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Install in OpenClaw
/install openclaw-auto-evolve
Description
OpenClaw 自进化系统 - 让AI具备自我学习与自我提升能力 通过「犯错→学习→提炼→强化」的闭环机制，实现真正的自我改进 核心能力：自动发现问题、分析根因、提出建议、验证效果、落地形成规则
Usage Guidance
This skill appears to do what it claims at a basic level and does not request secrets or network access. Before installing: (1) decide where files will be written by setting OPENCLAW_WORKSPACE to a dedicated, non-root directory you control (the default is /root/.openclaw/workspace); (2) be aware SKILL.md promises extra features (automatic rule initialization, layered memory) that are not implemented in the shipped Python — treat it as a lightweight, file-backed helper rather than a full self‑evolution framework; (3) if you want stronger guarantees, review or run the Python in a sandbox to confirm behavior and inspect any files it creates (auto_learned_rules.md, daily learning files).
Capability Analysis
Type: OpenClaw Skill
Name: openclaw-auto-evolve
Version: 1.0.0
The skill bundle implements a basic 'self-evolution' framework for an AI agent, focusing on health monitoring and logging insights to local markdown files. The Python script (self_evolution.py) performs standard file I/O within the designated workspace and lacks any high-risk behaviors such as network requests, shell execution, or access to sensitive system credentials.
Capability Assessment
Purpose & Capability
Name/description promise a self-evolution system; the provided Python implements health checks, rule-summary reads, and a learning-record writer under a workspace directory. There are no unrelated credentials, binaries, or external accesses requested.
Instruction Scope
SKILL.md advertises features like layered memory management, automatic rule‑library initialization, and cross-session persistence; the code implements a basic file-backed learning recorder, a health checker, and rule-summary reader but does not contain explicit initialization of a rules DB or advanced memory layer logic described in the docs. This is a mismatch (feature claims > implemented behavior).
Install Mechanism
No install spec and only a small Python file are included. No network downloads or package installs are performed by the skill itself, so install risk is low.
Credentials
The code uses a single optional env var OPENCLAW_WORKSPACE to locate its workspace (default /root/.openclaw/workspace). No credentials, tokens, or unrelated env vars are requested. Note: the default path under /root may be surprising; it will create/read files there unless overridden.
Persistence & Privilege
The skill reads/writes files only under its declared workspace path (STATE_DIR and .learnings). always is false and it does not modify other skills or global agent config. Persistence is local to its workspace.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install openclaw-auto-evolve - After installation, invoke the skill by name or use
/openclaw-auto-evolve - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
OpenClaw 自进化系统 1.0.0 发布：
- 实现自动问题发现、根因分析、建议生成与验证效果的自我进化闭环
- 支持多层记忆管理，分为核心记忆与次要记忆
- 集中式规则库，自动置信度调整及隐私分级
- 系统提供健康评分、状态追踪和预警功能
- 提供关键词与命令触发方式
- 首次运行自动初始化，推荐配合 memory 模块使用
Metadata
Frequently Asked Questions
What is OpenClaw自动进化系统?
OpenClaw 自进化系统 - 让AI具备自我学习与自我提升能力 通过「犯错→学习→提炼→强化」的闭环机制，实现真正的自我改进 核心能力：自动发现问题、分析根因、提出建议、验证效果、落地形成规则. It is an AI Agent Skill for Claude Code / OpenClaw, with 377 downloads so far.
How do I install OpenClaw自动进化系统?
Run "/install openclaw-auto-evolve" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is OpenClaw自动进化系统 free?
Yes, OpenClaw自动进化系统 is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does OpenClaw自动进化系统 support?
OpenClaw自动进化系统 is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created OpenClaw自动进化系统?
It is built and maintained by Junge (@xiejianjun000); the current version is v1.0.0.
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