---
title: "Scholar Evaluation - Air Market"
description: "Someone's scholarly work needs a considered read, aimed at helping them improve it. This gives qualitative feedback with the evidence for each judgement visible, and can audit a rubric used for low-s…"
canonical: "https://airmarket.ai/app/scholar-evaluation"
---

[Air Market](/) / [Research](/category/research) / Scholar Evaluation

Skill by [K-Dense](/@k-dense-ai)

# Scholar Evaluation

Developmental feedback on scholarly work, never a ranking of people

## What this does

Someone's scholarly work needs a considered read, aimed at helping them improve it. This gives qualitative feedback with the evidence for each judgement visible, and can audit a rubric used for low-stakes assessment. It is explicitly not for ranking people or making decisions that carry consequences for them.

### Top 3 things it does for you

- Give developmental feedback on a piece of scholarly work
- Check an assessment rubric for low-stakes use
- Trace an evaluation back to the evidence behind it

## Information

**Scholar Evaluation at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [K-Dense](/@k-dense-ai) |
| Category | [Research](/category/research) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 2.1 |
| Size | 153 KB |
| Licence | MIT |
| Repository | [K-Dense-AI/claude-scientific-writer](https://github.com/K-Dense-AI/claude-scientific-writer/tree/43aaecd6a24bb949b5c5c5b7e7105963e1abd53e/skills/scholar-evaluation) |
| GitHub stars | 2,245 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Scholar Evaluation and flagged nothing. AIR's verdict: **safe**.

**What Scholar Evaluation's check was run against**

|  |  |
| --- | --- |
| Commit | 43aaecd6a24bb949b5c5c5b7e7105963e1abd53e |
| Content hash | 1d743bc8221b0fe1f6a2c1bf4902fd0c8c562149bbf126863f9e4167aa7f0559 |
| Files read | [Browse the files at this exact commit](https://github.com/K-Dense-AI/claude-scientific-writer/blob/43aaecd6a24bb949b5c5c5b7e7105963e1abd53e/skills/scholar-evaluation/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Scholar Evaluation](/security/scholar-evaluation)

## About Scholar Evaluation

This gives qualitative-first developmental review of scholarly works, with the evidence behind each assessment traceable rather than implied. It can also audit low-stakes research-assessment rubrics, with optional local quality controls.

It carries a hard boundary: it is never for ranking people or for consequential decisions.

## What's inside

- SKILL.md - instructions
- assets/evaluation_template.json - data
- assets/evidence_manifest_template.json - data
- assets/process_checklist_template.json - data
- assets/ratings_template.csv - data
- assets/rubric_template.json - data
- references/evaluation_framework.md - reference
- references/local_tooling.md - reference
- references/responsible_assessment.md - reference
- references/security_validation.md - reference
- references/source_ledger.md - reference
- scripts/_common.py - script
- scripts/calculate_scores.py - script
- scripts/check_process.py - script
- scripts/check_traceability.py - script
- scripts/generate_report_scaffold.py - script
- scripts/summarize_agreement.py - script
- scripts/validate_rubric.py - script
- scripts/weight_sensitivity.py - script

## Questions

### Is Scholar Evaluation safe to install?

AIR scanned this exact version of Scholar Evaluation and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit 43aaecd6a24b, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/scholar-evaluation.

### How do I install Scholar Evaluation?

Open https://airmarket.ai/app/scholar-evaluation on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/K-Dense-AI/claude-scientific-writer/tree/43aaecd6a24bb949b5c5c5b7e7105963e1abd53e/skills/scholar-evaluation. Install from that link, not the branch.

## Related on Air Market

- [More Research listings](/category/research)
- [Everything by K-Dense](/@k-dense-ai)

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Canonical URL: <https://airmarket.ai/app/scholar-evaluation>