Individual skill
scholar-evaluation
Provides qualitative-first, evidence-traceable developmental review of scholarly works and audit low-stakes research-assessment rubrics with optional local quality controls. Never use for ranking people or consequential decisions.
skills/scholar-evaluation/SKILL.md
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- Yes
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- No
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- Observed behavior
- Not checked yet
- Last checked
- Nov 10, 2026
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- Repository stars (not skill ratings)
- 56,941
- Repository last updated
- Nov 9, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-scientist Repository topic
- bioinformatics Repository topic
- chemoinformatics Repository topic
- claude Repository topic
- claude-skills Repository topic
- claudecode Repository topic
- clinical-research Repository topic
- computational-biology Repository topic
- data-analysis Repository topic
- drug-discovery Repository topic
- security Derived category
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SKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesSKILL.mdcore · 12,418 bytesassets/evaluation_template.jsonasset · 1,344 bytesassets/evidence_manifest_template.jsonasset · 1,841 bytesassets/process_checklist_template.jsonasset · 2,130 bytesassets/ratings_template.csvasset · 1,762 bytesassets/rubric_template.jsonasset · 12,217 bytesreferences/evaluation_framework.mddoc · 10,599 bytesreferences/local_tooling.mddoc · 9,341 bytesreferences/responsible_assessment.mddoc · 9,848 bytesreferences/security_validation.mddoc · 4,294 bytesreferences/source_ledger.mddoc · 14,146 bytesscripts/_common.pyruns · 36,406 bytesscripts/calculate_scores.pyruns · 1,885 bytesscripts/check_process.pyruns · 8,327 bytesscripts/check_traceability.pyruns · 9,118 bytesscripts/generate_report_scaffold.pyruns · 9,657 bytesscripts/summarize_agreement.pyruns · 11,340 bytesscripts/validate_rubric.pyruns · 1,729 bytesscripts/weight_sensitivity.pyruns · 10,270 bytes
Read excerpt
# Scholar Evaluation
## Purpose
Provide developmental, evidence-traceable feedback on a **scholarly work**:
paper, draft, protocol, literature synthesis, or research idea. Use
qualitative judgment first. Optional scores only describe how submitted
evidence maps to a predeclared bounded rubric.
This skill also audits whether a low-stakes assessment process documents its
construct, provenance, rater quality, uncertainty, traceability, sensitivity,
fairness, accessibility, privacy, and human governance.
## Hard safety boundary