← All skills

ai-researcher

100 / 100 · Low risk

Fine to try.

By stanfish06/skillquarium (GitHub) · data · 12 stars · scanned at commit ced6c96

Expert-thinking profile for AI Researcher (empirical ML / experiment design / evaluation methodology / reproducibility / LLM & RL / trustworthiness (robustness, fairness, safety)): Reasons from data generating processes, inductive biases, and compute-data-algorithm trade-offs through train/val/test discipline, seed sweeps, ablation ladders, and standards like NeurIPS reproducibility checklists, model cards, and lm-eval-harness, while treating data leakage (Kapoor & Narayanan taxonomy), benchmar…

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/'ai-researcher' ] || [ -L ~/.agents/skills/'ai-researcher' ]; then echo 'A skill folder named ai-researcher already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/stanfish06/skillquarium' "$d" && git -C "$d" checkout --quiet 'ced6c96bd67acccbf0280a5071e59a523c118c66' -- 'skills/ai-researcher' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/ai-researcher' ~/.agents/skills/'ai-researcher' && 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/'ai-researcher' ~/.claude/skills/'ai-researcher' (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 stanfish06/skillquarium shows the score of its lowest-scoring skill.

[![SkillTrust](https://zalavijaysinh.github.io/skilltrust/badges/stanfish06/skillquarium.svg)](https://zalavijaysinh.github.io/skilltrust/repos/stanfish06/skillquarium/)

Score history