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.
Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene.
Install Global Reviewer
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/global-reviewer .claude/skills/global-reviewer && rm -rf skills-srcUse ~/.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/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .claude/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/global-reviewer .agents/skills/global-reviewer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .agents/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/global-reviewer .cursor/skills/global-reviewer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .cursor/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/WILLOSCAR/research-units-pipeline-skills.git --path .codex/skills/global-reviewer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/global-reviewer .gemini/skills/global-reviewer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .gemini/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/global-reviewer .github/skills/global-reviewer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .github/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install WILLOSCAR/research-units-pipeline-skills global-reviewer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/WILLOSCAR/research-units-pipeline-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/global-reviewer .opencode/skills/global-reviewer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "global-reviewer" agent skill from https://github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.codex/skills/global-reviewer into .opencode/skills/global-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "global-reviewer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
global-reviewer- GitHub stars
- 513
- Token cost
- ~2.5k tokens
- SKILL.md length
- 1,114 words
- Files
- 2 (incl. scripts)
- Skills in repo
- 107
- Repo updated
- First seen
- Licence
- None found
At a glance
Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene.
- Tasks that involve Citation management
- SKILL.md covers Triggers & routing, Role cards (use explicitly), Role prompt: Consistency… and Inputs, plus 10 more sections
- Runs Python scripts from its folder; calls uv
What it does
Global Reviewer is an agent skill from WILLOSCAR/research-units-pipeline-skills. Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene.
Its SKILL.md is about 2.5k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/run.py`).
It sits in Research & Science, covering Citation management. The repository describes itself as: Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing…
When your agent uses it
- Tasks that involve Citation management
Example prompts
- “/global-reviewer”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit c92912a. 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), which the agent can run.
Shell commands in SKILL.md call:
uv
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use uv, which can reach the network depending on how they are called.
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
Global Reviewer loads about 2.5k tokens when it runs. Until then it costs about 32 tokens; SKILL.md has 1,114 words of instructions outside code blocks.
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 1,114 words (~2,465 tokens).
“Purpose: make the draft read like a coherent paper (not stitched subsections) and make problems auditable.”
- name
- global-reviewer
Files
SKILL.md and 1 other file (scripts) in .codex/skills/global-reviewer of WILLOSCAR/research-units-pipeline-skills.
- SKILL.md
- scripts/run.py
Open the folder on GitHubat commit c92912a
Compare with similar skills
Global Reviewer 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Global Reviewer this skillWILLOSCAR/research-units-pipeline-skills | 513 | — | ~2.5k | Automated safety check: Pass | None | |
| Academic Paper Writing PipelineImbad0202/academic-research-skills | 51k | — | ~16k | Automated safety check: Pass | Custom licence | |
| Academic Integrity Rewritelin1111-1/academic-integrity-rewrite | 102 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Ref Downloaderltczding-gif/ref-downloader | 139 | — | ~5.9k | Automated safety check: Pass | MIT | |
| Obsidian Paper VaultAperivue/medsci-skills | 333 | — | ~1.6k | Automated safety check: Pass | MIT | |
| Research Vault Literature Retrievalcheneternity/Research-Vault-Literature-Retrieval | 292 | — | ~2.3k | Automated safety check: Pass | None |
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Academic Integrity Rewrite
lin1111-1/academic-integrity-rewrite
Revise Chinese or English academic writing for lower unnecessary textual overlap while preserving meaning, evidence, numbers, equations, terminology, and citations.
Ref Downloader
ltczding-gif/ref-downloader
A skill your agent uses when the user asks to batch-download academic PDFs with ref-downloader — either ALL references of one paper (Mode A: DOI or PDF input), OR a custom batch of papers (Mode B…
Obsidian Paper Vault
Aperivue/medsci-skills
A skill your agent uses when turning a folder of research PDFs into Obsidian notes, even if Obsidian is not named.
Research Vault Literature Retrieval
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ResearchVault 文献知识问题的默认检索技能。先从当前 Vault 的 Analytical Notes 定位相关论文，再按需要定向进入对应 Fulltext，必要时回到 Zotero PDF 验证。若用户明确要求基于当前项目文件检索，优先执行严格的项目文件检索后再回答。纯 Skill、代码、Git、文件整理和转换工具调试任务不自动触发文献检索。
Paper Reading Zh
MrGeDiao/paper-reading-zh
中文论文深读、总结/TL;DR、工程拆解、按论文实现/复现、比较与证据审计。用户给出论文 PDF、链接、标题、摘要、正文或图表，或明确要读论文时使用。只有论文锚点且无附言时澄清阅读目标；只有阅读意图时问哪篇。已有论文时，“看看这篇”直接深读。不用于仅翻译、解释单个术语、生成 BibTeX、找或下载论文。
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Artifact Contract Auditor
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Chapter Lead Writer
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Write H2 chapter lead blocks (sections/S<secidlead.md) that preview the chapter's comparison lens and connect its H3 subsections, without adding new facts.
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Build a retrieval-informed chapter skeleton (outline/chapterskeleton.yml) from taxonomy/core scope before stable H3 decomposition.
Dedupe Rank
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Related
Categories
Questions about Global Reviewer
What does Global Reviewer do?
Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene. Global Reviewer is an agent skill from WILLOSCAR/research-units-pipeline-skills. Global consistency review for survey drafts: terminology, cross-section coherence, and scope/citation hygiene.
When should I use Global Reviewer?
Global Reviewer fits situations like: tasks that involve Citation management.
How do I install Global Reviewer in Claude Code?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a claude-code`. Or copy the skill folder (.codex/skills/global-reviewer in WILLOSCAR/research-units-pipeline-skills) into .claude/skills/global-reviewer in your project. Claude Code loads it when a task matches its description.
How do I install Global Reviewer in Codex?
Run `npx skills add WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a codex`. Or copy the skill folder (.codex/skills/global-reviewer in WILLOSCAR/research-units-pipeline-skills) into .agents/skills/global-reviewer in your project. Codex loads it when a task matches its description.
Can I use Global Reviewer 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 WILLOSCAR/research-units-pipeline-skills --skill global-reviewer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/global-reviewer, .gemini/skills/global-reviewer, .github/skills/global-reviewer and .opencode/skills/global-reviewer in your project.
What does Global Reviewer need to run?
Going by SKILL.md and its folder, Global Reviewer needs Python for the scripts in its folder and the command-line tools its instructions call (uv). Our summary lists: Python 3.
Does Global Reviewer access the network?
SKILL.md contains no URLs. Its commands use uv, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Global Reviewer 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 Global Reviewer use?
No licence was found for Global Reviewer or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Global Reviewer use?
About 2.5k tokens (SKILL.md is roughly 9.9k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Global Reviewer?
Skills that share tags, products or a category with Global Reviewer: Academic Paper Writing Pipeline (Imbad0202/academic-research-skills, 51k stars), Academic Integrity Rewrite (lin1111-1/academic-integrity-rewrite, 102 stars), Ref Downloader (ltczding-gif/ref-downloader, 139 stars) and Obsidian Paper Vault (Aperivue/medsci-skills, 333 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Global Reviewer?
WILLOSCAR (a GitHub user) maintains it in WILLOSCAR/research-units-pipeline-skills, which has 513 GitHub stars. The repository holds 107 skills in this directory. The repository was last updated on October 5, 2026.
Source: WILLOSCAR/research-units-pipeline-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.