scientific-thinking-scholar-evaluation
Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback. Use when evaluating academic or scientific work — papers, proposals, methods sections, or evidence quality — against a repeatable rubric.
Target: Learning & research. Automatically collected · unverified.
Excerpt from the author’s documentation
Extracted from a fixed version of SKILL.md in its original language. This is the author’s documentation; installation, compatibility and runtime results have not been verified by this site.
Read the original English text
Topics in the source
- Scholar Evaluation
- When to Use
- Evaluation Scope
- Rubric
- 1. Problem and Research Question
- 2. Literature and Context
- 3. Methodology
- 4. Data and Evidence
Use this skill to evaluate academic or scientific work with a repeatable rubric. Reviewing a research paper, proposal, thesis chapter, or literature review. Checking whether claims are supported by cited evidence. Evaluating methodology, study design, analysis, or limitations. Comparing two or more papers for quality or relevance. Producing structured feedback for revision. Start by identifying the artifact: empirical research paper theoretical paper technical report systematic or narrative literature review research proposal thesis or dissertation chapter conference abstract or short paper Then choose scope: comprehensive: all rubric dimensions targeted: one or two dimensions, such as method or citations comparative: rank multiple works against the same rubric Score each applicable dimension from 1 to 5: 5: excellent; clear, rigorous, and publication-ready 4: good; minor improvements needed 3: adequate; meaningful gaps but usable 2: weak; substantial revision needed 1: poor; major validity or clarity problems Use N/A for dimensions that do not apply. Is the problem clear and specific? Is the contribution meaningful? Are scope and assumptions explicit? Does the question match the c
This is an excerpt. Refer to the complete source and its current requirements.
- Source repository
- affaan-m/ECC
- Source file
- skills/scientific-thinking-scholar-evaluation/SKILL.md
- Fixed revision
- d2ef2680594f9a17526a6e1a2e18b3d242c5d17b
Requirements
- Only the author’s Skill metadata is included. Read the full instructions to check dependencies, licensing and conditions of use.
A small first task
先阅读原作者说明,再决定是否在自己的 AI 工具中使用。
Instructions for your AI tool
- Claude Desktop: resource-specific guide not available yet
- Claude Code: resource-specific guide not available yet
- Cursor: resource-specific guide not available yet
- Codex: resource-specific guide not available yet
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Sources and evidence
This record was collected automatically. Its documentation, suitability and runtime behavior have not been manually verified.
Author: affaan-m/ECC · original repository metadata. Documentation review: Not reviewed. Last source check: 2026-11-09T16:01:00.511Z.
Categories are inferred from names, descriptions and paths. They do not establish compatibility.
License and attribution
MIT. Third-party content and copyright remain with their authors. Refer to the original license and terms.
Original license ↗Synchronization, copying and user-reported success do not mark a resource as runtime-tested.
Limitations and notes
- Collecting metadata does not mean this site has installed, adapted, runtime-tested or security-reviewed the resource.