Academic reviser

Skill joshua-zyy/academic-paper-writer/skills/academic-reviser

面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。

Install

npx -y skills add joshua-zyy/academic-paper-writer --skill academic-reviser

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

What its author says it does

Copied from the file, not written here

Self-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer. Three-round review (evidence→argument→style) with Verification Status and debt tracking. Use when: reviewing a paper draft before submission, checking evidence compliance of claims, simulating peer reviewer feedback, verifying citation closure and evidence debts, performing cross-section consistency checks. Triggers on: self review, 自查, verification, 审稿, evidence compliance, peer review, 论文审查, draft audit, 验证论文, 检查引用, cross-section review, 审修, draft verification.

SKILL.md

3.4 KB, as published. Nobody here has run it

Academic Reviser

将此 skill 视为"挑剔审稿人代理"——像 peer reviewer 一样审查草稿，按证据→论证→风格三轮顺序执行。

Router Protocol

Read manifest.yaml. It declares always_load files, axes, and references.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.md defines non-negotiable rules, bounded assessment, termination conditions, and scope.
- red-lines.md defines absolute prohibitions. Do not negotiate these.
- output-contract.md defines deliverables, debt types, and Verification Status format.
- anti-patterns.md defines known failure modes, correct alternatives, and self-deception signals.
Detect the mode using the manifest's mode axis. When input materials are incomplete, declare a Bounded Assessment before proceeding.
Echo the selected mode to the user before executing.
Reach for references/ only when the manifest's references.on_demand condition is satisfied.

Debt types tracked: prose_debt, section_contract_debt, citation_debt, evidence_debt, figure_debt, protocol_debt, result_debt, rationale_debt. Schema: skills/shared/schemas/verification-report.md.

Modes

Mode	Use when
`full-section-review`	Complete 3-round review + Verification for a single section
`cross-section-review`	Cross-section consistency check
`verification-only`	Verdict only, no re-review
`targeted-review`	Specific issue (e.g. citation closure only)
`targeted-evidence-mode`	Evidence compliance only (orchestrator Step 9.5)
`mock-reviewer-package`	Optional pre-submission 3-reviewer package

Agent Dispatch

agents/reviser_agent.md dispatched by orchestrator at Step 9.5 or Step 9.8. Subagent returns structured review content; must not modify project files or invent reviewer identities, experiments, citations, or unprovided evidence.

Independent Use

Input	Mode	Priority	Behavior
Section draft	full-section-review	2 (path trigger)	Full 3-round review
Multiple sections	cross-section-review	2 (path trigger)	Consistency only
"只用 verdict"	verification-only	1 (explicit)	Verdict only
Specific issue	targeted-review	1 (explicit)	Targeted check
Evidence focus	targeted-evidence-mode	1 (explicit)	Evidence compliance
"审稿包" / pre-submission	mock-reviewer-package	1 (explicit)	Optional reviewer package

Scenario	Recommended
Just reviewing a draft	This skill (standalone)
During paper drafting	academic-paper-writer orchestrator
After polishing pass	academic-polishing → this skill