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Install in OpenClaw
/install agent-effect-operations
Description
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...
README (SKILL.md)
Agent Effect Operations
Usage Guidance
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.
Capability Analysis
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).
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install agent-effect-operations - After installation, invoke the skill by name or use
/agent-effect-operations - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Agent Effect Operations?
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... It is an AI Agent Skill for Claude Code / OpenClaw, with 136 downloads so far.
How do I install Agent Effect Operations?
Run "/install agent-effect-operations" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Agent Effect Operations free?
Yes, Agent Effect Operations is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Agent Effect Operations support?
Agent Effect Operations is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Agent Effect Operations?
It is built and maintained by yuchangxu (@yuchangxu1989-openclaw); the current version is v0.0.2.
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