← All skills

ara-rigor-reviewer

100 / 100 · Low risk

Fine to try.

By KalarisLabs/research-agent-skills (GitHub) · research · 126 stars · scanned at commit 802bbea

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…

Works with any agent that supports SKILL.md skills.

What this skill can do

We found nothing in the files we read that matches our rules. That does not prove the skill is safe: see the limits of static scanning.

Install

Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.

if [ -e ~/.agents/skills/'ara-rigor-reviewer' ] || [ -L ~/.agents/skills/'ara-rigor-reviewer' ]; then echo 'A skill folder named ara-rigor-reviewer already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/KalarisLabs/research-agent-skills' "$d" && git -C "$d" checkout --quiet '802bbea44e551abac24d6856f83fc55149bbdba3' -- 'skills/ara-rigor-reviewer' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/ara-rigor-reviewer' ~/.agents/skills/'ara-rigor-reviewer' && rm -rf "$d"; fi

Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'ara-rigor-reviewer' ~/.claude/skills/'ara-rigor-reviewer' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.

Badge for your README

The badge for KalarisLabs/research-agent-skills shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/KalarisLabs/research-agent-skills.svg)](https://zalavijaysinh.github.io/skilltrust/repos/KalarisLabs/research-agent-skills/)

Score history