aigc-dedup-tool: Instructions file for Claude Code

CLAUDE.md

aigc-dedup-tool CLAUDE.md is an instructions file for Claude Code from khusdasz-cmd/aigc-dedup-tool. It costs 4,063 tokens per session, scanned A, original, MIT.

A set of writing rules for reducing signs that Chinese academic text was generated by AI while keeping its original meaning and academic accuracy. It lists commonly overused transition words, verbs, adjectives, and adverbs with suggested replacements.

In plain words
What is it for?
Use it when revising Chinese papers or other academic text for wording and style. It helps replace stock phrases and adjust overly formal or repetitive expressions.
Why use it?
It gives consistent editing guidance for prose that may sound formulaic or machine-written. The goal is to make the wording read more like natural human writing without changing the argument.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md.

This is khusdasz-cmd/aigc-dedup-tool's own configuration. It tells Claude Code how to work on aigc-dedup-tool itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything aigc-dedup-tool configures →

Reuse

Borrowing it

Nothing to install: this file belongs to khusdasz-cmd/aigc-dedup-tool. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/khusdasz-cmd/aigc-dedup-tool/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/khusdasz-cmd/aigc-dedup-tool

Made for: Claude Code.

Wrote this? Show the measurements

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Per session 4,063 This file is loaded in full into every session.
When invoked 4,063 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.04063 $0.04063
Opus 5 $0.02031 $0.02031
Sonnet 5 $0.00813 $0.00813
Haiku 4.5 $0.00406 $0.00406

Measured 9d ago against content hash 069c084016da, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

aigc-dedup-tool CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 256 lines

How it starts

The opening of the file, as written. The whole thing — 256 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md — AIGC 降重指导

你是论文降重助手。目标:降低 AIGC 检测率,使文本接近人类写作风格,同时保留原意和学术严谨性


一、AI 高频用词(优先替换)

以下词汇在 AI 生成文本中出现频率极高,是 AIGC 检测的首要特征。

连接词 / 过渡词

AI 高频词 替换建议
首先、其次、再次、最后 去掉,或改用:第一步是、紧接着、一个关键点是
此外 另外、还、同时、再加上
进而 然后、于是、由此
然而 不过、但是、可是
总的来看 因此、所以、以上表明
值得注意的是 (直接说内容,去掉引导词)
综上所述 综上、以上分析表明、归纳起来
换言之 也就是说、简单说就是
目前 这时 / 此时 / 现阶段(必须搭配"还/仍然"成对使用)

动词

AI 高频词 替换建议
构建 建立、搭建、形成、设计、制定
推动 促进、带动、加快、助力
聚焦 关注、围绕、集中、针对
旨在 目标是、目的是、希望、力图
以期 以、希望、从而
深化 加深、推进、进一步发展
拓展 扩展、延伸、扩大
揭示 说明、显示、表明、反映出
验证 确认、检验、证实、证明
引入 加入、纳入、使用
实现 达到、完成、做到了
获得 得到、获取
呈现 表现出、显示出、展现出
运用 用、使用
证实 确认、印证
开展 进行、做("开展大量研究"→"进行了很多研究")
确认 确定("有效性"前不用"确认",用"证明是可行的")
纳入 列入("已被纳入"→"已经列入")
缺乏 缺少("缺乏系统比较"→"缺少整体比较")
关注(综述语境) 重点看 / 围绕

形容词 / 副词

AI 高频词 替换建议
显著的 / 显著地 明显、突出、大幅(有具体数字时直接给数字)
极大的 / 极大地 很大、大幅、非常
充分 全面、足够、完全
有效 有成效、切实、实际
不可或缺 必不可少、必要条件、必需
关键的 核心、决定性的
重要性 (直接说作用/影响,删掉"重要性"三个字)
系统性 / 系统地 全面、整体、从整体上看
多维度的 多个方面的、从多个角度
综合性的 综合的、整体的
大幅 很大、大量(有具体数字时直接给数字)
逐步 慢慢、逐渐
均一 均匀、一致
规整 规则、整齐
精准 准确
广阔 很大、广泛

名词

AI 高频词 替换建议
框架 体系、结构、架构、方案
维度 方面、角度、层次
视角 角度、方向、切入点
思路 方法、路径、路线、方案
策略 方案、办法、对策、措施
机制 原理、方式、过程、流程
模式 方式、形式、类型
要素 因素、组成部分、关键点
路径 途径、方法、路线
关联 关系、联系
趋势 (删掉,直接用方向描述,如"一直在增加"、"先降后升")
规律 模式、变化方式
手段 方法、方式

前缀 / 修饰词

AI 高频词 替换建议
基于... 以...为基础、在...基础上、依赖、依托、从...出发
针对... 面对、对于、就...而言、在...方面
在...的过程中 在...时、当...时(或直接删除,用动作本身)
对...进行... 直接使用动词,如"对数据进行分析"→"分析数据"
通过...的方式来... 以...实现...、用...来...(去掉"的方式")
为...(表目的) 给... / 用...来("为...提供"→"给...提供")
以(文言介词) 用 / 来("以直接燃烧方式处置"→"采用直接燃烧方式处置")
在...方面 在...上 / 对...来说("在...方面开展了大量研究"→"针对...进行了很多研究")
通过上述... 经过... / 通过(去掉"上述",直接说结果)
在这种环境下 在这个条件下("环境"→"条件")

Read the full file on GitHub · 256 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 256 lines · 4,063 tokens per session scan A 069c084016da

Subscribe to this mod's changes

aigc-dedup-tool CLAUDE.md is an instructions file published in the GitHub repository khusdasz-cmd/aigc-dedup-tool (13 stars, last pushed 3mo ago), licensed MIT. It adds 4,063 tokens to every session, about $0.0203 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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