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astrai-code-review

AI-powered code review with intelligent model routing — saves 40%+ vs always using the most expensive model

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/beee003/astrai-code-review
Or

Astrai Code Review

AI-powered code review with intelligent model routing. Complex logic goes to powerful models. Formatting and style goes to fast, cheap ones. You save 40%+ without sacrificing quality.

What it does

  • Smart routing for reviews: Astrai analyzes the diff complexity and routes to the optimal model. A gnarly concurrency bug gets Opus. A missing semicolon gets Haiku. You only pay for the intelligence you need.
  • Structured output: Every review returns typed issues with file, line number, severity (critical/warning/info), message, and a concrete suggestion.
  • Strictness modes: Standard catches bugs and logic errors. Strict adds style and best-practice checks. Security mode focuses on vulnerabilities, injection, auth, and data exposure.
  • BYOK (Bring Your Own Keys): Your provider API keys stay with you. Astrai decides which model to use, then calls the provider using YOUR key. You pay providers directly.
  • Cost tracking: Every review response includes the cost and how much you saved vs always using the most expensive model.
  • Local-only mode: If you only set ASTRAI_API_KEY without provider keys, Astrai uses its own hosted models. Still routed intelligently, still cheap.

Setup

  1. Get a free API key at as-trai.com
  2. Set ASTRAI_API_KEY in your environment or skill config
  3. Optionally add provider API keys for BYOK routing (e.g. ANTHROPIC_API_KEY, OPENAI_API_KEY)
  4. Run /review on any diff or PR

Usage

/review                     Review the current diff (staged changes)
/review --strict            Strict mode: bugs + style + best practices
/review --focus security    Security-focused review (vulns, injection, auth)
/review --file src/auth.py  Review a specific file

Examples

Basic review of staged changes:

/review

Returns issues found in the current diff with severity levels and suggestions.

Strict review for a PR:

/review --strict

Catches not just bugs but also style violations, naming issues, and missed best practices.

Security audit:

/review --focus security

Focuses on SQL injection, XSS, auth bypass, hardcoded secrets, insecure deserialization, and other vulnerability classes.

Environment Variables

Metadata

Author@beee003
Stars2387
Views0
Updated2026-03-09
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-beee003-astrai-code-review": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags

#code-review#inference#routing#cost-optimization#pr-review#diff#quality
Safety NoteClawKit audits metadata but not runtime behavior. Use with caution.