🎁 Get the FREE AI Skills Starter Guide — Subscribe →
BytesAgainBytesAgain
BytesAgain › Skills › Astrai Code Review
🦀 ClawHub

Astrai Code Review

by @beee003

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

Versionv1.0.0
Downloads1,432
#coding#legal#gaming
TERMINAL
clawhub install astrai-code-review

📖 About This Skill

name: astrai-code-review description: AI-powered code review with intelligent model routing — saves 40%+ vs always using the most expensive model version: 1.0.0 homepage: https://github.com/beee003/astrai-openclaw metadata: clawdbot: emoji: "🔍" requires: env: ["ASTRAI_API_KEY"] primaryEnv: "ASTRAI_API_KEY" files: ["plugin.py", "config.example.toml"] tags: [code-review, inference, routing, cost-optimization, pr-review, diff, quality]

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

    | Variable | Required | Description | Default | |---|---|---|---| | ASTRAI_API_KEY | Yes | Your API key from as-trai.com | -- | | ANTHROPIC_API_KEY | No | Anthropic key for BYOK routing | -- | | OPENAI_API_KEY | No | OpenAI key for BYOK routing | -- | | GOOGLE_API_KEY | No | Google key for BYOK routing | -- | | DEEPSEEK_API_KEY | No | DeepSeek key for BYOK routing | -- | | MISTRAL_API_KEY | No | Mistral key for BYOK routing | -- | | GROQ_API_KEY | No | Groq key for BYOK routing | -- | | TOGETHER_API_KEY | No | Together key for BYOK routing | -- | | FIREWORKS_API_KEY | No | Fireworks key for BYOK routing | -- | | COHERE_API_KEY | No | Cohere key for BYOK routing | -- | | PERPLEXITY_API_KEY | No | Perplexity key for BYOK routing | -- | | REVIEW_STRICTNESS | No | standard, strict, or security | standard |

    External Endpoints

    | Endpoint | Purpose | Data Sent | |---|---|---| | https://as-trai.com/v1/chat/completions | Code review inference via intelligent routing | Diff content, file context, review instructions |

    Security & Privacy

  • All requests authenticated via API key in the Authorization header
  • Diffs are sent to the Astrai routing API, which forwards to the selected provider
  • In BYOK mode, provider keys are sent via encrypted header (X-Astrai-Provider-Keys) and never stored
  • No diffs, code, or review results are retained by Astrai after the request completes
  • Source code is fully open: github.com/beee003/astrai-openclaw

    • Model Invocation

    This skill sends code diffs to the Astrai routing API. The router classifies the review complexity and selects the best model:

  • High complexity (concurrency, security, architecture): Routes to Claude Opus, GPT-4o, or Gemini Pro
  • Medium complexity (logic errors, missing edge cases): Routes to Claude Sonnet, GPT-4o-mini, or Gemini Flash
  • Low complexity (formatting, typos, naming): Routes to Claude Haiku, GPT-4o-mini, or Gemini Flash

    • Your prompts are processed by third-party LLM providers according to the routing decision. In BYOK mode, calls are made using your own provider API keys.

    Pricing

    Same as Astrai platform pricing:

  • Free: 1,000 requests/day, smart routing, all strictness modes
  • Pro ($49/mo): Unlimited requests, priority routing, analytics dashboard
  • Business ($199/mo): Team dashboards, compliance exports, SLA guarantee

    • 💡 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.

    ⚙️ Configuration

    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