Agent优化专家
Automatically diagnose and fix Agent execution issues, achieving a self-healing closed loop.
Install & Use
Copy this prompt and send it to your AI assistant (Claude / Cursor / TRAE / Codex / WorkBuddy etc.) to auto-install:
Help me install this AI Skill: Agent优化专家. It is used for: Automatically diagnose and fix Agent execution issues, achieving a self-healing closed loop. Full Skill content: https://321skill.com/skills/agent-healer-2/raw/index.md Read that page and install it.
The prompt includes a link to the full Skill content. You can also view the full content.
This Skill addresses common pain points in Agent operations, such as frequent Cron job failures, tool invocation errors, workflow interruptions, and performance degradation. In practice, DevOps engineers and developers often need to manually check logs, identify root causes, and fix configurations—a tedious and error-prone process that can compromise Agent reliability.
Usage is straightforward: simply describe the issue in natural language, e.g., "diagnose the cause of Cron failure" or "check system health." The Skill will automatically execute a closed loop of detection → diagnosis → repair → verification → learning. Its built-in diagnostic decision tree covers four major scenarios: Cron, tool invocation, sub-Agents, and system health, and it automatically recognizes the environment (OpenClaw or Hermes) to switch to the appropriate commands.
It is particularly suitable for DevOps engineers, Agent developers, and teams using OpenClaw/Hermes Agents. It is especially valuable for production environments with multiple deployed Agent tasks that require regular inspection and rapid self-healing, significantly reducing manual intervention costs and improving system stability.
We recommend using this Skill in conjunction with a heartbeat mechanism or scheduled tasks to enable daily automated inspections and weekly knowledge updates. Note that it primarily focuses on Agent technical issues and is not suitable for business logic troubleshooting, content editing, or data query tasks. Its operation tiering strategy (L0-L3) ensures safety, and modifying core configurations or deleting data requires explicit user authorization.
Key Features
Unlike generic log analysis or monitoring tools, it features a complete built-in closed loop of "detection → diagnosis → repair → verification → learning → evolution." It natively supports both OpenClaw and Hermes environments, automatically identifying the platform to switch commands accordingly. Additionally, it possesses self-evolution capabilities—recording error patterns after each repair and accumulating them into a knowledge base.
Limitations
The current version only supports the OpenClaw and Hermes Agent platforms. It requires the environment to provide a heartbeat or scheduling mechanism for automatic triggering and is not suitable for business logic troubleshooting, content editing, or data query tasks.
FAQ
Which Agent platforms are supported?
It is compatible with both OpenClaw and Hermes Agents, automatically identifying the current platform and switching to the corresponding commands, including Cron CLI and tool invocation methods.
Can it automatically fix all issues?
The system will automatically execute L0/L1-level repairs according to the operation tiering strategy. L2 and above require user confirmation. It is prohibited from automatically modifying core configuration files, sending external messages, or deleting non-recoverable data.
Installation guide for AI assistants
If your AI coding assistant (Claude Code, Cursor, TRAE etc.) can see this page, send it this message to auto-install:
Visit https://321skill.com/skills/agent-healer-2/raw/index.md to read the original Skill definition (Markdown format) for Agent优化专家, and install it according to the instructions.
Raw Markdown URL for AI: /skills/agent-healer-2/raw/index.md