Agent skill

Academic Reviser

by joshua-zyy in joshua-zyy/academic-paper-writer

Self-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer.

MITAuto-check passedResearch & Science

Install Academic Reviser

skills CLI
$ npx skills add joshua-zyy/academic-paper-writer --skill academic-reviser -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install joshua-zyy/academic-paper-writer academic-reviser --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/joshua-zyy/academic-paper-writer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/academic-reviser .claude/skills/academic-reviser && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
academic-reviser
GitHub stars
115
Token cost
~827 tokens
SKILL.md length
279 words
Files
15 (incl. scripts, references)
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

Self-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer.

  • Works in 6 steps: Read manifest.yaml. It declares… → Read every file listed under… → Apply the loaded material as constraints → …
  • : reviewing a paper draft before submission
  • SKILL.md covers Router Protocol, Modes, Agent Dispatch and Independent Use
  • Runs Python scripts from its folder

What it does

Academic Reviser is an agent skill from joshua-zyy/academic-paper-writer. 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…

Its SKILL.md is about 830 tokens, which your agent loads only when the skill is triggered. The skill folder holds 21 other files, including scripts and reference files (for example `agents/reviser_agent.md`, `manifest.yaml` and `references/common-pitfalls.md`).

It sits in Research & Science, covering Scientific writing and Citation management. The repository describes itself as: 面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。 The licence is MIT.

When your agent uses it

  • : reviewing a paper draft before submission
  • Checking evidence compliance of claims
  • Simulating peer reviewer feedback
  • Verifying citation closure and evidence debts

Example prompts

  • “/academic-reviser”

Requirements

  • Python 3

Workflow steps

6 steps, taken from the first numbered list in SKILL.md.

  1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
  2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
  3. Apply the loaded material as constraints
  4. Detect the mode using the manifest's mode axis. When input materials are incomplete, declare a Bounded Assessment before proceeding.
  5. Echo the selected mode to the user before executing.
  6. Reach for references/ only when the manifest's references.on_demand condition is satisfied.

What it can do on your machine

Read from SKILL.md and the folder at commit 6fceefd. 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

    Ships 1 file in scripts/ (Python, from the files we listed), which the agent can run.

    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

Academic Reviser loads about 827 tokens when it runs, and up to ~6.2k if it reads all its reference files. Until then it costs about 141 tokens; SKILL.md has 279 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~141
When it runs · the whole SKILL.md, loaded when a task matches
~827
With references · SKILL.md plus every file in references/, read only if the agent opens them
~6.2k

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

Auto-check passed

The automated check found no risky patterns in SKILL.md.

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); the scripts in this folder are not scanned.

SKILL.md

The full file from joshua-zyy/academic-paper-writer at commit 6fceefd, republished under its MIT licence (© joshua-zyy). 279 words, ~827 tokens.

Download SKILL.mdSave it as .claude/skills/academic-reviser/SKILL.md (or your agent's skills folder). This skill also uses 14 other files; get the full folder from GitHub.
name
academic-reviser
description
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.

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

  1. Read manifest.yaml. It declares always_load files, axes, and references.on_demand.
  2. Read every file listed under always_load. These are the skill's binding rules — not reference material.
  3. 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.
  4. Detect the mode using the manifest's mode axis. When input materials are incomplete, declare a Bounded Assessment before proceeding.
  5. Echo the selected mode to the user before executing.
  6. 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

ModeUse when
full-section-reviewComplete 3-round review + Verification for a single section
cross-section-reviewCross-section consistency check
verification-onlyVerdict only, no re-review
targeted-reviewSpecific issue (e.g. citation closure only)
targeted-evidence-modeEvidence compliance only (orchestrator Step 9.5)
mock-reviewer-packageOptional 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

InputModePriorityBehavior
Section draftfull-section-review2 (path trigger)Full 3-round review
Multiple sectionscross-section-review2 (path trigger)Consistency only
"只用 verdict"verification-only1 (explicit)Verdict only
Specific issuetargeted-review1 (explicit)Targeted check
Evidence focustargeted-evidence-mode1 (explicit)Evidence compliance
"审稿包" / pre-submissionmock-reviewer-package1 (explicit)Optional reviewer package
ScenarioRecommended
Just reviewing a draftThis skill (standalone)
During paper draftingacademic-paper-writer orchestrator
After polishing passacademic-polishing → this skill

© joshua-zyy, 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 14 other files (scripts, references) in skills/academic-reviser of joshua-zyy/academic-paper-writer.

  • SKILL.md
  • agents/reviser_agent.md
  • manifest.yaml
  • references/common-pitfalls.md
  • references/examples/reviser-output-examples.md
  • references/reviewer-package.md
  • references/revision-checklist.md
  • references/templates/section-critique.md
  • references/verification-checklists.md
  • references/verification-status.md
  • scripts/placeholder_audit.py
  • static/core/anti-patterns.md
  • static/core/output-contract.md
  • static/core/red-lines.md
  • … and 1 more

Open the folder on GitHubat commit 6fceefd

Compare with similar skills

Academic Reviser next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Academic Reviser compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Academic Reviser this skilljoshua-zyy/academic-paper-writer115—~827Automated safety check: PassMIT
Citation Verification GuideGalaxy-Dawn/claude-scholar5.7k2 repos~1.9kAutomated safety check: PassMIT
Citation ManagementK-Dense-AI/claude-scientific-writer2.4k2 repos~3.9kAutomated safety check: NotesMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence
Academic HumanizerAIScientists-Dev/academic-humanizer1.9k1 repos~4.2kAutomated safety check: PassMIT
Academic Research Suite for CodexImbad0202/academic-research-skills-codex12k—~12kAutomated safety check: PassCustom licence

Similar skills

  • Citation Verification Guide

    Galaxy-Dawn/claude-scholar

    Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.

