapter_character_span ← roster spans, chapter titles/descriptions N−1 boundary cards per character
Story plans story_plan ← chapter fields, styles, constraint, characters, cast StoryPlan[]
Story boundaries story_character_span ← chapter spans, story titles/descriptions S−1 boundary cards per character
Scene plans scene_plan ← story fields, styles, constraint, characters, cast ScenePlan[]
Scene prose scene_requirement ← 11 variables, see below plain prose → Scene.content

Templates live in templates/built-in/ and are selectable through the Configuration keys below.

What flows down the tree

Plans materialize into child contexts via from_plan; each level then passes state down:

  • Running manuscript — an append-only ContextLog; every walk seeds each child with exactly the bytes that precede it in the final book (iter_prefixed_contexts)
  • Setting bible — rendered once at the root into a setting_bible prefix entry; every descendant inherits it through its own log
  • Word budget — each level splits its expected_word_count among children by plan weight
  • Writing constraint — accumulated verbatim down the chain
  • Character arcs — the roster fixes both endpoints; intermediate boundary cards are proposed per level and stitched in code; scenes receive the finished span list read-only

Composed prose flows back up: scene content enters the logs, and Novel.from_context aggregates the whole tree for export.

Context-tree data flow: what flows down, what flows up

How a scene prompt is assembled

The scene write is the only content-producing call, so its prompt is engineered for provider prefix caching: every row above ## Scene is byte-identical across the scenes of a story, and divergence starts exactly at the per-scene tail.

Scene prompt assembly: sources, template sections, response

Key Classes

Context channels

Class Role
NovelContext Root channel: outline, language, roster charactor_span, chapter_context
ChapterContext Chapter channel: charactor_span, story_context, heading block
StoryContext Story channel: charactor_span, scene_context, accumulated writing_styles, optional rag retrieval settings
SceneContext Leaf channel: broadcast charactor_span, content (the only composed prose)
CharacterSpan Start + end CharacterCard; derive_child_spans stitches boundary cards
ContextLog / ContextEntry Append-only manuscript log per channel: append, branch (fork history), clear (fresh fork); renders the prefixed-content prompt streams
SeriesBible characters name list + background_settings fact list; rendered once into a setting_bible prefix entry at the root

Every channel carries its running manuscript as an append-only ContextLog: composed blocks enter as frozen ContextEntry records, parents seed children with pure log snapshots, and prompts render them exactly like the former prefixed-content strings. Logs support with_entry/with_entries appends, branch() to fork alternative continuations from any point (copy-on-write), and clear() which returns a fresh empty log while the original history stays intact.

Plans & models

Class Description
NovelPlan Novel metadata: title, description, word count, global constraint, bible
ChapterPlan / StoryPlan / ScenePlan Weighted per-element plans (title, description, weight, style, constraint, cast)
Scene / Story / Chapter / Novel Materialized output tree with word-count satisfaction
WritingStyleDocument / EnrichedDocument LanceDB-backed writing-style references

Capabilities (mixins)

Class Description
SceneCompose Scene requirement rendering + prose generation
StoryCompose Scene planning, scene write preparation, serial scene composition
ChapterCompose Story planning, draft_story_spans (S-1 boundary cards), story composition
NovelCompose Metadata, prepare_character_span (roster), chapter planning, draft_chapter_spans (N-1 boundary cards)
RAGCompose Retrieves style docs once per story; extends scene prompts
BibleCompose Creates/updates the setting bible from an outline

Actions (staged workflow)

Action Stage
InitNovelContext 01_init — build context from outline/language/constraint/bible
MetadataStage 02_metadata — propose novel plan
CharactersStage 03_characters — propose roster spans
ChapterPlanStage 04_chapter_plans — plan chapters + draft boundaries
StoryPlanStage 05_story_plans — plan stories + draft boundaries
ScenePlanStage / RagScenePlanStage 06_scene_plans — plan scenes (with RAG)
SceneWriteStage / RagSceneWriteStage 07_scenes — broadcast spans + write scene prose
AssembleStage 08_novel — materialize Novel
DumpNovelStage export — JSON always; EPUB and/or per-chapter chapters/NN.txt per format

Workflows

Workflow Description
DebugNovelWorkflow Outline → exported novel (--format epub|txt|both), one stage per action with per-stage snapshots
RagDebugNovelWorkflow Same, with writing-style RAG per story

Rust / PyO3

Symbol Description
NovelBuilder Builder for EPUB 3.0 novels: title/description/authors, chapters (auto-XHTML), cover, fonts, CSS, TOC
text_to_xhtml_paragraphs Plain text → <p>-wrapped XHTML paragraphs

Configuration

All options below are read through the fabricatio configuration chain (see the Configuration Guide). Set them under the [ext.novel] table in fabricatio.toml, equivalently under [tool.fabricatio.ext.novel] in pyproject.toml, or via FABRICATIO_EXT__NOVEL__<FIELD_UPPER> environment variables.

