Reviews vMCP code changes for known anti-patterns that make the codebase harder to understand or more brittle. Use when reviewing PRs, planning features, or refactoring vMCP code.
77
96%
Does it follow best practices?
Run evals on this skill
Adds up to 20 points to the overall score
View guide
Passed
No findings from the security scan
Review code in pkg/vmcp/ and cmd/vmcp/ for known anti-patterns that increase cognitive load, create brittle dependencies, or undermine testability. This skill is used both for reviewing proposed changes and for auditing existing code.
Identify the files to review:
pkg/vmcp/ and cmd/vmcp/.go files in the target packageFor each file under review, check against the anti-patterns defined in .claude/rules/vmcp-anti-patterns.md (which is auto-loaded when vMCP files are read). Not every anti-pattern applies to every file — use judgment about which checks are relevant based on what the code does.
For each finding, classify severity:
Structure your report as:
## vMCP Review: [scope description]
### Must Fix
- **[Anti-pattern name]** in `path/to/file.go:line`: [What's wrong and what to do instead]
### Should Fix
- **[Anti-pattern name]** in `path/to/file.go:line`: [What's wrong and what to do instead]
### Notes
- **[Anti-pattern name]** in `path/to/file.go:line`: [Brief description, for awareness]
### Clean
No issues found for: [list anti-patterns that were checked and passed]If no issues are found, say so explicitly — a clean review is valuable signal.
golangci-lint for that)cd373ec
If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.