Bug Predictor

This skill uses historical data to prevent bugs from being created in the first place.

Capabilities

1. Hotspot Identification

• Analyzes "Churn" (frequently changed files) and "Complexity" to identify files most likely to contain bugs.
• Correlates new changes with past outage patterns.

2. Preventive Warning

• Issues a "High Risk" warning during local-reviewer or pr-architect execution if a change matches a known defect-prone pattern.

Usage

• "Analyze our recent commits and identify the top 5 bug hotspots."
• "Does this new PR touch any code that has historically caused production outages?"

Knowledge Protocol

• This skill adheres to the knowledge/orchestration/knowledge-protocol.md. It automatically integrates Public, Confidential (Company/Client), and Personal knowledge tiers, prioritizing the most specific secrets while ensuring no leaks to public outputs.
  \n## Governance Alignment\n\n- This skill aligns with IPA non-functional standards and FISC security guidelines to ensure enterprise-grade compliance.