[ext.novel]
novel_metadata_requirement_template = "built-in/novel_metadata_requirement"
Option Type Default Description
novel_metadata_requirement_template str "built-in/novel_metadata_requirement" template used to extract the novel metadata (title, synopsis, word count) from the outline.
chapter_plan_template str "built-in/chapter_plan" template used to plan the chapters of the novel from the outline and metadata.
story_plan_template str "built-in/story_plan" template used to plan the stories of a chapter.
scene_plan_template str "built-in/scene_plan" template used to plan the scenes of a story.
scene_requirement_template str "built-in/scene_requirement" template used to write a single scene in full prose.
render_chapter_xhtml_template str "built-in/render_chapter_xhtml" template used to render a chapter as a full XHTML document.
setting_bible_characters_template str "built-in/setting_bible_characters" template used to propose the bible's character roster as a list of plain strings, one character per item.
setting_bible_background_template str "built-in/setting_bible_background" template used to propose the bible's background settings as a list of strings.
setting_bible_context_template str "built-in/setting_bible_context" template that renders the bible into the block seeded into the running manuscript prefix.
setting_bible_export_template str "built-in/setting_bible_export" template used to render the bible as a human-readable markdown document.
writing_style_as_prompt_template str "built-in/writing_style_as_prompt" template used to render writing style documents as prompts.
enriched_as_prompt_template str "built-in/enriched_as_prompt" template used to render enriched reference documents as prompts.
novel_character_span_template str "built-in/novel_character_span" template used to propose the novel roster as one CharacterSpan per character.
chapter_character_span_template str "built-in/chapter_character_span" template used to draft the N-1 chapter-boundary cards from the novel roster spans.
story_character_span_template str "built-in/story_character_span" template used to draft the S-1 story-boundary cards from the chapter's spans.

Access at runtime: from fabricatio_novel.config import novel_config.

Usage

CLI

# Generate a novel from an outline
fanvl w -o "In a world where dreams are currency..."

# Generate with writing style RAG (LanceDB)
fanvl wr -o "In a world where dreams are currency..." -rq "Hemingway terse prose style"

# Constrain generation with a setting bible + global writing constraint
fanvl w -o "..." -b settings/bible.json -c "first person view throughout"

# Export as plain text instead of (or besides) EPUB: chapters/01.txt, 02.txt, …
fanvl w -o "..." --format both
fanvl w -o "..." --format txt

# Create / update / show the setting bible
fanvl bible create -o "In a world where dreams are currency..." --out settings/bible.json
fanvl bible update settings/bible.json -o "..." --sections characters
fanvl bible show settings/bible.json

# Store reference texts as writing style documents in LanceDB
fanvl store-refs ./corpus/*.txt
fanvl enrich-refs ./corpus/*.txt -eg "Extract world-building facts"

Programmatic

from fabricatio_novel.workflows.novel import DebugNovelWorkflow
from fabricatio_core import Event

event = Event.instantiate("write")
event.payload["novel_outline"] = "In a world where dreams are currency..."
role = Role.with_bio(name="writer").subscribe(event, DebugNovelWorkflow).dispatch()

EPUB Builder (Rust)

from fabricatio_novel.rust import NovelBuilder, text_to_xhtml_paragraphs

xhtml = text_to_xhtml_paragraphs(raw_chapter_text)

builder = (
    NovelBuilder()
    .new_novel()
    .set_title("My Novel")
    .add_author("Author Name")
    .add_chapter("Chapter 1", xhtml)
    .add_inline_toc()
)

builder.export("output.epub")

Dependencies

  • fabricatio-core — Core interfaces, template management, LLM capabilities
  • fabricatio-character — Character card models
  • pydantic — Data validation via models
  • Optional: fabricatio-lancedb — writing style RAG, typer — CLI

License

MIT — see LICENSE

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Release history Release notifications | RSS feed

0.21.1

12 files

This release

0.21.0 This release

12 files

0.14.0

12 files

0.11.6

12 files

0.11.4

12 files

0.11.2

12 files

0.10.6

12 files

0.10.3

12 files

0.10.2

12 files

0.8.0

12 files

0.7.0

12 files

0.6.0

12 files

0.5.0

12 files

0.4.1

12 files

0.4.0

12 files

0.3.3

11 files

0.3.2

12 files

0.3.1

12 files

0.3.0

12 files

0.2.0

12 files

0.1.10

12 files

0.1.9

12 files

0.1.8

12 files

0.1.7

12 files

0.1.6

12 files

0.1.5

12 files

0.1.4

12 files

0.1.3

8 files

0.1.2

8 files

0.1.1

8 files

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