Thesis Optimizer

What it does

When your agent uses it

• Tasks that involve Essays and academic help
• Tasks that involve Humanizing AI text
• Tasks that involve Web search

Example prompts

• “最小干预与句内微调”
• “/thesis-optimizer”

Workflow steps

4 steps, taken from the step headings in SKILL.md.

1. 1初始化 - 生成总揽文档
2. 25: AI 模式全景扫描
3. 3逐章节深度优化循环
4. 4全局评估与迭代

What it can do on your machine

Read from SKILL.md and the folder at commit 4580f7b. It shows what the files ask for, not the result of running them.

• Tool permissions

  Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

  From allowed-tools in the SKILL.md frontmatter.

• Runs code

  No scripts in the folder and no shell commands in SKILL.md.

  From the folder's file list and the shell code blocks in SKILL.md.

• Network

  No URLs in SKILL.md.

  From URLs in SKILL.md, links to its own repository left out.

• Credentials

  Names no API keys, tokens, secrets or passwords.

  From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Thesis Optimizer loads about 1.1k tokens when it runs, and up to ~15k if it reads all its reference files. Until then it costs about 178 tokens; SKILL.md has 260 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it

~178

When it runs · the whole SKILL.md, loaded when a task matches

~1.1k

With references · SKILL.md plus every file in references/, read only if the agent opens them

~15k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from Haimbeau1o/thesis-optimizer at commit 4580f7b, republished under its MIT licence (© Haimbeau1o). 260 words, ~1,083 tokens.

name

thesis-optimizer

description

学术论文智能优化系统，专为计算机深度学习方向硕士学位论文设计。 提供三维协同优化：降低 AI 写作风险特征、降查重率、学术润色提升。 采用两层文档架构（总揽+章节）与显式状态追踪，实现模块化闭环优化。 内置中文学术写作风险模式、词汇风险和句式节奏参考。严格遵循“最小干预与句内微调”原则，避免大段AI式重写，保留作者原有科研逻辑。 Intelligent thesis optimization system for computer science deep learning master's theses. Provides three-dimensional optimization: AI-writing-risk reduction, plagiarism reduction, academic polishing. Uses two-tier document architecture (master + chapter) with explicit state tracking for modular closed-loop optimization. Uses writing-risk references and minimal intra-sentence restructuring to preserve the author's logic. 关键词: thesis-optimization, ai-detection, plagiarism, polishing, academic-writing, perplexity, burstiness

第一层: 总揽文档 (thesis_master_overview.md)
  ├── 论文整体分析与解读
  ├── 章节划分与优化策略
  ├── 全局进度追踪 [██████░░░░] 60%
  └── 章节状态矩阵
      │
      ├─→ 第二层: chapter_01_abstract.md
      ├─→ 第二层: chapter_02_intro.md
      └─→ ... 其他章节任务文档

© Haimbeau1o, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 17 other files (references) in the repository root of Haimbeau1o/thesis-optimizer.

• SKILL.md
• .gitignore
• LICENSE
• README.md
• USAGE_GUIDE.md
• infographic/thesis-optimizer/thesis_optimizer_architecture_1770290993780.png
• infographic/thesis-optimizer/thesis_optimizer_features_1770290890292.png
• infographic/thesis-optimizer/thesis_optimizer_strategies_1770291034350.png
• infographic/thesis-optimizer/thesis_optimizer_workflow_1770290937152.png
• references/ai_pattern_taxonomy.md
• references/ai_vocabulary_blacklist.md
• references/evaluation_criteria.md
• references/perplexity_burstiness.md
• references/strategy_ai_reduction.md
• references/strategy_plagiarism.md
• references/strategy_polishing.md
• templates/chapter_task_template.md
• … and 1 more

Open the folder on GitHubat commit 4580f7b