SCI-AI2human is a Codex skill for revising scientific and scholarly prose so it reads naturally while remaining precise, formal, and suitable for peer review. It improves language and structure without changing the underlying evidence or scientific meaning. SCI-AI2human helps researchers humanize AI-sounding scientific text, polish academic English, and prepare manuscripts, abstracts, cover letters, and reviewer responses for peer-review journal submission.
- Reduces stiff, generic, or formulaic scientific writing.
- Improves academic English, sentence flow, and paragraph logic.
- Supports titles, abstracts, introductions, methods, results, discussions, and conclusions.
- Helps edit journal cover letters and point-by-point responses to reviewers.
- Calibrates causal claims, uncertainty, novelty, and statistical interpretation.
- Preserves citations, numerical results, units, methods, and technical terminology.
- Flags missing or contradictory information with author queries instead of inventing content.
The skill treats the supplied manuscript as the boundary of the evidence. It must not invent data, references, methods, ethical approvals, registrations, statistical results, or other scientific information. Authors remain responsible for checking every revision and complying with the target journal's policies.
The skill improves writing quality. It does not guarantee journal acceptance or a particular result from an automated AI-writing detector.
SCI-AI2human/
|-- README.md
|-- LICENSE
|-- CONTRIBUTING.md
|-- .gitignore
`-- SCI-AI2human/
|-- SKILL.md
`-- agents/
`-- openai.yaml
The SCI-AI2human directory is the installable Codex skill. The remaining files document and license the GitHub project.
Clone the repository, then copy the skill into your personal Codex skills directory:
git clone https://github.com/huiing7/SCI-AI2human.git
$target = Join-Path $env:USERPROFILE '.codex\skills\SCI-AI2human'
New-Item -ItemType Directory -Force -Path $target
Copy-Item -LiteralPath '.\SCI-AI2human\SCI-AI2human\SKILL.md' -Destination $target
Copy-Item -LiteralPath '.\SCI-AI2human\SCI-AI2human\agents' -Destination $target -Recurse -Forcegit clone https://github.com/huiing7/SCI-AI2human.git
mkdir -p ~/.codex/skills
cp -R SCI-AI2human/SCI-AI2human ~/.codex/skills/Restart Codex after installation.
Invoke the skill directly:
$SCI-AI2human
Revise this manuscript section for submission to a peer-reviewed journal:
[paste text]
For a deeper editorial review:
$SCI-AI2human
Perform a peer-review audit of this discussion. Improve the prose and identify unsupported, causal, or overstated claims:
[paste text]
The skill supports language polish, journal polish, substantive editing, and peer-review audit modes.
Issues and pull requests are welcome. Use GitHub Issues for bug reports, suggestions, and questions. Read CONTRIBUTING.md before submitting a change.
This project was developed with assistance from OpenAI Codex. The maintainer reviewed and approved the repository contents and is responsible for maintenance and releases.
SCI-AI2human is an independent project and is not endorsed by or affiliated with OpenAI.
Maintained by huiing7.
Copyright (c) 2026 Xiaohui Lin.
This project is licensed under the MIT License. The MIT License permits commercial use, copying, modification, and redistribution. Copies or substantial portions must retain the copyright and license notice. Modified works are not required to use the MIT License.