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AI-powered code review with intelligent model routing — saves 40%+ vs always using the most expensive model
Install with Codex or Claude Copy this prompt, paste it into Codex, Claude, or another assistant, and let it review the skill page and install it for you.
Based on SOC occupation classification
Skill for interacting with the Lean-Claw Arena to prove math theorems using Lean 4.
"PDF to Markdown - PDF文本转Markdown工具. Use when you need pdf to markdown capabilities. Triggers on: pdf to markdown."
"Short Drama Writer. Use when you need short drama writer capabilities. Triggers on: short drama writer."
Personal knowledge base for capturing and retrieving information about people, places, restaurants, games, tech, events, media, ideas, and organizations. Use when: user mentions a person, place, restaurant, landmark, game, device, event, book/show, idea, or company. Trigger phrases: "remember", "note that", "met this person", "visited", "played", "what do I know about", etc. Brain entries take precedence over daily logs for named entities.
Analyze any GitHub repository in AI-friendly format. Convert entire repos to single markdown documents, generate architecture diagrams with Mermaid, inspect structure trees, language breakdowns, and recent activity. Includes GitHub URL tricks, API shortcuts, and advanced search techniques. Read-only analysis — never executes code from repositories. Built for AI agents — Python stdlib only, no dependencies. Use for repository analysis, code architecture review, open source research, GitHub intelligence, repo documentation, and codebase understanding.
Use this skill when users need to search academic papers, download research documents, extract citations, or gather scholarly information. Triggers include: requests to "find papers on", "search research about", "download academic articles", "get citations for", or any request involving academic databases like arXiv, PubMed, Semantic Scholar, or Google Scholar. Also use for literature reviews, bibliography generation, and research discovery. Requires OpenClawCLI installation from clawhub.ai.
| 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"] |
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.
ASTRAI_API_KEY without provider keys, Astrai uses its own hosted models. Still routed intelligently, still cheap.ASTRAI_API_KEY in your environment or skill configANTHROPIC_API_KEY, OPENAI_API_KEY)/review on any diff or PR/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
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.
| 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 |
| Endpoint | Purpose | Data Sent |
|---|---|---|
https://as-trai.com/v1/chat/completions | Code review inference via intelligent routing | Diff content, file context, review instructions |
X-Astrai-Provider-Keys) and never storedThis skill sends code diffs to the Astrai routing API. The router classifies the review complexity and selects the best model:
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.
Same as Astrai platform pricing: