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pymoo · davila7 — Claude Code skill: optimization and installation

Use this skill to work through Python optimization problems, from a single objective to competing goals. It helps when you need to compare trade-offs or account for constraints.

Install into Claude Code · claude-code-templates All methods and platforms ↓ 
npx claude-code-templates@latest --skill scientific/pymoo
Open on GitHub

What pymoo does

The skill guides Claude Code through setting up optimization tasks with pymoo in Python. For a single objective, it covers options such as genetic algorithms, differential evolution, and PSO. For competing objectives, it discusses NSGA-II and MOEA/D, with results that include decision variables, objective values, and constraint violations when constraints are part of the problem.

For multi-objective tasks, pymoo can produce a Pareto front for comparing candidate solutions. The many-objective example uses NSGA-III and requires reference directions; those must be supplied when configuring the algorithm. The skill also explains how to define a custom problem with ElementwiseProblem, variable bounds, objectives, and constraints.

It covers continuous, discrete, and mixed-variable problems, plus ZDT and DTLZ benchmarks. Python and pymoo are needed. Without reference directions, the described NSGA-III setup cannot run as shown.

What it helps with

  • optimize a function with one objective
  • compare trade-offs across competing goals
  • encode constraints in an optimization problem
  • benchmark algorithms on ZDT or DTLZ
  • plot a Pareto front

Example prompts for the agent

  • Help me define a Python optimization problem with two objectives and constraints.
  • Choose a pymoo algorithm for five objectives and show how to provide its reference directions.
  • Compare the Pareto solutions for the ZDT1 problem.

How to install pymoo

1claude-code-templates

npx claude-code-templates@latest --skill scientific/pymoo

2Skills CLI (Vercel)

npx skills add davila7/claude-code-templates --skill pymoo -a claude-code

3Manually: put the files in place

~/.claude/skills/pymoo/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/pymoo/

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about pymoo

How do I install pymoo in Claude Code?

Run npx claude-code-templates@latest --skill scientific/pymoo.

What does the pymoo skill do?

It helps configure Python optimization tasks, select algorithms, and inspect trade-offs between objectives.

What must I provide when using NSGA-III?

The setup requires reference directions, which you pass into the algorithm configuration.

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