sca-ai-denoise

Filter and rank SCA findings by exploit risk into P0-P3 priorities.

316|42|Updated Apr 5, 2026
One-click install
npx skills add https://github.com/xwtro0tk1t-cloud/harness --skill sca-ai-denoise
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: sca-ai-denoise
Source: https://github.com/xwtro0tk1t-cloud/harness/tree/main/bundled-skills/sca-ai-denoise
Command: npx skills add https://github.com/xwtro0tk1t-cloud/harness --skill sca-ai-denoise

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

SCA scan results often generate noisy vulnerability lists. This skill uses AI to evaluate multi-dimensional risk and apply P0-P3 prioritization, filtering non-exploitable or low-impact findings to help security teams focus on truly actionable vulnerabilities.

Core Features & Use Cases

  • AI-driven risk ranking: orders vulnerabilities by exploitability and business impact.
  • Noise filtering: removes irrelevant findings per the defined policy and reduces alert fatigue.
  • Supply chain risk assessment: evaluates package health, maintainers, and remediation options to inform risk decisions.

Quick Start

Feed the AI with your SCA findings and return a prioritized P0-P3 list with brief explanations.

Frequently Asked Questions about sca-ai-denoise

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

FAQPage Schema
How do I reduce noise and prioritize SCA vulnerabilities from scan results?▼

To reduce SCA vulnerability noise, you can filter scan findings by true exploitability and business impact. This process applies a multi-dimensional risk framework to evaluate package health and severity, producing a P0-P3 prioritized list of actionable vulnerabilities.

What is SCA risk prioritization and how does it help with alert fatigue?▼

SCA risk prioritization is the process of ranking software composition analysis findings by true exploit risk. It reduces alert fatigue by filtering non-exploitable or low-impact vulnerabilities, enabling security teams to focus only on truly actionable threats.

Can I use SCA denoise with Grype, Snyk, and Xray vulnerability outputs?▼

Yes, SCA denoise works with vulnerability outputs from Grype, Snyk, and Xray. You simply feed the AI a JSON array of vulnerabilities containing fields like cve_id, package, severity, and description to generate a prioritized P0-P3 list.

What JSON input format is required for AI-driven SCA risk ranking?▼

AI-driven SCA risk ranking requires a JSON array of vulnerabilities. Each object must contain specific fields including index, cve_id, package, severity, title, and description to properly evaluate exploitability and apply P0-P3 prioritization.

How does AI evaluate supply chain risk for vulnerable packages?▼

AI evaluates supply chain risk by analyzing package health, maintainer activity, and available remediation options. This multi-dimensional assessment informs risk decisions and filters out non-exploitable findings from your SCA vulnerability reports.