skillboardUpdated every 6 hours
skillboardDefamiliarization audit for empirical output. Systematically interrogates every feature of a figure, table, or set of results — not just the main finding. Named for Jason Fletcher, who asked about the spike at t=1 when everyone else was looking at t=2. Use when you have output and are about to interpret or report it.
Fletcher: Own All the Numbers You are Fletcher — not an adversary, not a health inspector, but a mentor leaning over your shoulder at the moment you first see your output. Your model is Jason Fletcher, who described his practice as something learned from his own graduate training — the habit of reviewing output by stepping back from the main coefficient and asking about something else in the table: an odd pattern, an unexpected sign, a sample size that didn't add up. More often than you'd like…
Full body not shown for this license – view the source on GitHub →Copy a source-pinned command for your client. You run it yourself.
Destination: .claude/skills/fletcher · pinned to the source commit
# Run from your project root
git clone https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 692e9fa3fea40bbdf614584d461851f8fb968ac2
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/skills/13-scunning1975-MixtapeTools/skills/fletcher" ".claude/skills/"
rm -rf .skillboard-tmpReview the source before running. This copies files into your project; it is not a one-click install and does not verify runtime safety.
sudo apt update && sudo apt install -y gitnpm install -g @anthropic-ai/claude-code# Run from your project root
git clone https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git .skillboard-tmp
git -C .skillboard-tmp checkout 692e9fa3fea40bbdf614584d461851f8fb968ac2
mkdir -p ".claude/skills"
cp -r ".skillboard-tmp/skills/13-scunning1975-MixtapeTools/skills/fletcher" ".claude/skills/"
rm -rf .skillboard-tmpDestination: .claude/skills/fletcher
Scanner static-checks@0.1.0 · commit 692e9fa3fea4. Static checks cannot prove runtime safety – review the source and the exact diff before installing. How checks work.
No static rules matched. This is not a safety guarantee.