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Self Evolving Skill
作者
bltdz Orion
· GitHub ↗
· v1.0.2
12752
总下载
34
收藏
97
当前安装
3
版本数
在 OpenClaw 中安装
/install self-evolving-skill
功能描述
Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.
安全使用建议
Install only if you are comfortable with a local self-learning component that may store task context or embeddings and affect future behavior. Before enabling it, confirm the missing Python core/server files from the publisher, set an explicit storage directory, avoid sensitive inputs until retention is documented, and review or disable any auto-start MCP configuration.
功能分析
Type: OpenClaw Skill
Name: self-evolving-skill
Version: 1.0.2
The skill bundle implements a 'Self-Evolving Skill' system with Python core logic and TypeScript/Node.js wrappers, communicating via a local MCP server. The installation script and configuration are standard for OpenClaw skills, creating symlinks and directories within expected paths. While the `mcporter_adapter.py` sets an `action_code` using an f-string `f"# {name}"`, the prepended '#' makes it a comment, preventing direct code injection even if the `skill_engine.py` (not provided) were to execute it. There is no evidence of data exfiltration, unauthorized remote execution, persistence mechanisms beyond standard skill operation, or prompt injection attempts against the AI agent.
能力评估
Purpose & Capability
The create, execute, analyze, save, and load tools fit the self-evolving skill purpose, but they can mutate and retain learned skill state without clear boundaries, rollback, or isolation guarantees.
Instruction Scope
The documentation mentions persistence and learning, but does not clearly say what context, embeddings, learned behavior, or execution history are stored, retained, reused, or cleared.
Install Mechanism
The install script creates OpenClaw skill links and storage directories, which is expected, but the artifact documents Python core/server files that are absent from the reviewed package and the adapter has a developer-specific default storage path.
Credentials
Local filesystem storage, localhost HTTP, and a Python subprocess are broadly consistent with the MCP wrapper design, but the data boundary is under-documented and there is no local service authentication shown.
Persistence & Privilege
Persistent learned state is central to the skill, but save/load behavior, retention, deletion, inspection, and reset controls are not sufficiently specified; the guide also lists a clear-all tool without safety language.
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 self-evolving-skill - 安装完成后，直接呼叫该 Skill 的名称或使用
/self-evolving-skill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
v1.0.2
Self-Evolving Skill v1.0.2
- Added front-matter metadata (name, description, homepage) to SKILL.md for improved discovery.
- No code or functional changes; documentation formatting updated only.
- All core features, usage, and algorithm details remain unchanged.
v1.0.1
- Updated dependencies in package.json.
- Minor metadata or configuration adjustments in openclaw.yaml.
- No changes to user-facing features or documentation.
v1.0.0
Initial release of self-evolving-skill.
- Implements metacognitive self-learning based on predictive coding and value-driven skill evolution.
- Features Residual Pyramid for quantifying cognitive gaps, adaptive reflection triggers, and experience replay.
- Value gating ensures only beneficial mutations are kept; includes automatic experience storage and loading.
- Provides CLI, MCP server, and TypeScript SDK interfaces.
- Includes core algorithms for residual decomposition, multilevel transition rules, and adaptive thresholds.
元数据
常见问题
Self Evolving Skill 是什么？
Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 12752 次。
如何安装 Self Evolving Skill？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install self-evolving-skill」即可一键安装，无需额外配置。
Self Evolving Skill 是免费的吗？
是的，Self Evolving Skill 完全免费（开源免费），可自由下载、安装和使用。
Self Evolving Skill 支持哪些平台？
Self Evolving Skill 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 Self Evolving Skill？
由 bltdz Orion（@whtoo）开发并维护，当前版本 v1.0.2。
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