scholar-evaluation SKILL.md skillA
scholar-evaluation from pantheon-org/tekhne is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add pantheon-org/tekhne/scholar-evaluation@git:20260411.33e0546Pins git:20260411.33e0546 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- pantheon-org/tekhne
- Path
skills/documentation/research/scholar-evaluation/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260411.33e0546, committed Apr 11, 2026
- First version recorded
- Apr 10, 2026
- Size
- 14,749 bytes
- Repository stars
- 10
- License
- MIT
Systematically evaluate scholarly and research work using the ScholarEval framework. Use when assessing academic papers, research proposals, literature reviews, or scholarly writing for quality, rigor, and publication readiness. Triggers: evaluate paper, scholar evaluation, research quality assessment, peer review scoring, publication readiness, academic paper review, rate research quality, ScholarEval.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Scholar Evaluation
## Overview
Apply the ScholarEval framework to systematically evaluate scholarly and research work. This skill provides structured evaluation methodology based on peer-reviewed research assessment criteria, enabling comprehensive analysis of academic papers, research proposals, literature reviews, and scholarly writing across multiple quality dimensions.
## Mindset
Evaluation is a service to the author, not a verdict. Three principles govern every assessment:
1. **Evidence first** — every strength and weakness claim must cite a specific section, figure, or sentence from the work. Generic statements ("the methodology is weak") without evidence are useless.
2. **Stage-appropriate expectations** — a first draft is not a submission-ready manuscript. ALWAYS adjust thresholds to the work's stated stage and purpose before scoring.
3. **Constructive framing** — identify what needs improving and why it matters, not just what is wrong. The evaluation is complete only when the author knows what to do next.
```bash
# Load the evaluation framework before scoring any dimension
# See references/evaluation_framework.md for detailed rubrics
```
## When to Use This Skill
…Read the whole file at its exact version.
How to install
mdr add pantheon-org/tekhne/scholar-evaluation@sha256:4ca76cce62ccf8fdThe line at the top of this page pins the label git:20260411.33e0546, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_zljul2g5wbsqrv3k)
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Versions
The registry has recorded 2 versions of this file, between Apr 10, 2026 and Apr 11, 2026, about one every 2 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260411.33e0546 latest | 2026-04-11 | 33e0546 | 14,749 B | A | view · diff |
| git:20260410.ecf5176 | 2026-04-10 | ecf5176 | 14,745 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (14749 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
pantheon-org/tekhne · 10 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_zljul2g5wbsqrv3k GET https://markdownregistry.com/api/v1/resolve?ref=pantheon-org/tekhne/scholar-evaluation GET https://markdownregistry.com/api/v1/blob/4ca76cce62ccf8fd8a13dc310e40a2de92450d7633b1aa166a9a7bac074e8953
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