Nanako0129/sepia

De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional prose. Based on StoryScope (arXiv:2604.03136).

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English | 繁體中文 | 简体中文 [](https://github.com/Nanako0129/sepia/actions/workflows/behavioral-eval.yml) [](https://github.com/Nanako0129/sepia/actions/workflows/version-consistency.yml) [](https://github.com/Nanako0129/sepia/releases/latest) [](LICENSE) A portable Agent Skill: any agent that speaks the standard can load it, and the Skills CLI, which supports 77+ agents, installs it with one command. Claude Code, Codex, Grok Build, Antigravity, and QwenPaw additionally get native plugin packaging. One canonical SKILL.md, no per-platform forks. Four operations: write, review (diagnose only), refactor (minimal edits), recreate (full rewrite). Every popular humanizer edits word choice and syntax. StoryScope (Russell et al., 2026: 61,608 stories, human + 5 frontier LLMs) showed that a classifier using narrative-structure features alone detects AI fiction at 93.2% macro-F1. In the same study's LAMP-edited condition, where human editors had rewritten the surface style, detection dropped only from 95.5% to 93.9%. The tells that survive are architectural: themes explained by the narrator, single-track causally-tidy plots, emotions rendered only as bodily sensation, no real-world references, no reader, linear time, endings resolved…

Nanako0129/sepia on GitHub A short preview, not the full document.

Read the full README ↗ · Preview checked 2026-10-29T16:33:32.727Z

Inside the original README — Document outline
  1. sepia
  2. Table of Contents
  3. Why another humanizer
  4. Operation entries
  5. Experimental: composing with voice skills
  6. Writing with a persona: a short how-to
  7. Sentence rhythm and Chinese calibration
  8. Install
  9. Any agent (Skills CLI, 77+ agents)
  10. Claude Code
  11. Codex
  12. Grok Build

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What this repository does

De-AI writing skill for any Agent Skills-compatible agent (77+ via the Skills CLI), with native plugins for Claude Code, Codex, Grok Build, and Antigravity. Narrative-architecture repair for fiction, venue-matched rules for professional prose. Based on StoryScope (arXiv:2604.03136).

Repository facts

Owner
Nanako0129
Primary language
Python
Stars
2,878
Forks
187
Open issues + pull requests
11
License
MIT
Archived
No
Default branch
main
Created
2026-08-28T05:56:49.000Z
Last push
2026-09-23T20:03:22.000Z

Topics and intended use

Owner-supplied topics: agent-skills, ai-writing, antigravity, claude-code, codex, developer-tools, fiction, grok, humanizer, llm, prompt-engineering, writing-tools

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