Sensitivity Analysis Toolkit

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Comprehensive sensitivity analysis for optimization

Use Sensitivity Analysis Toolkit in Claude, ChatGPT or Ahel Desktop

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Then ask your AI: use the Sensitivity Analysis Toolkit skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Sensitivity Analysis ToolkitStart free

What this skill tells your AI

The instructions your AI receives, as published by a5c-ai/babysitter in library/specializations/domains/science/mathematics/skills/sensitivity-analysis-toolkit/SKILL.md and read by Ahel’s review.

Purpose

Provides comprehensive sensitivity analysis capabilities for optimization problems to understand solution robustness.

Capabilities

  • Dual variable computation and interpretation
  • Shadow price analysis
  • Parametric programming
  • Binding constraint analysis
  • Post-optimality analysis
  • Robust optimization formulations

Usage Guidelines

  1. Dual Extraction: Obtain dual variables from solvers
  2. Shadow Prices: Interpret marginal values correctly
  3. Parametric Analysis: Study solution changes with parameters
  4. Robustness: Formulate robust counterparts when needed

Tools/Libraries

  • Pyomo
  • JuMP
  • AMPL

Signals

GitHub stars
2k
Forks
113
Last commit
Sep 2026
Advanced
Item type
skill
Key
sensitivity-analysis-toolkit
Source
github.com/a5c-ai/babysitter