    5.7k GitHub starsUsed in 2 repos~1.9k tokens
    Research & ScienceAuto-check passed
  • Citation Management

    K-Dense-AI/claude-scientific-writer

    Finds papers in OpenAlex, PubMed and Google Scholar, turns DOIs, PMIDs and arXiv IDs into clean BibTeX, and validates citations for a manuscript or thesis.

    2.4k GitHub starsUsed in 2 repos~3.9k tokens
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  • Academic Paper Writing Pipeline

    Imbad0202/academic-research-skills

    Runs a 12-agent pipeline that plans, drafts, cites, reviews and formats academic papers, with modes for revision, rebuttals, abstracts and citation checks.

    51k GitHub stars~16k tokensUpdated yesterday
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  • Academic Humanizer

    AIScientists-Dev/academic-humanizer

    Improve the clarity and voice of AI-assisted academic writing (papers, theses, rebuttals) and funding proposals (NSF Project Summary/Description, NIH Specific Aims): preserve scholarly conventions…

    1.9k GitHub starsUsed in 1 repo~4.2k tokens
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  • Academic Research Suite for Codex

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  • Autonomous Research

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More from joshua-zyy/academic-paper-writer

All 8 skills in this repo
  • Academic Citation

    joshua-zyy/academic-paper-writer

    Search, verify, and map citations for CS/AI/ML papers. An agent skill from joshua-zyy/academic-paper-writer.

    115 GitHub stars~1.1k tokensUpdated 6 days ago
    Auto-check passed
  • Academic Experiments

    joshua-zyy/academic-paper-writer

    Audit, run, or verify experimental evidence for CS/AI/ML papers.

    115 GitHub stars~754 tokensUpdated 6 days ago
    Auto-check passed
  • Academic Figure

    joshua-zyy/academic-paper-writer

    Create, revise, or audit academic data/result figures for CS/AI/ML papers.

    115 GitHub stars~816 tokensUpdated 6 days ago
    Auto-check passed
  • Academic Paper Writer

    joshua-zyy/academic-paper-writer

    A skill your agent uses when writing or revising CS/AI/ML papers from research notes, code repositories, local literature libraries, target venue requirements, or section-level drafting requests.

    115 GitHub stars~1k tokensUpdated 6 days ago
    Auto-check passed
  • Academic Polishing

    joshua-zyy/academic-paper-writer

    Polish academic prose, de-AI-ify text, control claim strength, or rewrite method sections for CS/AI/ML papers.

    115 GitHub stars~780 tokensUpdated 6 days ago
    Auto-check passed
  • Academic Venue Research

    joshua-zyy/academic-paper-writer

    Research target venue requirements and writing style for CS/AI/ML papers.

    115 GitHub stars~626 tokensUpdated 6 days ago
    Auto-check passed

Questions about Academic Reviser

What does Academic Reviser do?

Self-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer. Academic Reviser is an agent skill from joshua-zyy/academic-paper-writer. Self-review, audit, or verify CS/AI/ML paper drafts as a critical peer reviewer.

When should I use Academic Reviser?

Academic Reviser fits situations like: : reviewing a paper draft before submission; checking evidence compliance of claims; simulating peer reviewer feedback; verifying citation closure and evidence debts.

How do I install Academic Reviser in Claude Code?

Run `npx skills add joshua-zyy/academic-paper-writer --skill academic-reviser -a claude-code`. Or copy the skill folder (skills/academic-reviser in joshua-zyy/academic-paper-writer) into .claude/skills/academic-reviser in your project. Claude Code loads it when a task matches its description.

How do I install Academic Reviser in Codex?

Run `npx skills add joshua-zyy/academic-paper-writer --skill academic-reviser -a codex`. Or copy the skill folder (skills/academic-reviser in joshua-zyy/academic-paper-writer) into .agents/skills/academic-reviser in your project. Codex loads it when a task matches its description.

Can I use Academic Reviser in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add joshua-zyy/academic-paper-writer --skill academic-reviser -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/academic-reviser, .gemini/skills/academic-reviser, .github/skills/academic-reviser and .opencode/skills/academic-reviser in your project.

What does Academic Reviser need to run?

Going by SKILL.md and its folder, Academic Reviser needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Academic Reviser access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Academic Reviser safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Academic Reviser use?

Academic Reviser is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Academic Reviser use?

About 827 tokens (SKILL.md is roughly 3.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.3k tokens, read only when the agent opens those files.

What are the alternatives to Academic Reviser?

Skills that share tags, products or a category with Academic Reviser: Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars), Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars) and Academic Humanizer (AIScientists-Dev/academic-humanizer, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Academic Reviser?

joshua-zyy (a GitHub user) maintains it in joshua-zyy/academic-paper-writer, which has 115 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on October 5, 2026.

Source: joshua-zyy/academic-paper-writer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.