What problem does it solve?
Reviewing vMCP code changes manually risks missing recurring anti-patterns that increase cognitive load, create brittle dependencies, and undermine testability across the codebase.
Core Features & Use Cases
- Scoped Review: Examines only changed files in a PR or diff under
pkg/vmcp/ and cmd/vmcp/, or audits all Go files in a target package.
- Anti-Pattern Detection: Checks code against the anti-patterns defined in
.claude/rules/vmcp-anti-patterns.md, applying judgment about which checks are relevant.
- Severity Classification: Classifies each finding as Must Fix, Should Fix, or Note, and reports clean checks explicitly.
- Use Case: When reviewing a pull request that modifies the vMCP server aggregation logic, run this Skill to detect newly introduced anti-patterns and produce a structured review report.
Quick Start
Review the vMCP changes in this pull request for known anti-patterns and report findings by severity.