Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install a5c-ai-babysitter-library-specializations-domains-science-mathematics-skills-nonligit clone https://github.com/a5c-ai/babysitter.gitcp babysitter/SKILL.MD ~/.claude/skills/a5c-ai-babysitter-library-specializations-domains-science-mathematics-skills-nonli/SKILL.md--- name: nonlinear-optimization-solver description: Solve general nonlinear optimization problems allowed-tools: - Bash - Read - Write - Edit - Glob - Grep metadata: specialization: mathematics domain: science category: optimization phase: 6 --- # Nonlinear Optimization Solver ## Purpose Provides capabilities for solving general nonlinear optimization problems including constrained and unconstrained formulations. ## Capabilities - Gradient-based methods (BFGS, L-BFGS, CG) - Newton and quasi-Newton methods - Interior point methods - Sequential quadratic programming (SQP) - Global optimization (basin-hopping, differential evolution) - Constraint handling ## Usage Guidelines 1. **Starting Point**: Provide good initial guesses 2. **Gradient Information**: Supply gradients when available 3. **Global vs Local**: Choose global methods for multimodal problems 4. **Constraint Handling**: Use appropriate constraint formulations ## Tools/Libraries - IPOPT - KNITRO - NLopt - scipy.optimize