Psy Ana Coder
Turns a finalized psych-stats config YAML into a full R or Python analysis script.
Test report
- Verdict
- Works with setup
- Score
- Tested
- Jul 14, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · b01cb1f
Ran a real Stroop-task dataset through it: the skill-following script hit all 8 documented red lines (seed, exclusion log, assumption tests, effect sizes, env info) that a plain baseline script skipped entirely, and it correctly used a mixed model instead of the baseline's naive paired t-test on aggregated means. Docked to 'setup' because SKILL.md links '../SKILL.md' and '../psy-ana-designer/plots/' — both outside the psy-ana-coder folder, so a verbatim single-skill copy breaks those references.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 4/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 4/5
What Psy Ana Coder does
Reads an analysis config YAML (produced by the companion psy-ana-designer skill) and generates a complete, reproducible R or Python script: cleaning, exclusion log, assumption checks, model fit, effect sizes, post-hoc tests, figures, and environment info. Trigger with phrases like 'generate the analysis script from this config' or 'write the R/Python code for this Stroop analysis'; it explicitly refuses to design the analysis itself.
How to install Psy Ana Coder
git clone https://github.com/soupandpsy/amazing-psycoder-skills
cd amazing-psycoder-skills
mkdir -p ~/.claude/skills
cp -r amazing-psycoder/psy-ana-coder ~/.claude/skills/psy-ana-coder
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Psy Ana Coder
-
/psy-ana-coderTurns a finalized psych-stats config YAML into a full R or Python analysis script.
It also activates on plain-language prompts like these:
-
Generate the R script from this finalized Stroop analysis config -
Write the Python code for this analysis config, don't redesign it -
Turn my analysis_config.yaml into a reproducible stats script
Frequently asked questions
- Is the Psy Ana Coder skill free?
- Yes. The skill itself is free from soupandpsy/amazing-psycoder-skills. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Psy Ana Coder work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 14, 2026. Verdict: Works with setup. Ran a real Stroop-task dataset through it: the skill-following script hit all 8 documented red lines (seed, exclusion log, assumption tests, effect sizes, env info) that a plain baseline script skipped entirely, and it correctly used a mixed model instead of the baseline's naive paired t-test on aggregated means. Docked to 'setup' because SKILL.md links '../SKILL.md' and '../psy-ana-designer/plots/' — both outside the psy-ana-coder folder, so a verbatim single-skill copy breaks those references.
- What is the Psy Ana Coder SkillProof Score?
- 8.8/10 — installs cleanly 4/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 4/5.
- How do I install Psy Ana Coder?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Psy Ana Coder with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.