Individual skill
scholar-evaluation
Provide 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.
plugins/KalarisLabs/research-agent-skills/skills/scholar-evaluation/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 4, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
Install this skill
Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.
An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.
Repository context
- Repository stars (not skill ratings)
- 1,537
- Repository last updated
- Nov 7, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-coding Repository topic
- awesome Repository topic
- awesome-list Repository topic
- codex Repository topic
- codex-plugins Repository topic
- openai Repository topic
- codex-skill Repository topic
- codex-skills Repository topic
- marketplace Repository topic
- codex-marketplace Repository topic
- security Derived category
- research Derived category
Declared tags are partial or unavailable.
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
SKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 bytesSKILL.mdcore · 12,554 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 · 12,111 bytesreferences/evaluation_framework.mddoc · 9,735 bytesreferences/local_tooling.mddoc · 7,908 bytesreferences/responsible_assessment.mddoc · 9,134 bytesreferences/security_validation.mddoc · 3,897 bytesreferences/source_ledger.mddoc · 12,567 bytesscripts/_common.pyruns · 35,826 bytesscripts/calculate_scores.pyruns · 1,885 bytesscripts/check_process.pyruns · 8,289 bytesscripts/check_traceability.pyruns · 9,071 bytesscripts/generate_report_scaffold.pyruns · 8,986 bytesscripts/summarize_agreement.pyruns · 8,916 bytesscripts/validate_rubric.pyruns · 1,729 bytesscripts/weight_sensitivity.pyruns · 9,231 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