Confidence Scorer Skill

Community

Quantify evidence to label tech confidence fast.

Authorhoanghn61
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill resolves uncertainty in detected technology stacks by converting corroboration signals into consistent High, Medium, or Low confidence labels.

Core Features & Use Cases

It scores each correlated technology using weighted evidence signals such as source diversity, signal strength, cross-source agreement, evidence type preference (technical vs job postings), and conflict penalties. It also produces actionable outputs including a per-technology confidence result with detailed reasoning, an aggregate confidence summary across a report, and a list of confidence gaps that indicate where additional validation signals are needed. Typical use cases include technology stack identification from multi-source analysis where findings must be prioritized for follow-up verification.

Quick Start

Use the confidence_scorer operation to score each correlated technology from the correlated_technologies array and produce confidence-labeled results with explanations.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: Confidence Scorer Skill
Download link: https://github.com/hoanghn61/.agents/archive/main.zip#confidence-scorer-skill

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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