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Install in OpenClaw
/install qclaw-self-evolver
Description
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「...
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install qclaw-self-evolver - After installation, invoke the skill by name or use
/qclaw-self-evolver - Provide required inputs per the skill's parameter spec and get structured output
Version History
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
Metadata
Frequently Asked Questions
What is QClaw Self-Evolver?
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「... It is an AI Agent Skill for Claude Code / OpenClaw, with 77 downloads so far.
How do I install QClaw Self-Evolver?
Run "/install qclaw-self-evolver" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is QClaw Self-Evolver free?
Yes, QClaw Self-Evolver is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does QClaw Self-Evolver support?
QClaw Self-Evolver is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created QClaw Self-Evolver?
It is built and maintained by 理想菇 (@qshan1); the current version is v1.0.1.
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