---
title: "Multi-Objective Exploration - Air Market"
description: "Your problem has two or more goals that fight each other, so there is no single best answer, only a range of tradeoffs. This traces that range by running cuOpt repeatedly on one goal at a time, then…"
canonical: "https://airmarket.ai/app/cuopt-multi-objective-exploration"
---

[Air Market](/) / [Data & Analytics](/category/data) / Multi-Objective Exploration

Skill by [NVIDIA Corporation](/@nvidia)

# Multi-Objective Exploration

See the tradeoffs when two goals pull against each other

## What this does

Your problem has two or more goals that fight each other, so there is no single best answer, only a range of tradeoffs. This traces that range by running cuOpt repeatedly on one goal at a time, then helps you fill it in and read it. Reach for it when you need to see the options rather than be handed one.

### Top 3 things it does for you

- Map the tradeoff curve between competing objectives
- Fill in gaps along a Pareto frontier
- Make sense of what the frontier is telling you

## Information

**Multi-Objective Exploration at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [NVIDIA Corporation](/@nvidia) |
| Category | [Data & Analytics](/category/data) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Version | 26.10.00 |
| Size | 43 KB |
| Licence | Apache-2.0 |
| Repository | [NVIDIA/cuopt](https://github.com/NVIDIA/cuopt/tree/f3ebc6731df081da00444883aff8d7eee5196162/skills/cuopt-multi-objective-exploration) |
| GitHub stars | 1,024 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Multi-Objective Exploration and flagged nothing. AIR's verdict: **safe**.

**What Multi-Objective Exploration's check was run against**

|  |  |
| --- | --- |
| Commit | f3ebc6731df081da00444883aff8d7eee5196162 |
| Content hash | 0e484660c83c3bb447a2a8622f36a1d769ec9e9bc965a511ffab5d093a7dde54 |
| Files read | [Browse the files at this exact commit](https://github.com/NVIDIA/cuopt/blob/f3ebc6731df081da00444883aff8d7eee5196162/skills/cuopt-multi-objective-exploration/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Multi-Objective Exploration](/security/cuopt-multi-objective-exploration)

## About Multi-Objective Exploration

For problems where objectives compete: it traces the Pareto frontier, completes it, and helps you interpret it.

The frontier is built from repeated single-objective cuOpt solves, using weighted-sum and epsilon-constraint approaches.

## What's inside

- SKILL.md - instructions
- BENCHMARK.md - reference
- evals/evals.json - data
- skill-card.md - reference
- skill.oms.sig

## Questions

### Is Multi-Objective Exploration safe to install?

AIR scanned this exact version of Multi-Objective Exploration and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit f3ebc6731df0, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/cuopt-multi-objective-exploration.

### How do I install Multi-Objective Exploration?

Open https://airmarket.ai/app/cuopt-multi-objective-exploration on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/NVIDIA/cuopt/tree/f3ebc6731df081da00444883aff8d7eee5196162/skills/cuopt-multi-objective-exploration. Install from that link, not the branch.

## Related on Air Market

- [More Data & Analytics listings](/category/data)
- [Everything by NVIDIA Corporation](/@nvidia)

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Canonical URL: <https://airmarket.ai/app/cuopt-multi-objective-exploration>