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在 OpenClaw 中安装
/install agent-effect-operations
功能描述
AEO — Agent 效果运营平台。自动发现 Agent 效果漂移、诊断根因、运行 AI 数据闭环工具链，给出 AI 效果优化方案。Measure agent performance, attribute outcomes, track quality trends, optimize cost, and mo...
使用说明 (SKILL.md)
Agent Effect Operations
安全使用建议
This skill's description promises substantial monitoring and optimization features but the package contains only a short description and no runtime instructions, installs, or credential requests. That usually means the skill is incomplete or a placeholder. Before installing or enabling it: (1) ask the publisher for a full SKILL.md describing exactly what it will read, what services/endpoints it calls, and what credentials it needs; (2) refuse to provide any secrets until you see a concrete implementation and a trustworthy source; (3) prefer skills that declare the minimal, specific env vars and APIs they need; and (4) if code is later added, review it (or request a security review) to confirm it does only what it claims. Because of the mismatch, treat this package as non-functional or unfinished rather than immediately useful.
功能分析
Type: OpenClaw Skill
Name: agent-effect-operations
Version: 0.0.2
The skill bundle contains only basic metadata and a descriptive SKILL.md file for an 'Agent Effect Operations' platform. There is no executable code, network activity, or suspicious instructions present in the provided files (_meta.json, SKILL.md).
能力评估
Purpose & Capability
The name/description describe a full 'Agent Effect Operations' platform (monitoring, root-cause diagnosis, data-loop tooling, cost/SLA optimization). Yet the skill declares no dependencies, no environment variables, no config paths, and includes only a brief metadata description. A real implementation would normally require access to agent logs/metrics, storage, external APIs, or credentials; those are absent, making the stated purpose implausible as-is.
Instruction Scope
SKILL.md contains only a name and description and provides no runtime instructions, commands, or endpoints. That means the skill currently does nothing operationally — which is safe but also inconsistent with the functionality it advertises.
Install Mechanism
No install spec and no code files are present, so there is nothing to write to disk or execute. From an install-perspective this is low risk.
Credentials
The skill requests no credentials or environment variables despite promising integrations that normally require access to logs, metrics backends, or cloud services. This mismatch could mean the skill is unfinished or that necessary access will be requested later in an unexpected way.
Persistence & Privilege
The skill does not request always-on presence and uses default invocation settings. It does not declare any privilege 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 agent-effect-operations - 安装完成后，直接呼叫该 Skill 的名称或使用
/agent-effect-operations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
v0.0.2
更新描述至最新项目定位
v0.0.1
Initial release of agent-effect-operations (AEO):
- Measure agent performance and attribute outcomes to specific agents.
- Track quality trends over time and detect changes in agent output.
- Optimize costs by modeling token use, task durations, and retry rates.
- Provide real-time SLA monitoring (completion rate, latency, error rate) and alerting.
- Detect agent performance degradation and trigger evolution workflows automatically.
- Part of the Self-Evolving Harness operations infrastructure.
元数据
常见问题
Agent Effect Operations 是什么？
AEO — Agent 效果运营平台。自动发现 Agent 效果漂移、诊断根因、运行 AI 数据闭环工具链，给出 AI 效果优化方案。Measure agent performance, attribute outcomes, track quality trends, optimize cost, and mo... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 136 次。
如何安装 Agent Effect Operations？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install agent-effect-operations」即可一键安装，无需额外配置。
Agent Effect Operations 是免费的吗？
是的，Agent Effect Operations 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Agent Effect Operations 支持哪些平台？
Agent Effect Operations 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 Agent Effect Operations？
由 yuchangxu（@yuchangxu1989-openclaw）开发并维护，当前版本 v0.0.2。
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