Agent skill

Academic Paper Writer

by joshua-zyy in 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.

MITAuto-check passedResearch & Science

Install Academic Paper Writer

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

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

GitHub CLI
$ gh skill install joshua-zyy/academic-paper-writer academic-paper-writer --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-paper-writer .claude/skills/academic-paper-writer && 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-paper-writer
GitHub stars
115
Token cost
~1k tokens
SKILL.md length
399 words
Files
37 (incl. references)
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

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.

  • Works in 6 steps: Read manifest.yaml. It declares… → Read every file listed under… → Apply the loaded material as constraints → …
  • Revising CS/AI/ML papers from research notes
  • SKILL.md covers Router Protocol, Modes, Sub-Skill Dispatch and Push Modes, plus 3 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Academic Paper Writer is an agent skill from joshua-zyy/academic-paper-writer. Use when writing or revising CS/AI/ML papers from research notes, code repositories, local literature libraries, target venue requirements, or section-level drafting requests. Triggers include 写论文, 初稿, paper draft, write introduction, write method, full paper outline, section-by-section drafting, 证据闭环, 论文起草, 从零写论文, 逐节写作.

Its SKILL.md is about 1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 39 other files, including reference files (for example `agents/probe-agent.md`, `manifest.yaml` and `references/content-density.md`).

It sits in Research & Science, covering Scientific writing. 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

  • Revising CS/AI/ML papers from research notes
  • Code repositories
  • Local literature libraries
  • Target venue requirements

Example prompts

  • “/academic-paper-writer”

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 mode, paper_type, section, and language using manifest axes.
  5. Echo the detected 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

    No scripts in the folder and no shell commands in SKILL.md.

    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 Paper Writer loads about 1k tokens when it runs, and up to ~53k if it reads all its reference files. Until then it costs about 86 tokens; SKILL.md has 399 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~86
When it runs · the whole SKILL.md, loaded when a task matches
~1k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~53k

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); files beside SKILL.md are not scanned.

SKILL.md

The full file from joshua-zyy/academic-paper-writer at commit 6fceefd, republished under its MIT licence (© joshua-zyy). 399 words, ~1,035 tokens.

Download SKILL.mdSave it as .claude/skills/academic-paper-writer/SKILL.md (or your agent's skills folder). This skill also uses 36 other files; get the full folder from GitHub.
name
academic-paper-writer
description
Use when writing or revising CS/AI/ML papers from research notes, code repositories, local literature libraries, target venue requirements, or section-level drafting requests. Triggers include 写论文, 初稿, paper draft, write introduction, write method, full paper outline, section-by-section drafting, 证据闭环, 论文起草, 从零写论文, 逐节写作.

Academic Paper Writer (Core Orchestrator)

证据闭环型、分节推进的论文编排代理。协调六个子技能:Step 0→1→2→3→4→5→6→7→8→9→10→11→12。

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 core rules, sub-skill boundary, and scope.
    • red-lines.md defines absolute prohibitions. Do not negotiate these.
    • output-contract.md defines file outputs, deliverables, and completion criteria.
    • anti-patterns.md defines known failure modes and their correct alternatives.
    • workflow.md defines the Step 0-12 sequence summary.
    • ../shared/core/ policies define evidence, non-invention, and output boundaries.
  4. Detect mode, paper_type, section, and language using manifest axes.
  5. Echo the detected mode to the user before executing.
  6. Reach for references/ only when the manifest's references.on_demand condition is satisfied.

Modes

ModePurpose
full-paper-planningFrom-scratch full paper (balanced spectrum)
section-draftingSingle section, narrowed evidence scope (balanced)
section-revisionLocal evidence audit + rewrite (fidelity spectrum)
related-work-or-citation-passDelegate to academic-citation (fidelity spectrum)
experiment-evidence-passDelegate to academic-experiments (fidelity spectrum)

Sub-Skill Dispatch

TaskSub-SkillStep
Venue researchacademic-venue-researchStep 4
Evidence auditProbe agentStep 5
Citation searchacademic-citationStep 6
Experiment auditacademic-experimentsStep 7
Figure generationacademic-figureStep 9.4
Prose polishingacademic-polishingStep 9.6 (internal)
Draft reviewacademic-reviserStep 9.5 / 9.8

Push Modes

ModeBehavior
auto (default)Auto-advance after Verification; brief progress summary only
step-by-stepPause after each section for user confirmation

Switch anytime via user request.

Show full SKILL.md (173 more words)Show less

Hard Gates (A-E)

GateTriggerConditionFailure
E: VenueStep 1→5若用户提供本地 PDF 文献库,Step 2 已验证 MD 目录;venue-brief.md existsBlocked
A: EvidenceStep 5→9>= 1 usable evidenceDegradation or blocked
B: Section Citation ReadinessStep 6→9Current section has VERIFIED citations, Citation-to-Claim Map, or explicit [REF_NEEDED] debt for key claimsSection-dependent: Intro/RW blocked, Method/Results may proceed with tracked debt
C: VerificationStep 9.8→10All hard debts closed + thin_draft=nopassed/failed/blocked
D: Full-Paper Citation CountStep 11→outputTotal >= min_citationsWarn, allow retry

9.1 Pre-Draft Probe Rules

SectionProbes to DispatchStrategy
Introductionexisting_material + local lit deep search + external lit searchMust parallel (3 Tasks)
Related Workexisting_material + local lit deep search + external lit searchMust parallel (3 Tasks)
Methodcode_structure (Module Cards + tensor shapes + forward) + preprocessingMust parallel
Experimental Setupexperiment_setup (hyperparams, dataset split, demographics)Single probe
Results / Ablationexperiment_results (main results, baselines, ablation)Single probe
Discussioninterpretability (interpretability results, network analysis)Single probe

Default Section Queue

Abstract is post-posed, not in initial queue. Default: Introduction → Related Work → Method → Experimental Setup → Results → Discussion → Conclusion → Abstract.

© 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 36 other files (references) in skills/academic-paper-writer of joshua-zyy/academic-paper-writer.

  • SKILL.md
  • agents/probe-agent.md
  • manifest.yaml
  • references/content-density.md
  • references/data-access-levels.md
  • references/evidence-classification.md
  • references/examples/example-usage.md
  • references/exemplar-abstract.md
  • references/exemplar-experiments.md
  • references/exemplar-introduction.md
  • references/exemplar-method.md
  • references/exemplar-related-work.md
  • references/figure-generation-guide.md
  • references/general-writing-guide.md
  • references/iteration-control.md
  • references/mode-spectrum.md
  • references/orchestration-workflow.md
  • references/paper-structure.md
  • … and 19 more

Open the folder on GitHubat commit 6fceefd

Compare with similar skills

Academic Paper Writer 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 Paper Writer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Academic Paper Writer this skilljoshua-zyy/academic-paper-writer115—~1kAutomated safety check: PassMIT
Nature-Style Scientific FiguresYuan1z0825/nature-skills47k—~3.1kAutomated safety check: PassApache-2.0
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 Composerlishix520/academic-paper-skills1.4k2 repos~6.3kAutomated safety check: PassMIT
Academic Paper Writing PipelineImbad0202/academic-research-skills51k—~16kAutomated safety check: PassCustom licence

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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
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  • 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
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  • 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
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  • Academic Reviser

    joshua-zyy/academic-paper-writer

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

    115 GitHub stars~827 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
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Questions about Academic Paper Writer

What does Academic Paper Writer do?

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. Academic Paper Writer is an agent skill from joshua-zyy/academic-paper-writer. Use when writing or revising CS/AI/ML papers from research notes, code repositories, local literature libraries, target venue requirements, or section-level drafting requests.

When should I use Academic Paper Writer?

Academic Paper Writer fits situations like: revising CS/AI/ML papers from research notes; code repositories; local literature libraries; target venue requirements.

How do I install Academic Paper Writer in Claude Code?

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

How do I install Academic Paper Writer in Codex?

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

Can I use Academic Paper Writer 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-paper-writer -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-paper-writer, .gemini/skills/academic-paper-writer, .github/skills/academic-paper-writer and .opencode/skills/academic-paper-writer in your project.

What does Academic Paper Writer need to run?

SKILL.md names no scripts, command-line tools or credentials: Academic Paper Writer is instructions for the agent only.

Does Academic Paper Writer 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 Paper Writer 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. Review the folder before installing.

What licence does Academic Paper Writer use?

Academic Paper Writer 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 Paper Writer use?

About 1k tokens (SKILL.md is roughly 4.1k 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 52k tokens, read only when the agent opens those files.

What are the alternatives to Academic Paper Writer?

Skills that share tags, products or a category with Academic Paper Writer: Nature-Style Scientific Figures (Yuan1z0825/nature-skills, 47k stars), Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars) and Academic Paper Composer (lishix520/academic-paper-skills, 1.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Academic Paper Writer?

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.