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Multi-dimensional code review across correctness, security, performance, and maintainability with confidence-gated reporting and remediation loops.

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babysitter
1.9k200 skills3 agents21 commands1 MCP

Claude Code

$ npx -y skills add a5c-ai/babysitter --skill code-review-pipeline --agent claude-code

SKILL.md

code-review-pipeline.SKILL.md
name: code-review-pipeline
description: Multi-dimensional code review across correctness, security, performance, and maintainability with confidence-gated reporting and remediation loops.
allowed-tools: Read, Bash, Grep, Glob
graph:
  domains: [domain:software-engineering]
  skillAreas: [skill-area:agentic-loops, skill-area:orchestration-loop]
  workflows: [workflow:feature-development]
  topics: [topic:developer-experience]
  roles: [role:tech-lead, role:backend-engineer]
  • Logic errors and off-by-one mistakes
  • Edge case handling (null, undefined, empty, boundary)
  • Type safety (no implicit any, proper narrowing)
  • Error handling completeness
  • Floating promise detection
  • Race condition analysis

Dimension 2: Security

  • Injection vectors (SQL, XSS, command, template)
  • Authentication and authorization gaps
  • Data exposure (PII, credentials, internal state)
  • Dependency vulnerabilities (known CVEs)
  • Input validation completeness

Dimension 3: Performance

  • Algorithmic complexity (O(n^2) detection)
  • Memory leaks (event listeners, closures, caches)
  • Unnecessary allocations in hot paths
  • Database query optimization (N+1, missing indexes)
  • Bundle size impact

Dimension 4: Maintainability

  • Naming clarity and consistency
  • Documentation completeness (JSDoc, inline comments)
  • Test coverage adequacy
  • Coupling analysis (afferent/efferent)
  • File organization compliance

Confidence Gating

  • Score each issue 0-100 on confidence
  • Only report issues >= 80% confidence
  • Prevents false positive noise
  • Higher confidence for clear patterns, lower for heuristic matches

Remediation Loop

  • Prioritize: critical > high > medium > low
  • Apply fixes via refactor-cleaner agent
  • Re-review after remediation
  • Maximum 2 remediation cycles
  • Exit when no critical/high issues remain

When to Use

  • Post-implementation review
  • Pre-merge PR review
  • Security audit
  • Technical debt assessment

Agents Used

  • `code-reviewer` (primary)
  • `refactor-cleaner` (remediation)
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Enforce obedience on agentic workforces. Manage extremely complex workflows through deterministic, hallucination-free self-orchestration.

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Questions about code-review-pipeline.

Which coding agents can use code-review-pipeline?
code-review-pipeline installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.