Individual skill
ara-rigor-reviewer
Performs ARA Seal Level 2 semantic epistemic review of an Agent-Native Research Artifact directory, reading PAPER.md, logic/claims.md, logic/experiments.md, and trace/exploration_tree.yaml. Scores six dimensions (evidence relevance, falsifiability, scope calibration, argument coherence, exploration integrity, methodological rigor) from 1 to 5 and writes a severity-ranked level2_report.json with a Strong Accept to Reject grade. Use when Level 1 structural validation has passed and an ARA needs a critique before release. Use when checking whether claims are supported by their cited experiments. Use when auditing falsification criteria or scope over-claiming. Use when judging whether an exploration tree documents real dead ends. Not for structural or reference validation, which is Level 1.
plugins/KalarisLabs/research-agent-skills/skills/ara-rigor-reviewer/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
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Repository context
- Repository stars (not skill ratings)
- 1,533
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
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SKILL.mdcore · 18,585 bytesSKILL.mdcore · 18,585 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.