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在 OpenClaw 中安装
/install qclaw-self-evolver
功能描述
AI Agent 自我进化引擎。基于 OpenSpace + HermesAgent 理念，实现技能质量监控、学习记录自动处理、工作流模式提炼、自动创建新技能。触发场景： (1) 用户说「升级/完善/优化」相关 → 触发技能自进化 (2) 用户想了解「还记得什么/搜一下记忆」→ 触发语义记忆搜索 (3) 用户想「...
安全使用建议
This skill appears internally consistent and performs only local operations (no networking or credential access). Before installing: (1) back up any existing ~/.qclaw/workspace data you care about; (2) inspect the generated files under ~/.qclaw/workspace/.learnings and ~/.qclaw/workspace/skills to confirm generated SKILL.md contents are safe before using them as active skills; (3) if you don't want automatic cron tasks, skip the cron registration step or register manually; (4) consider running the scripts in a sandboxed environment first. If you need higher assurance, request code signatures or a trusted upstream source for this skill package.
功能分析
Type: OpenClaw Skill
Name: qclaw-self-evolver
Version: 1.0.1
The bundle implements a 'Self Evolver' engine that enables the AI agent to perform self-modification and establish persistence. Key indicators include the registration of a recurring cron job (every 3 days) in 'install_self_evolver.py' to execute local scripts, and the automated generation of new skill files (SKILL.md) in 'skill_evolution.py' based on user interactions. While these features align with the stated goal of an evolving agent, the ability to programmatically alter its own instructions and schedule background tasks represents a high-risk capability that could be exploited for persistence or unintended behavior if the learning logs are manipulated.
能力评估
Purpose & Capability
Name/description (self‑evolver for agent learning and generating skills) matches the included scripts and runtime actions: creating a workspace .learnings/, recording corrections, measuring skill metrics, running SEA (Sense/Assess/Evolve), and generating skill candidates. No unrelated env vars or external services are required.
Instruction Scope
SKILL.md and the scripts instruct the agent to create and write files under the workspace (LEARNINGS.md, ERRORS.md, pending.md, skill_metrics.json, skills/...), register a cron job (via openclaw.cron if available), and auto-generate SKILL.md files for new skills. These behaviors are consistent with the stated functionality but do grant the skill write access to a persistent workspace and the ability to create new skill descriptors automatically — review generated skills before trusting them.
Install Mechanism
No network downloads or package installs; code is included in the skill bundle and the install script copies local files into ~/.qclaw/workspace. This is a low-risk install mechanism (local file writes only).
Credentials
No credentials or sensitive environment variables are requested. The only environment usage is an optional QW_WORKSPACE path override (defaults to ~/.qclaw/workspace). No attempts to read system-wide config or secrets were detected.
Persistence & Privilege
The skill registers a recurring task (cron every 3 days) and writes persistent files to the user's workspace. always:true is not set. Persistent presence via cron and on-disk artifacts is expected for this functionality but increases persistence and should be considered before installation.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install qclaw-self-evolver - 安装完成后，直接呼叫该 Skill 的名称或使用
/qclaw-self-evolver触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.0.1
Version 1.0.1 summary: Major refactor of the skill’s structure and evolution engine for a cleaner, more modular self-evolution workflow.
- Replaced scripts/evolve.py with modular scripts: auto_learn.py, install_self_evolver.py, sea_evolve.py, skill_metrics.py.
- Removed references/patterns.md, scripts/evolve.py, and scripts/skill_quality.py; consolidated pattern and skill quality features.
- Skill now features clearly separated evolve (SEA engine), auto learn (automatic correction record), and skill evolution (auto skill extraction) modules.
- Installation workflow, core functionalities, and directory structure are streamlined and clarified.
- Supports automatic correction detection, scheduled evolution, and auto-generation of new skills from recurring patterns.
v1.0.0
Initial release: SEA self-evolution engine with task learning and automatic skill generation
元数据
常见问题
QClaw Self-Evolver 是什么？
AI Agent 自我进化引擎。基于 OpenSpace + HermesAgent 理念，实现技能质量监控、学习记录自动处理、工作流模式提炼、自动创建新技能。触发场景： (1) 用户说「升级/完善/优化」相关 → 触发技能自进化 (2) 用户想了解「还记得什么/搜一下记忆」→ 触发语义记忆搜索 (3) 用户想「... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 77 次。
如何安装 QClaw Self-Evolver？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install qclaw-self-evolver」即可一键安装，无需额外配置。
QClaw Self-Evolver 是免费的吗？
是的，QClaw Self-Evolver 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
QClaw Self-Evolver 支持哪些平台？
QClaw Self-Evolver 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 QClaw Self-Evolver？
由 理想菇（@qshan1）开发并维护，当前版本 v1.0.1。
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