skillboardUpdated every 6 hours
skillboardAnalyze ML experiment results, compute statistics, generate comparison tables and insights. Use when user says "analyze results", "compare", or needs to interpret experimental data.
Analyze Experiment Results Analyze: $ARGUMENTS Workflow Step 1: Locate Results Find all relevant JSON/CSV result files: Check , , or project specific output directories Parse JSON results into structured data Step 2: Build Comparison Table Organize results by: Independent variables : model type, hyperparameters, data config Dependent variables : primary metric (e.g., perplexity, accuracy, loss), secondary metrics Delta vs baseline : always compute relative improvement Step 3: Statistical…
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/analyze-results · 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/42-wanshuiyin-ARIS/skills/analyze-results" ".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/42-wanshuiyin-ARIS/skills/analyze-results" ".claude/skills/"
rm -rf .skillboard-tmpDestination: .claude/skills/analyze-results
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.