An AI-powered academic writing assistant designed to analyze, score, and optimize the structure, tense, voice, and completeness of the Methods section in scientific papers.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install methods-reviewer
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install methods-reviewer using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Methods Reviewer?
Methods Reviewer is an advanced AI tool designed for researchers, academics, and peer reviewers to meticulously evaluate the Methods section of scientific papers. In academic publishing, clarity, replicability, and precise styling of the research methodology are critical. This tool automates the tedious proofreading and structural check processes by analyzing key dimensions such as tense usage, voice appropriateness, and detail sufficiency.
As part of the Openclaw Skills ecosystem, this tool helps authors refine their draft methodologies to meet rigorous academic standards. It ensures that the study design is logically sound, problem-handling is clearly addressed, and the narrative flow aligns with target journal expectations, boosting acceptance rates.
Methods Reviewer Use Cases
- Academic paper preparation and editing before journal submission.
- Peer review assistance to quickly evaluate the logical completeness and detail of a manuscript's methodology.
- Scientific writing training for graduate students to learn proper tense, voice, and structural standards.
- Quality assurance checks for collaborative multi-author research projects to maintain a consistent tone.
How Methods Reviewer Works
- Parse the provided Methods section text from academic manuscripts.
- Analyze the manuscript against six key dimensions: structural completeness, tense usage, voice appropriateness, detail sufficiency, justification, and problem handling.
- Generate an overall evaluation and a detailed sentence-by-sentence analysis table.
- Calculate an objective structural completeness score.
- Produce a fully revised, publication-ready version of the methodology text.
Methods Reviewer Setup
To install and enable the Methods Reviewer skill, ensure you have your environment configured with Openclaw Skills.
# Install Openclaw Skills CLI if not already installed
npm install -g @openclaw/cli
# Add the methods-reviewer skill to your agent configuration
claw skill add qiuxin-bit/methods-reviewer
Configure your AI agent to activate the skill when reading academic drafts or markdown research files.
Methods Reviewer Data Schema & Taxonomy
The Methods Reviewer skill organizes its feedback and processed files using the following structural format:
| Field / Section | Format | Description |
|---|---|---|
Overall Evaluation |
Markdown Text | High-level synthesis of strengths, weaknesses, and primary areas of improvement. |
Analysis Table |
Markdown Table | Sentence-by-sentence breakdown checking tense, voice, and detail sufficiency. |
Completeness Score |
Quantitative Score | A numerical rating assessing the structural integrity of the methodology. |
Revised Full Text |
Markdown Text | The polished, final output with inline corrections applied. |
Methods Reviewer Advanced Features
- Multi-dimensional evaluation checking voice (active vs. passive) and tense (past vs. present) consistency.
- Custom justification assessment ensuring every method step has a logical scientific rationale.
- Seamless integration with other academic writing Openclaw Skills for end-to-end manuscript editing.
- Automated revision generation providing copy-pasteable improved text.
SKILL.md
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