Confidence Check

Assess pre-implementation confidence with five weighted checks before coding.

Updated Oct 16, 2025
One-click install
npx skills add https://github.com/mlee0412/frok --skill confidence-check-mlee0412
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: Confidence Check
Source: https://github.com/mlee0412/frok/tree/main/.claude/skills/confidence-check
Command: npx skills add https://github.com/mlee0412/frok --skill confidence-check-mlee0412

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Developers and teams often waste significant time and resources pursuing tasks that are already implemented, don't align with architectural standards, or are based on an unclear understanding of the root problem. This Skill proactively identifies these pitfalls, ensuring you only invest effort into well-validated, high-confidence work.

Core Features & Use Cases

  • Pre-implementation Validation: Automatically performs a 5-point check covering duplicate implementations, architecture compliance, official documentation review, and existing open-source references.
  • Root Cause Clarity: Forces a clear identification of the underlying problem, preventing solutions that only address symptoms.
  • Quantifiable Confidence Score: Provides a clear confidence score (0-1.0) to determine if a task is ready for implementation, requires further investigation, or should be stopped.
  • Use Case: Before starting a new feature or bug fix, activate this Skill. It will guide you through a rapid assessment, ensuring your approach is sound and preventing hours or days of wasted development effort on a flawed premise.

Quick Start

Check my confidence for implementing 'user authentication using OAuth2 and NextAuth.js', ensuring no duplicates and architectural compliance.

Frequently Asked Questions about Confidence Check

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

FAQPage Schema
How do I assess whether my implementation approach is ready before I start coding?

Pre-implementation confidence assessment evaluates five critical areas: duplicate detection, architecture alignment, documentation review, open-source references, and root-cause clarity. This validation produces a 0-1.0 confidence score to confirm readiness, identify gaps, or flag stop conditions before development begins.

What should I verify to prevent rework on new features and refactoring tasks?

Verify that your task hasn't already been implemented, aligns with your system architecture, is documented in official sources, has no existing open-source solutions, and addresses the underlying problem—not just symptoms. These checks reduce costly rework and wasted development effort.

Can I use confidence checks for bug fixes and integration work?

Yes. Confidence checks apply to new features, bug fixes, refactoring, and integration tasks. The same five-point validation—duplicates, architecture, documentation, OSS references, and root-cause clarity—ensures all development work rests on solid assumptions before implementation.

How does a confidence score help me decide whether to proceed with a task?

The confidence score (0-1.0) synthesizes weighted checks across duplicates (25%), architecture (25%), documentation (20%), open-source references (15%), and root-cause clarity (15%). Scores indicate readiness to proceed, areas requiring investigation, or conditions to stop and reassess.

What happens if my confidence score is low?

A low score signals missing validation in one or more areas—unresolved duplicates, architectural misalignment, insufficient documentation review, overlooked OSS solutions, or unclear root causes. The assessment identifies which gaps to close before coding begins.