Agent skill · Audited from source
Thesis Style Polisher
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 14 Oct 2026 · source 81994516a430
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: 对中文毕业论文做最终润色与去 AI 味:重点处理章首导言、章末小结、贡献描述、总结与展望中的模板腔、宣传腔与 AI 口癖。
Cite
Cite this page
ModelsAtlas. “Thesis Style Polisher (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/thesis-style-polisher
Trust audit
Audit 0.4.1 · source read 14 Oct 2026
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
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | WARN | 2 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
MEDIUMInventory / provenanceinv.symlink · .claude/skills
.claude/skills
- Why
- link not followed
- Fix
- —
LOWInventory / provenanceinv.no_license
- 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-style-polisherThe 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: 对中文毕业论文做最终润色与去 AI 味:重点处理章首导言、章末小结、贡献描述、总结与展望中的模板腔、宣传腔与 AI 口癖。
--- name: thesis-style-polisher binding: staged description: "对中文毕业论文做最终润色与去 AI 味:重点处理章首导言、章末小结、贡献描述、总结与展望中的模板腔、宣传腔与 AI 口癖。" --- # Thesis Style Polisher ## Triggers & routing - **Trigger**: 论文润色, thesis style polish, 去 AI 味, 中文论文风格统一, 章首导言润色, 总结展望润色. - **Use when**: 结构、证据、数据和编译已经基本稳定,需要做最后一轮中文学位论文风格收口。 - **Skip if**: 正文结构还在大改,或关键引用 / 数字 / 图表还没稳定。 - **Network**: none. - **Guardrail**: 不用润色掩盖结构问题;不引入新事实;先去模板腔,再做措辞提升。 ## Inputs - 稳定版正文 - `中文写作要求.md` - `GPT口癖与高频用词调研.md` - 最新 review checklist ## Outputs - 更自然的中文终稿 ## Load Order Always read: - `references/overview.md` - `references/style_principles.md` - `references/examples_good.md` - `references/examples_bad.md` Machine-readable contract: - `assets/style_polish_contract.json` ## Workflow 1. 先识别结构性重复与模板句 2. 再处理章首导言、章末小结、贡献描述、总结与展望 3. 最后处理局部措辞与节奏 ## Key Rule 如果一段话的问题本质上是“没想清楚”,不要在这里强行润色。
Excerpt, first 860 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
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
- ✓SAFE B 89 / 100
first audit · source
81994516a430
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Questions about Thesis Style Polisher
What does the Thesis Style Polisher skill do?
Is Thesis Style Polisher safe to install?
What can Thesis Style Polisher access on my machine?
How current is this page?
Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 14 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Thesis Style Polisher skill do?
- Is Thesis Style Polisher safe to install?
- What can Thesis Style Polisher access on my machine?