What problem does it solve?
Prevents wrong-direction implementation by verifying readiness before any coding begins, reducing wasted effort and erroneous work. It enforces a high-confidence gate (≥90%) so teams only proceed when duplication, architecture, documentation, OSS references, and root cause are validated.
Core Features & Use Cases
- Duplicate Detection: Searches for existing implementations to avoid redundant work.
- Architecture Compliance: Confirms solutions align with the existing tech stack and patterns.
- Official Documentation & OSS Verification: Validates official docs and working open-source examples to ensure compatibility.
- Root Cause Analysis: Ensures the underlying issue is identified rather than addressing symptoms.
- Use Case: Before implementing a feature or fixing a failing test, run the confidence assessment to decide whether to proceed, gather more context, or stop and investigate further.
Quick Start
Run a confidence assessment for a planned change by asking the assistant to check duplicates, architecture alignment, official documentation, OSS references, and root cause and then return a composite confidence score and recommendation.
