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Oraclaw Cmaes
作者
Whatsonyourmind
· GitHub ↗
· v1.0.0
· MIT-0
129
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install oraclaw-cmaes
功能描述
CMA-ES continuous optimization for AI agents. State-of-the-art derivative-free optimizer. 10-100x more sample-efficient than genetic algorithms on continuous...
安全使用建议
This skill appears coherent: it describes a hosted CMA-ES optimizer and only needs ORACLAW_API_KEY. Before installing, verify the vendor (https://oraclaw.dev/cmaes), confirm billing/pricing and the exact API endpoints the agent will call, and ensure the API key you provide has the minimal required scope. Because this is an instruction-only skill, the static scanner had nothing to analyze—monitor API usage after enabling the skill and rotate the key if you see unexpected requests. If you need stronger guarantees, ask the vendor for documentation of the API and authentication flow and limit access to a test account or budget-limited key first.
功能分析
Type: OpenClaw Skill
Name: oraclaw-cmaes
Version: 1.0.0
The oraclaw-cmaes skill is a legitimate tool for continuous optimization using the CMA-ES algorithm. The SKILL.md file provides clear instructions for hyperparameter tuning and parameter calibration, requiring only a standard API key (ORACLAW_API_KEY) for its external service (oraclaw.dev). No malicious code, data exfiltration, or prompt injection attempts were identified.
能力评估
Purpose & Capability
Name/description (CMA-ES optimizer) match the declared requirement of a single ORACLAW_API_KEY to use a hosted optimization tool. Nothing requested (binaries, unrelated env vars, config paths) is extraneous to a remote optimization API.
Instruction Scope
SKILL.md is an instruction-only spec describing the optimizer, parameters, and expected outputs. It does not instruct the agent to read arbitrary files, access other environment variables, or exfiltrate data. The instructions are focused on optimizing continuous parameters and note that the service minimizes objectives.
Install Mechanism
No install spec and no code files — lowest-risk pattern. The skill won't write code or binaries to disk via an installer.
Credentials
Only a single primary credential (ORACLAW_API_KEY) is required, which is appropriate for a hosted optimization API. There are no other surprising secrets or credential requests.
Persistence & Privilege
always is false and the skill is user-invocable; it does not request forced permanent presence or attempt to modify other skills or system-wide settings.
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 oraclaw-cmaes - 安装完成后，直接呼叫该 Skill 的名称或使用
/oraclaw-cmaes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
v1.0.0
- Initial release of oraclaw-cmaes v1.0.0.
- Provides state-of-the-art CMA-ES optimizer for continuous, derivative-free optimization.
- Sample-efficient alternative to genetic algorithms for smooth continuous problems.
- Supports hyperparameter tuning, portfolio optimization, and parameter calibration.
- Requires ORACLAW_API_KEY environment variable.
- Usage pricing: $0.10 per optimization, first 1,000 calls/month free.
元数据
常见问题
Oraclaw Cmaes 是什么？
CMA-ES continuous optimization for AI agents. State-of-the-art derivative-free optimizer. 10-100x more sample-efficient than genetic algorithms on continuous... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 129 次。
如何安装 Oraclaw Cmaes？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install oraclaw-cmaes」即可一键安装，无需额外配置。
Oraclaw Cmaes 是免费的吗？
是的，Oraclaw Cmaes 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Oraclaw Cmaes 支持哪些平台？
Oraclaw Cmaes 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 Oraclaw Cmaes？
由 Whatsonyourmind（@whatsonyourmind）开发并维护，当前版本 v1.0.0。
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