natural-fiction

Architects and calibrates fiction narratives using premise sheets, genre bands, and rubric groups A–E.

15|3|Updated Jul 9, 2026
One-click install
npx skills add https://github.com/kiurakku/cursor-kit-for-ai --skill natural-fiction-kiurakku
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: natural-fiction
Source: https://github.com/kiurakku/cursor-kit-for-ai/tree/main/plugins/writing/skills/natural-fiction
Command: npx skills add https://github.com/kiurakku/cursor-kit-for-ai --skill natural-fiction-kiurakku

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Fiction written by AI often reads as machine-generated due to over-explicit themes, sensory overload, and mechanical plotting. This Skill provides a structured architecture and calibration framework so short stories and narrative scenes read as human-authored. ## Core Features & Use Cases - Narrative Architecture: Mandatory premise and architecture sheets defining protagonist want, obstacle, jeopardy timing, and resolution mode before any drafting begins. - Calibration Framework: Genre-specific scoring bands across eight dimensions (thematic explicitness, sensory density, causal tightness, and more) targeting a moderate human band. - Rubric Review Groups A–E: Five sequential review passes detecting thematic over-determination, sensory performativity, structural streamlining, human-positive markers, and temporal complexity. - Use Case: A writer drafting a 3,000-word literary short story uses this Skill to build the architecture sheet, pass the echo test on the outline, draft under guardrails, then run groups A–E to route fixes to scene-level refactor or full structural rebuild. ## Quick Start Use the natural-fiction skill to architect and outline a 2,000-word literary short story about a father trying to keep custody of his daughter's dog for one weekend.

Frequently Asked Questions about natural-fiction

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I write fiction that doesn't sound AI-generated?▼

Build an architecture sheet first defining protagonist want, obstacle, and jeopardy timing, then draft under guardrails that limit thematic explicitness and sensory stacking. Review with rubric groups A–E, one group per pass, targeting a moderate calibration band rather than inverting every AI tell.

How to structure a short story outline before drafting?▼

Document the premise (genre, length, POV, tense), complete an architecture sheet with a concrete want and turning point, then build a scene list where every scene has conflict. Run the echo test to confirm the ending recontextualizes the opening image or line.

What are the signs of AI-generated fiction prose?▼

Common markers include explicit thesis statements in narration, sensory details in every paragraph, perfectly causal plotting, and dialogue delivering theme. The rubric groups A–E catalog these defects with quoted examples and fix priorities for each.

When should I rewrite a story instead of editing it?▼

Choose structural rebuild when Group C failures (mechanical plotting, no jeopardy, resolution via internal acceptance only) appear across most scenes. Scene-level fixes suit local defects like sensory overload or thematic commentary in isolated passages.

Does this fiction framework work for flash fiction and different genres?▼

Yes, the calibration framework includes genre shortcuts for literary flash, thriller, romance, horror, and SF. Flash fiction tolerates less architecture and single locations, while thrillers lean toward tighter causality and earlier jeopardy timing.