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Confidence Check

Assess pre-implementation readiness with a numeric confidence score and checklist.

Updated Aug 27, 2026
Search Tags:#planning#architecture#documentation#confidence#risk-assessment#pre-implementation
One-click install
npx skills add https://github.com/pukpuklouis/website-blackliving-ecomm --skill confidence-check-pukpuklouis
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Confidence Check
Source: https://github.com/pukpuklouis/website-blackliving-ecomm/tree/main/.agent/skills/Confidence%20Check
Command: npx skills add https://github.com/pukpuklouis/website-blackliving-ecomm --skill confidence-check-pukpuklouis

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps teams avoid wrong-direction work by performing a pre-implementation confidence assessment that checks for duplicates, architecture alignment, official documentation, OSS references, and root-cause identification.

Core Features & Use Cases

  • Pre-implementation screening across five checks to validate readiness.
  • Architecture and docs validation to ensure adherence to existing patterns and available official resources.
  • OSS reference verification to locate proven implementations and avoid reinventing the wheel.
  • Root-cause clarity to pinpoint actual problems before coding, minimizing rework.
  • Decision gate integration by producing a numeric confidence score and a readable checklist for CI/CD or planning tools.

Quick Start

Provide task context to the confidence check (e.g., task description, duplicate check status, architecture alignment, official docs availability, OSS references, and root-cause clarity). Run the confidenceCheck(context) function to obtain a score and a checklist. If the score is below 0.9, address the flagged areas before proceeding with implementation.

Frequently Asked Questions about Confidence Check

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

FAQPage Schema
How do I verify task readiness before starting feature implementation?▼

Pre-implementation readiness verification evaluates duplicates, architecture alignment, official documentation, OSS references, and root-cause clarity to produce a numeric confidence score and checklist before coding begins.

What is a pre-implementation confidence assessment for architecture reviews?▼

A pre-implementation confidence assessment checks architecture alignment and official documentation availability to ensure new features adhere to existing patterns and validated resources before deployment.

How do I run a confidence check on my task context to get a readiness score?▼

Provide task context including duplicate status and root-cause clarity, then run the confidence check to obtain a numeric score and human-readable checklist to identify gaps requiring attention.

Can I integrate a readiness confidence score into my CI/CD pipeline?▼

Yes, the readiness confidence score and generated checklist can be integrated into CI/CD or planning tools as a decision gate to block implementation if the score falls below 0.9.

When should I perform a root-cause analysis and duplicate check during feature planning?▼

Perform root-cause analysis and duplicate checks during feature planning to pinpoint actual problems and avoid reinventing the wheel, minimizing rework and misdirection before coding starts.

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