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Skill Orchestra

作者 tobisamaa · GitHub ↗ · v2.0.0
darwinlinuxwin32 ⚠ suspicious
411
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install skill-orchestra
功能描述
Skill-aware agent routing with explicit competence/cost modeling. +22.5% accuracy, 700x cheaper than RL routers. Based on arXiv:2602.19672.
安全使用建议
This package appears to implement what it claims: local routing logic with no credential or network demands. Before installing: (1) confirm whether your platform provides the referenced 'model-router' skill or whether SKILL.md's dependency needs to be added (there is a mismatch with registry metadata), (2) review the included files for any unexpected network calls or os/env access (importing the module will execute its top-level code), and (3) if you plan to run it in production, test in a sandboxed environment first. If the publisher/source is unknown, prefer running in an isolated environment and ask the author for a public repo or homepage to increase transparency.
功能分析
Type: OpenClaw Skill Name: skill-orchestra Version: 2.0.0 The skill's core purpose is benign: intelligent routing of tasks to other skills. However, the `SKILL.md` documentation includes PowerShell code examples (`Invoke-SkillDemandInference`) that use regex matching on a `$Context` parameter. If an AI agent were to implement this logic directly and pass unsanitized user input as `$Context`, it could introduce a regex injection vulnerability. While the provided Python implementation (`skill_orchestra.py`) uses simple string matching and not regex for task analysis, the presence of this pattern in the agent's instructions (SKILL.md) constitutes a potential vulnerability that could be exploited via prompt injection against the agent, leading to resource exhaustion or other regex-related issues. This is a design flaw or vulnerability, not clear malicious intent.
能力评估
Purpose & Capability
The skill's name, description, SKILL.md, and bundled Python code all implement skill-aware routing and competence/cost modeling, which is coherent. However there is a metadata mismatch: the registry summary lists no required skills/env, while SKILL.md metadata declares a dependency on a 'model-router' skill. Also SKILL.md contains PowerShell examples while the implementation is Python — a documentation/format inconsistency but not evidence of maliciousness.
Instruction Scope
SKILL.md's runtime instructions describe routing logic and pattern-matching; they do not instruct the agent to read unrelated files, exfiltrate secrets, or call external endpoints. The included code implements routing, performance tracking, and selection logic without references to network or credential access.
Install Mechanism
There is no install script or remote download. The bundle includes two local source files and a wrapper that loads them via importlib; no external URLs, package installs, or archive extraction are present.
Credentials
The skill declares no required environment variables, credentials, or config paths and the code does not read environment/credential sources. No disproportionate secret access is requested.
Persistence & Privilege
Flags are default (always: false, agent invocation allowed). The skill does not request permanent platform-wide privileges nor attempt to modify other skills' configurations; the wrapper registers a capability for discovery only.
如何使用
  1. 确保已安装 OpenClaw(本地或 Docker 部署)
  2. 在对话框中输入安装命令:/install skill-orchestra
  3. 安装完成后,直接呼叫该 Skill 的名称或使用 /skill-orchestra 触发
  4. 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
v2.0.0
SkillOrchestra v2.0.0 – Major Enhancement - Added routing cache, pattern learning, and predictive routing for smarter agent selection. - Improved accuracy by +22.5% while reducing learning cost by 700x compared to RL routers. - Introduced explicit modeling of agent competence and cost per skill, enabling interpretable, cost-effective routing. - Prevents routing collapse with built-in decision diversity safeguards. - Compatible with model-router; offers 4x routing speedup and 95% accuracy.
元数据
Slug skill-orchestra
版本 2.0.0
许可证
累计安装 0
当前安装数 0
历史版本数 1
常见问题

Skill Orchestra 是什么?

Skill-aware agent routing with explicit competence/cost modeling. +22.5% accuracy, 700x cheaper than RL routers. Based on arXiv:2602.19672. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 411 次。

如何安装 Skill Orchestra?

在 OpenClaw 或 Claude Code 对话框中运行命令「/install skill-orchestra」即可一键安装,无需额外配置。

Skill Orchestra 是免费的吗?

是的,Skill Orchestra 完全免费(开源免费),可自由下载、安装和使用。

Skill Orchestra 支持哪些平台?

Skill Orchestra 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(darwin, linux, win32)。

谁开发了 Skill Orchestra?

由 tobisamaa(@tobisamaa)开发并维护,当前版本 v2.0.0。

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