cuopt-skill-evolution

cuopt-skill-evolution is a cursor rule for Cursor from NVIDIA/cuopt. It costs 65 tokens per session, scanned A, original, Apache-2.0.

A rule for updating the cuOpt skill instructions after solving a difficult or unusual problem. The update records useful lessons for future cuOpt work.

In plain words
What is it for?
Use it after non-trivial cuOpt work to check whether the instructions should include a new lesson or procedure.
Why use it?
It prevents the same solution or mistake from being rediscovered in later tasks.

Cursor rule for Cursor ✓ vendor

Written for Cursor: a Cursor rule (.mdc). Also seen: installed under .agents/ (shared by several agents).

Good fit Use it after non-trivial cuOpt work to check whether the instructions should include a new lesson or procedure.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/nvidia/cuopt/cuopt-skill-evolution
About the project

NVIDIA cuOpt is an optimization engine that uses GPUs to solve mathematical planning problems such as linear programming, quadratic programming, and vehicle routing. Developers and operations teams use its C++, C, Python, and server APIs for large-scale optimization, while the catalogue's agent skills connect it with agent-based optimization workflows.

NVIDIA/cuopt · 1,064 stars · on GitHub · docs.nvidia.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/NVIDIA/cuopt

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for cuopt-skill-evolution

README.md
[![agentmods](https://agentmods.dev/badge/rules/nvidia/cuopt/cuopt-skill-evolution/github.svg)](https://agentmods.dev/rules/nvidia/cuopt/cuopt-skill-evolution)
Your own site
<a href="https://agentmods.dev/rules/nvidia/cuopt/cuopt-skill-evolution"><img src="https://agentmods.dev/badge/rules/nvidia/cuopt/cuopt-skill-evolution/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for cuopt-skill-evolution

Your own site · 80×15
<a href="https://agentmods.dev/rules/nvidia/cuopt/cuopt-skill-evolution"><img src="https://agentmods.dev/badge/rules/nvidia/cuopt/cuopt-skill-evolution.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 65 This file is loaded in full into every session.
When invoked 65 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00065 $0.00065
Opus 5.5 $0.00026 $0.00026
Sonnet 5.5 $0.00013 $0.00013
Haiku 4.5 $0.00006 $0.00006

Measured 1mo ago against content hash 781b25689721, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

cuopt-skill-evolution scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/rules/cuopt-skill-evolution.mdc · 9 lines

What it actually says

Skill Evolution

After resolving a non-trivial problem, read and follow skills/cuopt-skill-evolution/SKILL.md to check whether the learning should be captured as a skill update.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 9 lines · 65 tokens per session scan A 781b25689721

Subscribe to this mod's changes

cuopt-skill-evolution is a cursor rule published in the GitHub repository NVIDIA/cuopt (1,064 stars, last pushed yesterday), licensed Apache-2.0. It adds 65 tokens to every session, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.