auto-review-loop-llm

Auto Review Loop (Generic LLM): Autonomous Research Improvement

🔒 Do not wrap this skill in /loop, /schedule, or CronCreate. Like /auto-review-loop, it already loops internally (review → fix → re-review), feeding each round's prior-round summary into the next review prompt (the backend is a stateless per-round API/MCP call, not a shared thread). An external timer re-enters from the top each tick, dropping that accumulated context and firing the verdict on wall-clock time instead of on artifact change — zero new signal, full token cost. Schedule the external wait that precedes it, not the verdict. See shared-references/external-cadence.md.

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 AND verdict ∈ {"ready", "almost"} — both must hold, matching the operative STOP check below. Verdict vocabulary is {"ready", "almost", "not ready"}. (Earlier wording used or and a stale verdict set; the AND form is authoritative.)
• REVIEW_DOC: review-stage/AUTO_REVIEW.md (cumulative log) (fall back to ./AUTO_REVIEW.md for legacy projects)

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 ~/.claude/settings.json:

{
  "mcpServers": {
    "llm-chat": {
      "command": "/usr/bin/python3",
      "args": ["/Users/yourname/.claude/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-M3
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.siliconflow.cn/v1	Qwen/Qwen2.5-72B-Instruct
阿里云百炼	https://dashscope.aliyuncs.com/compatible-mode/v1	qwen-max
零一万物	https://api.lingyiwanwu.com/v1	yi-large