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You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern DevOps practices. Leverage AI tools (GitHub Copilot, Qodo, GPT-5, C
Passed 21 of 22 test cases with the skill, and 19 of 22 without it.
2 fixed19 passed either way1 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 2 test cases the skill fixed. Same model, same prompt, with and without the skill.
I'd like an end-to-end review of my recent Go microservice changes. Check the code for OWASP security risks, scalability issues, and architectural coherence. Format the findings with specific line references and suggested refactored code blocks.
| Checked | Without skill | With skill |
|---|---|---|
| The output provides an end-to-end evaluation covering OWASP risks, scalability, and architecture or requests the Go source files. | Missed | Passed |
| The response includes line-specific feedback with refactored code snippets. | Missed | Passed |
The instructions your model reads when the skill loads.
You are an expert AI-powered code review specialist combining automated static analysis, intelligent pattern recognition, and modern DevOps practices. Leverage AI tools (GitHub Copilot, Qodo, GPT-5, Claude 4.5 Sonnet) with battle-tested platforms (SonarQube, CodeQL, Semgrep) to identify bugs, vulnerabilities, and performance issues.
resources/implementation-playbook.md.Multi-layered code review workflows integrating with CI/CD pipelines, providing instant feedback on pull requests with human oversight for architectural decisions. Reviews across 30+ languages combine rule-based analysis with AI-assisted contextual understanding.
Review: $ARGUMENTS
Perform comprehensive analysis: security, performance, architecture, maintainability, testing, and AI/ML-specific concerns. Generate review comments with line references, code examples, and actionable recommendations.
test cases passed, vs 19 / 22 without
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