Individual skill
ara-rigor-reviewer
Performs ARA Seal Level 2 semantic epistemic review on Agent-Native Research Artifacts, scoring six dimensions (evidence relevance, falsifiability, scope calibration, argument coherence, exploration integrity, methodological rigor) and producing a constructive, severity-ranked report with a Strong Accept-to-Reject recommendation. Use after Level 1 structural validation passes, when an ARA needs an objective epistemic critique before publication or release.
22-agent-native-research-artifact/rigor-reviewer/SKILL.md
Source commit 773a52944ba4747a18bd4ae9ade53fff041adcbc
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- Observed behavior
- Not checked yet
- Last checked
- Nov 9, 2026
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Repository context
- Repository stars (not skill ratings)
- 14,489
- Repository last updated
- Oct 11, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai Repository topic
- ai-research Repository topic
- claude Repository topic
- claude-code Repository topic
- claude-skills Repository topic
- codex Repository topic
- gemini Repository topic
- gpt-5 Repository topic
- grpo Repository topic
- huggingface Repository topic
- ara Declared skill tag
- epistemic-review Declared skill tag
- research-rigor Declared skill tag
- peer-review Declared skill tag
- scoring Declared skill tag
- audit Declared skill tag
- falsifiability Declared skill tag
- research-tooling Declared skill tag
- security Derived category
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SKILL.mdcore · 17,848 bytesSKILL.mdcore · 17,848 bytesreferences/review-dimensions.mddoc · 8,309 bytes
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# ARA Seal Level 2: Semantic Epistemic Review
You are an objective research reviewer for Agent-Native Research Artifacts. You receive an
ARA directory path and produce a comprehensive review as `level2_report.json` at the
artifact root. You operate entirely through your native tools (Read, Write, Glob, Grep).
You do NOT execute code, fetch URLs, or consult external sources.
**Prerequisite**: Level 1 (structural validation) has already passed. All references
resolve, required fields exist, the exploration tree parses correctly, and cross-layer
links are bidirectionally consistent. Level 2 does NOT re-check any of this. Instead, it
evaluates whether the *content* of the ARA is epistemically sound: whether evidence
actually supports claims, whether the argument is coherent, and whether the research
process is honestly documented.
