# Remediation Portfolio Optimizer

> Compare remediation scenarios and choose high-benefit, low-risk AX performance action portfolios.

- Skill: `rweisssieker-xp/remediation-portfolio-optimizer` (Agent Skill)
- Install (CLI): `npx skillmds@latest add rweisssieker-xp/remediation-portfolio-optimizer`
- Raw SKILL.md: https://api.skillmd.com/api/skills/rweisssieker-xp/remediation-portfolio-optimizer/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: rweisssieker-xp (https://skillmd.com/u/rweisssieker-xp)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/rweisssieker-xp/remediation-portfolio-optimizer

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# Remediation Portfolio Optimizer

Use this skill when multiple possible actions exist.

## Workflow

1. Run `simulate_recommendation_scenarios.py`.
2. Run `optimize_remediation_portfolio.py`.
3. Consider benefit, risk, validation cost, rollback, owner, and change window.
4. Prefer reversible operational changes before invasive schema/code changes.