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ai-pi-or-nemotron-free

Invoke Nemotron-3 via Pi to generate a JSON score, summary, and issues for a target file.

Updated Apr 26, 2026
Search Tags:#nemotron#openrouter#risk-assessment#code-review#pi#adversarial-review
One-click install
npx skills add https://github.com/EndUser123/cc-marketplace --skill ai-pi-or-nemotron-free
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: ai-pi-or-nemotron-free
Source: https://github.com/EndUser123/cc-marketplace/tree/main/plugins/cc-skills-ai-cli/skills/ai-pi-or-nemotron-free
Command: npx skills add https://github.com/EndUser123/cc-marketplace --skill ai-pi-or-nemotron-free

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates adversarial review of code by invoking Nemotron-3 via Pi to generate a structured JSON score, summary, and issues, helping developers identify vulnerabilities and quality gaps before deployment.

Core Features & Use Cases

  • Orchestrates a targeted adversarial review workflow against a given code file.
  • Returns a structured JSON payload with a score (0-1), a one-sentence summary, and a list of issues for quick remediation.
  • Useful in CI/CD pipelines to quickly assess code quality and security risks during code changes.

Quick Start

Run a Nemotron-based adversarial review on your target file using Pi and return a JSON score, summary, and issues.

Frequently Asked Questions about ai-pi-or-nemotron-free

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate adversarial code review for local files?▼

Adversarial code review is automated by invoking Nemotron-3 via Pi to analyze a local file path, returning a JSON payload with a score, summary, and issues. This identifies vulnerabilities and quality gaps before deployment.

What is structured risk assessment for source code and how does it work?▼

Structured risk assessment uses an adversarial model to evaluate code quality and security risks, returning a JSON score from 0 to 1, a one-sentence summary, and a list of issues. It helps developers quickly remediate vulnerabilities.

Do I need an OpenRouter API key to run Nemotron code reviews?▼

Yes, accessing the Nemotron-3 model requires routing through OpenRouter. You must provide a local file path for the target source code to receive the structured JSON assessment payload.

Can I use Nemotron adversarial review in CI/CD pipelines?▼

Yes, the adversarial review workflow is useful in CI/CD pipelines to quickly assess code quality and security risks during code changes. It outputs a structured JSON payload for quick automated remediation tracking.

What is the best way to get a JSON score and issue list for code vulnerabilities?▼

The best way is to run a Nemotron-based adversarial review on your target file using Pi. It outputs a JSON payload containing a 0-1 score, a summary, and a list of issues for quick remediation.

What format does the adversarial review output for code security risks?▼

The adversarial review outputs a structured JSON payload. This payload contains a numerical score from 0 to 1, a one-sentence summary, and a detailed list of identified issues for quick assessment.

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