Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add joshua-zyy/academic-paper-writer --skill academic-polishinggit clone --depth 1 https://github.com/joshua-zyy/academic-paper-writerWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-polishing)<a href="https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-polishing"><img src="https://agentmods.dev/badge/skills/joshua-zyy/academic-paper-writer/academic-polishing/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/joshua-zyy/academic-paper-writer/academic-polishing"><img src="https://agentmods.dev/badge/skills/joshua-zyy/academic-paper-writer/academic-polishing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00151 | $0.00827 |
| Opus 5 | $0.00076 | $0.00413 |
| Sonnet 5 | $0.00030 | $0.00165 |
| Haiku 4.5 | $0.00015 | $0.00083 |
Grade A, and why
academic-polishing 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 12d 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.
How it starts
The opening of the file, as written. The whole thing — 53 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Academic Polishing
将此 skill 视为"学术文体打磨代理"——不是简单润色，而是执行 prose 质量闸门、去AI化改写、claim 强度控制和 Method 专项叙事强化。
Router Protocol
- Read
manifest.yaml. It declaresalways_loadfiles,axes, andreferences.on_demand. - Read every file listed under
always_load. These are the skill's binding rules — not reference material. - Apply the loaded material as constraints:
stance.mddefines non-negotiable rules, AI Traffic Light, claim strength, evidence-aware boundary, and scope.red-lines.mddefines absolute prohibitions. Do not negotiate these.output-contract.mddefines deliverables and completion criteria per mode.anti-patterns.mddefines known failure modes and their correct alternatives.
- Detect the mode using the manifest's
modeaxis. If ambiguous, ask one concise question. - Echo the selected mode to the user before executing.
- Reach for
references/only when the manifest'sreferences.on_demandcondition is satisfied.
Structural debt is not language debt. If section_contract_debt = open, only apply local safe edits and return the diagnosis.
Modes
| Mode | Use when |
|---|---|
prose-quality-gate |
General prose quality check + rewrite |
method-prose-rewrite |
Method section narrative: 问题→设计→机制→收益/边界 |
de-ai-pass |
Remove AI writing patterns only |
claim-strength-audit |
Audit and adjust claim strength |
Execution
Called internally by academic-paper-writer orchestrator at Step 9.6. The main agent reads this file and references/ to execute polishing in-process (no subagent dispatch). Polishing must not modify project source code, configuration, or data files. Max 2 rewrite rounds.
Independent Use
| Input | Mode | Priority | Behavior |
|---|---|---|---|
| "润色一下", "改改语言" | prose-quality-gate | 2 (fuzzy) | Quality gate + rewrite, max 2 rounds |
| "去掉 AI 味", "不像人类写的" | de-ai-pass | 2 (fuzzy) | AI pattern removal only |
| "claim 太强了", "降级结论" | claim-strength-audit | 2 (fuzzy) | All claims audited, zero-tolerance check |
| "改写 Method", "Method 写得太潦草" | method-prose-rewrite | 2 (fuzzy) | Method narrative: problem→design→mechanism→benefit/boundary |
| Explicit mode name | as specified | 1 (explicit) | Skip inference, use specified mode |
What ships with it
10 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- manifest.yaml 1.4 KB
- references/claim-strength.md 4.8 KB
- references/de-ai-patterns.md 4.9 KB
- references/method-narrative.md 2.7 KB
- references/phrasebank-playbook.md 10.0 KB
- references/section-moves.md 14 KB
- static/core/anti-patterns.md 578 B
- static/core/output-contract.md 841 B
- static/core/red-lines.md 671 B
- static/core/stance.md 4.3 KB
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.
- 12d ago First seen · 53 lines · 151 tokens per session scan A 7729c6955861
academic-polishing is a skill published in the GitHub repository joshua-zyy/academic-paper-writer (110 stars, last pushed 2mo ago), licensed MIT. It adds 151 tokens to every session and 827 once invoked, about $0.0008 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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