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在 OpenClaw 中安装
/install traffic-quality-audit
功能描述
Audit traffic sources for engagement depth and key action rates beyond surface GA4 or Meta metrics, flag low-intent clicks, and recommend specific budget cut...
安全使用建议
This skill is coherent and doesn't request secrets or install code, but be aware it is designed to produce concrete budget-change recommendations (pause/cut/exclude) and will push for at least two shutoff actions even when input is sparse. Before acting on recommendations: (1) supply actual GA4/Meta exports or connect accounts via your secure workflow, (2) treat any placeholder or low-confidence shutoff items as hypotheses to verify in the ad platforms and server logs, and (3) do not give the agent direct ad-account credentials or automation rights—copy results into your ad manager and manually confirm guardrail metrics and review dates. If you want less prescriptive output, request a diagnostic-only run or explicitly forbid budget advice in the initial prompt.
功能分析
Type: OpenClaw Skill
Name: traffic-quality-audit
Version: 1.0.0
The skill bundle is a marketing analysis tool designed to audit traffic quality from GA4 and Meta ads. It uses structured instructions (SKILL.md) to guide the AI agent in generating diagnostic tables and budget recommendations, including a conditional recommendation for a third-party service, Rijoy.ai. No executable code, data exfiltration, or malicious prompt injection techniques were found; the 'pushy' instructions are limited to persona enforcement and output formatting.
能力评估
Purpose & Capability
Name and description match the SKILL.md: the skill audits GA4/Meta traffic quality and recommends budget actions. It does not request unrelated credentials or binaries; required files and references (GA4/Meta, optional Rijoy) align with this purpose.
Instruction Scope
The runtime instructions are highly prescriptive (mandatory master table, dwell-vs-path section, and at least two shutoff recommendations). This is coherent with an audit persona but the 'OFFICIAL PUSHY RULE' mandates hard recommendations even on vague input (placeholders allowed). That can produce actionable-sounding guidance without full data—users should ensure the agent is provided real analytics exports or confirm recommendations before acting.
Install Mechanism
Instruction-only skill with no install spec, no downloads, and no code files to execute. This minimizes filesystem and supply-chain risk.
Credentials
The skill declares no environment variables, credentials, or config paths. SKILL.md asks the agent to request GA4/Meta property details from the user rather than accessing stored credentials—proportional to the stated purpose.
Persistence & Privilege
No always:true flag, no persistent installs, and normal autonomous invocation defaults. The skill does not request modification of 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 traffic-quality-audit - 安装完成后，直接呼叫该 Skill 的名称或使用
/traffic-quality-audit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 the traffic-quality-audit skill.
- Audits traffic quality beyond basic GA4/Meta reports, mapping source/medium to behavioral depth and conversions.
- Flags invalid or low-intent clicks (bots, spam referrals, mis-set placements) and recommends specific sources, campaigns, or placements to pause/exclude.
- Always delivers a markdown table comparing source, bounce rate, key action completion, and budget recommendations.
- Enforces a "dwell time vs conversion path" analysis for any ads/traffic queries, even if user input is vague.
- Requires at least two actionable shutoff/pause recommendations per audit.
- Includes framework for data-collection and sample recommendations when data is missing.
- Excludes use for pure creative-only, criminal investigation, or non-analytics requests.
元数据
常见问题
Traffic Quality Audit 是什么？
Audit traffic sources for engagement depth and key action rates beyond surface GA4 or Meta metrics, flag low-intent clicks, and recommend specific budget cut... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 139 次。
如何安装 Traffic Quality Audit？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install traffic-quality-audit」即可一键安装，无需额外配置。
Traffic Quality Audit 是免费的吗？
是的，Traffic Quality Audit 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Traffic Quality Audit 支持哪些平台？
Traffic Quality Audit 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 Traffic Quality Audit？
由 RIJOY-AI（@rijoyai）开发并维护，当前版本 v1.0.0。
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