Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
External review via OpenAI Codex CLI agents. An agent skill from joshzyj/open-scholar-skill.
Install Scholar Openai
$ npx skills add joshzyj/open-scholar-skill --skill scholar-openai -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install joshzyj/open-scholar-skill scholar-openai --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/joshzyj/open-scholar-skill.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/scholar-openai .claude/skills/scholar-openai && 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 "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .claude/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openaiType 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 joshzyj/open-scholar-skill --skill scholar-openai -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install joshzyj/open-scholar-skill scholar-openai --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/joshzyj/open-scholar-skill.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/scholar-openai .agents/skills/scholar-openai && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .agents/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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 joshzyj/open-scholar-skill --skill scholar-openai -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install joshzyj/open-scholar-skill scholar-openai --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/joshzyj/open-scholar-skill.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/scholar-openai .cursor/skills/scholar-openai && 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 "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .cursor/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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/joshzyj/open-scholar-skill.git --path .claude/skills/scholar-openai--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 joshzyj/open-scholar-skill --skill scholar-openai -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install joshzyj/open-scholar-skill scholar-openai --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/joshzyj/open-scholar-skill.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/scholar-openai .gemini/skills/scholar-openai && 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 "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .gemini/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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 joshzyj/open-scholar-skill scholar-openaiInstalls 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 joshzyj/open-scholar-skill --skill scholar-openai -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/joshzyj/open-scholar-skill.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/scholar-openai .github/skills/scholar-openai && 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 "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .github/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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 joshzyj/open-scholar-skill --skill scholar-openai -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install joshzyj/open-scholar-skill scholar-openai --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/joshzyj/open-scholar-skill.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/scholar-openai .opencode/skills/scholar-openai && 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 "scholar-openai" agent skill from https://github.com/joshzyj/open-scholar-skill/tree/main/.claude/skills/scholar-openai into .opencode/skills/scholar-openai/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "scholar-openai", 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
scholar-openai- GitHub stars
- 168
- Token cost
- ~6.1k tokens
- SKILL.md length
- 1,577 words
- Files
- 2 (incl. references)
- Skills in repo
- 30
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
External review via OpenAI Codex CLI agents. An agent skill from joshzyj/open-scholar-skill.
- Works in 7 steps: Setup & Prerequisite Check → Build Review Prompts → Spawn Codex Agents in Parallel → …
- Tasks that involve Customer feedback analysis
- SKILL.md covers ABSOLUTE RULES, Arguments, ABSOLUTE RULE — NEVER… and Dispatch Table, plus 10 more sections
- Calls codex and bash; reaches github.com
What it does
Scholar Openai is an agent skill from joshzyj/open-scholar-skill. External review via OpenAI Codex CLI agents. Spawns multiple parallel Codex agents (codex exec) to independently review analysis scripts, verify manuscript-to-output consistency, check statistical logic, and audit reproducibility. Each agent writes a review report to disk. Claude reads all reports, synthesizes a consolidated review with severity-ranked issues, and presents a fix checklist. Read-only — diagnoses but does not modify any project files.
Its SKILL.md is about 6.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/codex-review-prompts.md`).
It sits in Research & Science, covering Customer feedback analysis, Reproducible research and Citation management. It works with OpenAI. The repository describes itself as: Open scholar skill, a claude code plugin, for academic research.
When your agent uses it
- Tasks that involve Customer feedback analysis
- Tasks that involve Reproducible research
- Tasks that involve Citation management
Example prompts
- “/scholar-openai”
Requirements
- Node.js
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- Setup & Prerequisite Check
- Build Review Prompts
- Spawn Codex Agents in Parallel
- Collect & Read Agent Reports
- Synthesize Consolidated Review
- Present Results to User
- Save Output
What it can do on your machine
Read from SKILL.md and the folder at commit 6e5ac8e. 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
Shell commands in SKILL.md call:
codexbash
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
github.com
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
Scholar Openai loads about 6.1k tokens when it runs, and up to ~8.7k if it reads all its reference files. Until then it costs about 117 tokens; SKILL.md has 1,577 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); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,577 words (~6,124 tokens).
“You are a review orchestrator that spawns independent OpenAI Codex agents to review a social science research project. Each Codex agent runs non-interactively (codex exec), reads project files in a sandbox, and writes a structured review to disk. You then…”
- name
- scholar-openai
- tools
- Read, Bash, Write, Glob, Grep, Agent
- argument-hint
- [code|stats|logic|full|custom] [manuscript-path] [scripts-dir], e.g., 'full output/drafts/full-paper-2026-03-10.md'
- user-invocable
- true
Files
SKILL.md and 1 other file (references) in .claude/skills/scholar-openai of joshzyj/open-scholar-skill.
