Body Composition
Computes body-fat % from skinfold calipers via Durnin-Womersley/Jackson-Pollock using a real pip library.
Test report
- Verdict
- Tested · Works
- Score
- Tested
- Jul 16, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 619fc10
Installed the real `fitness-tools` PyPI package (matches this same repo, v1.0.1) and ran the documented `DurninWomersley` import verbatim: for a 28-year-old male with 12/8/15/18mm skinfolds it returned density 1.05413 and Siri body fat 19.6%, which hand-checks exactly against the age-bracket coefficients in the bundled references/equations.md.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 9/10
- Docs & honesty 5/5
What Body Composition does
Walks through skinfold-based body composition assessment — collects age, sex, and site measurements, picks the right Durnin-Womersley or Jackson-Pollock variant, and computes body density plus body-fat % (Siri/Brozek/etc.) using the `fitness-tools` PyPI package. Triggers on skinfold, caliper, body density, or body-fat-percentage requests.
How to install Body Composition
git clone https://github.com/Jeffallan/Fitness-Tools.git
mkdir -p ~/.claude/skills
cp -r Fitness-Tools/skills/body-composition ~/.claude/skills/body-composition
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Body Composition
-
/body-compositionComputes body-fat % from skinfold calipers via Durnin-Womersley/Jackson-Pollock using a real pip library.
It also activates on plain-language prompts like these:
-
Calculate my body fat percentage from these four skinfold measurements -
What's my body density using the Jackson-Pollock caliper method? -
I took skinfold measurements at the gym, can you compute my body fat?
Frequently asked questions
- Is the Body Composition skill free?
- Yes. The skill itself is free from Jeffallan/Fitness-Tools. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Body Composition work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Installed the real `fitness-tools` PyPI package (matches this same repo, v1.0.1) and ran the documented `DurninWomersley` import verbatim: for a 28-year-old male with 12/8/15/18mm skinfolds it returned density 1.05413 and Siri body fat 19.6%, which hand-checks exactly against the age-bracket coefficients in the bundled references/equations.md.
- What is the Body Composition SkillProof Score?
- 9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
- How do I install Body Composition?
- 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 Body Composition 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.