auto-review-loop-llm

# Auto Review Loop (Generic LLM): Autonomous Research Improvement Autonomously iterate: review → implement fixes → re-review, until the external reviewer gives a positive assessment or MAX_ROUNDS is reached. ## Context: $ARGUMENTS ## Constants - MAX_ROUNDS = 4 - POSITIVE_THRESHOLD: score >= 6/10, or verdict contains "accept", "sufficient", "ready for submission" - REVIEW_DOC: `AUTO_REVIEW.md` in project root (cumulative log) ## LLM Configuration This skill uses **any OpenAI-compatible API** for external review via the `llm-chat` MCP server. ### Configuration via MCP Server (Recommended) Add to `~/.codex/settings.json`: ```json { "mcpServers": { "llm-chat": { "command": "/usr/bin/python3", "args": ["/Users/yourname/.codex/mcp-servers/llm-chat/server.py"], "env": { "LLM_API_KEY": "your-api-key", "LLM_BASE_URL": "https://api.deepseek.com/v1", "LLM_MODEL": "deepseek-chat" } } } } ``` ### Supported Providers | Provider | LLM_BASE_URL | LLM_MODEL | |----------|--------------|-----------| | **OpenAI** | `https://api.openai.com/v1` | `gpt-4o`, `o3` | | **DeepSeek** | `https://api.deepseek.com/v1` | `deepseek-chat`, `deepseek-reasoner` | | **MiniMax** | `https://api.minimax.io/v1` | `MiniMax-M2.7` | | **Kimi (Moonshot)** | `https://api.moonshot.cn/v1` | `moonshot-v1-8k`, `moonshot-v1-32k` | | **ZhiPu (GLM)** | `https://open.bigmodel.cn/api/paas/v4` | `glm-4`, `glm-4-plus` | | **SiliconFlow** | `https://api.siliconf...