- SKILL.md
- references/codex-review-prompts.md
Open the folder on GitHubat commit 6e5ac8e
Compare with similar skills
Scholar Openai 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 |
|---|---|---|---|---|---|---|
| Scholar Openai this skilljoshzyj/open-scholar-skill | 168 | — | ~6.1k | Automated safety check: Pass | Custom licence | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Annotate Paper54yyyu/zotero-mcp | 5.3k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Autonomous Researchfedericodeponte/opendraft | 507 | — | ~8.2k | Automated safety check: Pass | Apache-2.0 | |
| Academic Integrity Rewritelin1111-1/academic-integrity-rewrite | 102 | — | ~1.1k | Automated safety check: Pass | MIT | |
| Survey Generatorrohitg00/pro-workflow | 2.9k | — | ~1.6k | Automated safety check: Pass | None |
Similar skills
Annotate Paper
54yyyu/zotero-mcp
Read the open paper and write study annotations into its PDF with zotero-cli - a context box on the title, a four-part summary on the abstract, role-coded abstract highlights, one box per figure…
Autonomous Research
federicodeponte/opendraft
An 18-agent pipeline that turns one topic line into a drafted research paper, literature review, or thesis chapter.
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.
Survey Generator
rohitg00/pro-workflow
Compile a structured literature survey on any AI/ML topic. An agent skill from rohitg00/pro-workflow.
Bump Versions
bactopia/bactopia
Propagate the Bactopia and nf-bactopia versions declared in versions.yml into the hand-maintained files that carry a literal version (conf/testbase.config, CITATION.cff, bin/bactopia…
More from joshzyj/open-scholar-skill
All 30 skills in this repoScholar Annotate
joshzyj/open-scholar-skill
Turn unstructured text into validated, structured variables at corpus scale with LLMs: codebook design, dev/gold-set construction, DSPy prompt optimization, a hard reliability gate (Cohen κ ≥ 0.70)…
Scholar Auto Research
joshzyj/open-scholar-skill
Stable, deterministic social-science research-paper pipeline from idea or data to verified manuscript, citations, replication package, and final md/docx/tex/pdf outputs.
Scholar RAG
joshzyj/open-scholar-skill
Build and query a local vector database + GraphRAG over your entire reference library (Zotero or a PDF folder) for literature review.
Scholar Causal
joshzyj/open-scholar-skill
Comprehensive causal inference toolkit for social science research.
Scholar Data
joshzyj/open-scholar-skill
Comprehensive open data directory (100+ datasets across 14 categories) with auto-fetch capability, plus data collection instrument design, variable dictionaries, data management, IRB materials, and…
Scholar Eda
joshzyj/open-scholar-skill
Conduct exploratory data analysis (EDA) before hypothesis testing.
Related
Works with
Categories
Questions about Scholar Openai
What does Scholar Openai do?
External review via OpenAI Codex CLI agents. An agent skill from joshzyj/open-scholar-skill. Scholar Openai is an agent skill from joshzyj/open-scholar-skill. External review via OpenAI Codex CLI agents.
When should I use Scholar Openai?
Scholar Openai fits situations like: tasks that involve Customer feedback analysis; tasks that involve Reproducible research; tasks that involve Citation management.
How do I install Scholar Openai in Claude Code?
Run `npx skills add joshzyj/open-scholar-skill --skill scholar-openai -a claude-code`. Or copy the skill folder (.claude/skills/scholar-openai in joshzyj/open-scholar-skill) into .claude/skills/scholar-openai in your project. Claude Code loads it when a task matches its description.
How do I install Scholar Openai in Codex?
Run `npx skills add joshzyj/open-scholar-skill --skill scholar-openai -a codex`. Or copy the skill folder (.claude/skills/scholar-openai in joshzyj/open-scholar-skill) into .agents/skills/scholar-openai in your project. Codex loads it when a task matches its description.
Can I use Scholar Openai 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 joshzyj/open-scholar-skill --skill scholar-openai -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/scholar-openai, .gemini/skills/scholar-openai, .github/skills/scholar-openai and .opencode/skills/scholar-openai in your project.
What does Scholar Openai need to run?
Going by SKILL.md and its folder, Scholar Openai needs the command-line tools its instructions call (codex and bash). Our summary lists: Node.js.
Does Scholar Openai access the network?
SKILL.md names 1 domain. In commands or code: github.com; the agent is likely to contact it when it follows the instructions. This is read from the text; nothing was executed.
Is Scholar Openai 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 Scholar Openai use?
Scholar Openai has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Scholar Openai use?
About 6.1k tokens (SKILL.md is roughly 24k 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 2.6k tokens, read only when the agent opens those files.
What are the alternatives to Scholar Openai?
Skills that share tags, products or a category with Scholar Openai: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Annotate Paper (54yyyu/zotero-mcp, 5.3k stars), Autonomous Research (federicodeponte/opendraft, 507 stars) and Academic Integrity Rewrite (lin1111-1/academic-integrity-rewrite, 102 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Scholar Openai?
joshzyj (a GitHub user) maintains it in joshzyj/open-scholar-skill, which has 168 GitHub stars. The repository holds 30 skills in this directory. The repository was last updated on September 18, 2026.
Source: joshzyj/open-scholar-skill on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.