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Agent skill · Audited from source

Thesis Chapter Reconstructor

skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 14 Oct 2026 · source 81994516a430

★ 514pushed 9 days ago
✓SAFEGrade B · 89/100 · 14 Oct 2026 · 8199451
514repo stars · whole WILLOSCAR/research-units-pipeline-skills

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 81994516a430 and found no filesystem, network or shell access and no hard-coded secrets. What it does: 围绕毕业论文主线重构章节:把原论文式叙事改成学位论文式叙事,重写章节目标、内容比重、前后承接与论证方式。

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Cite this page

ModelsAtlas. “Thesis Chapter Reconstructor (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/thesis-chapter-reconstructor

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high1 medium1 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityWARN2
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass, no license.

Findings (2)

LOWInventory / provenanceinv.no_license
F-13 Inventory / provenanceCWE-1104Layer L0
Why
no LICENSE file and no repo licence
Fix
add a licence

Audit 0.4.1 · source sha 81994516a430 · 14 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • PublisherWILLOSCAR GitHub userOwner of the repository this skill is read from
  • Source folderWILLOSCAR/research-units-pipeline-skills/.codex/skills/thesis-chapter-reconstructorThe exact folder we audited
  • LicenceNot declaredAs the repository states it
  • Commit pinned for this verdict81994516a430A new audit runs when the source changes
  • Repository statusNot archivedLast push 9 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: 围绕毕业论文主线重构章节:把原论文式叙事改成学位论文式叙事,重写章节目标、内容比重、前后承接与论证方式。

---
name: thesis-chapter-reconstructor
binding: staged
description: "围绕毕业论文主线重构章节:把原论文式叙事改成学位论文式叙事,重写章节目标、内容比重、前后承接与论证方式。"
---

# Thesis Chapter Reconstructor

## Triggers & routing

- **Trigger**: 章节重构, chapter reconstructor, 毕业论文主线重构, paper 变 thesis, 章节改写.
- **Use when**: 你已经知道每份材料在毕业论文中的角色,但当前章节仍然像原论文翻译、拼接或卖点展示。
- **Skip if**: 当前只是做局部句子润色,或章节角色尚未确定。
- **Network**: none.
- **Guardrail**: 不是翻译论文;不是简单删减;必须围绕毕业论文主线重写章节目标与承接关系。


这是 graduate-paper pipeline 的核心重构 skill。

## Inputs

- `codex_md/chapter_role_map.md`
- `codex_md/question_list.md`
- 各章 Markdown 草稿

## Outputs

- 重构后的章节 Markdown
- `codex_md/chapter_rewrite_rules.md`

## Load Order

Always read:

- `references/overview.md`
- `references/rewrite_rules.md`
- `references/examples_good.md`
- `references/examples_bad.md`

Machine-readable contract:

- `assets/chapter_rewrite_contract.json`

## Workflow

1. 先回答本章在毕业论文里要解决什么问题
2. 判断当前章节是否仍沿用原论文卖点叙事
3. 明确哪些内容要保留、弱化、上移、下沉
4. 重写章首导言、章节承接、小节职责
5. 把重构规则写入 `chapter_rewrite_rules.md`

## Key Rule

任何一章如果还像:

- paper 翻译
- 实验报告
- 方法宣传
- 多篇论文拼接

都说明这一步还没做完。

Excerpt, first 1,064 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 8199451

Download folder ↗
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills
git -C research-units-pipeline-skills checkout 81994516a430

The author documents no install command, so this uses the repository directly. Our verdict covers commit 81994516a430 only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 81994516a430

Questions about Thesis Chapter Reconstructor

What does the Thesis Chapter Reconstructor skill do?
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
Is Thesis Chapter Reconstructor safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Thesis Chapter Reconstructor access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (81994516a430), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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