Mmcp.market

code-review-pipeline skill

by a5c-ai·a5c-ai/babysitter·1.8k stars·MIT

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

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Install the code-review-pipeline skill

A skill is a folder. Copy it into your agent's skills folder and the agent loads it when the task matches its description. 

git clone --depth 1 https://github.com/a5c-ai/babysitter.git /tmp/babysitter
mkdir -p ~/.claude/skills
cp -r /tmp/babysitter/library/methodologies/everything-claude-code/skills/code-review-pipeline ~/.claude/skills/code-review-pipeline
available in every project

In the Claude apps, zip the folder and upload it from the Skills settings. The folder on GitHub

The instructions your agent would load

SKILL.md as published, without the frontmatter. Read it on GitHub

  • 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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  • Aagent-dispatch
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