atlas_bug_oracle
Identify bug-prone code and high-risk changes early with predictive risk scoring, guiding preemptive tests and reducing future defects.
Instructions
PREDICTIVE BUG DETECTION & RISK ANALYSIS ENGINE
ML-inspired bug prediction capabilities:
Predict where bugs are likely to occur BEFORE they happen
Calculate bug probability scores for each file/function
Identify high-risk code changes before they cause issues
Detect bug-prone patterns (complexity, coupling, churn)
Generate pre-emptive test recommendations
Track historical bug patterns
Provide confidence intervals for predictions
Integration with git history for churn analysis
This is NOT a static analyzer - it predicts FUTURE bugs using ML-like heuristics.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| timeRange | No | Time range for historical analysis | |
| projectPath | Yes | Path to the project root | |
| targetFiles | No | Specific files to analyze | |
| analysisDepth | No | Analysis depth (affects confidence) | |
| customPatterns | No | Custom bug patterns to detect | |
| includeGitHistory | No | Include git churn analysis (default: true) |