Gym workout planner and nutrition tracker. Search 690+ exercises by muscle, equipment, or category via wger. Look up macros and calories for 380,000+ foods via USDA FoodData Central. Compute BMI, TDEE, one-rep max, macro splits, and body fat — pure Python, no pip installs. Built for anyone chasing gains, cutting weight, or just trying to eat better.
SkillScore100Maintained
Automatic
◆Clinical / Healthcare pack
Last verified 8/17/2026
What it changes
Passed 24 of 24 test cases with the skill, and 23 of 24 without it.
Without skill96%
With skill100%
Checks it passed that the model alone missed
Specifies language=english for the search endpoint.
1 fixed23 passed either way0 still failing0 broke
Pass-rate lift
+4 pp
Tokens
+255%
Agent turns
0%
Response time
-36%
Model gemini-3.6-flashMeasured 8/17/2026v224 of 24 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
A test case the skill fixed. Same model, same prompt, with and without the skill.
Prompt
When making GET requests to wger's search endpoint `/api/v2/exercise/search/`, what exact string value must be assigned to the `language=` parameter to get English suggestions?
What was checked, without and with the skill
Checked
Without skill
With skill
Specifies language=english for the search endpoint.
Missed
Passed
case-21 · gemini-3.6-flash · 8/17/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md229 lines4 filesincludes scripts
Fitness & Nutrition
Expert fitness coach and sports nutritionist skill. Two data sources
plus offline calculators — everything a gym-goer needs in one place.
Data sources (all free, no pip dependencies):
wger (https://wger.de/api/v2/) — open exercise database, 690+ exercises with muscles, equipment, images. Public endpoints need zero authentication.
USDA FoodData Central (https://api.nal.usda.gov/fdc/v1/) — US government nutrition database, 380,000+ foods. DEMO_KEY works instantly; free signup for higher limits.
Offline calculators (pure stdlib Python):
BMI, TDEE (Mifflin-St Jeor), one-rep max (Epley/Brzycki/Lombardi), macro splits, body fat % (US Navy method)