Ai Intelligent Churn Prediction

客户流失预测，风险识别 + 挽留策略。

Security Scan

The skill's description matches a churn-prediction tool, but the runtime instructions tell the agent to clone and run an external GitHub repo (download/execute code) while the manifest claims no binaries or installs are required and provides no environment/credential details — these inconsistencies are concerning.

Purpose & Capability

The name/description (customer churn prediction, risk ID, retention strategy) is coherent with the stated tech stack (Python, FastAPI, model). However, the skill package itself contains only instructions and no code, so the actual implementation is external to the published bundle.

Instruction Scope

SKILL.md instructs cloning https://github.com/openclaw-skills/ai-intelligent-churn-prediction and running pip install and python app.py. That directs the agent/user to download and execute arbitrary remote code and does not specify what data will be used, what endpoints the app contacts, or how customer data/PII is handled. The instructions also implicitly require git, pip and python despite the manifest claiming no required binaries.

Install Mechanism

There is no embedded install spec, but the README-style instructions tell the operator to git clone a GitHub repo and run pip install -r requirements.txt and python app.py — i.e., fetch and execute code from an external source. Because the skill package itself contains no code, installing relies entirely on that external repository; this is higher risk and should be audited before running.

Credentials

The skill declares no required environment variables or credentials, but a churn-prediction app typically needs access to customer data, databases, or storage and possibly API keys. The absence of declared env vars or data-handling guidance is disproportionate to the task and leaves unclear where sensitive data would be supplied or stored.

Persistence & Privilege

always is false and the skill does not request persistent platform privileges in the manifest. There is no evidence it attempts to modify other skills or system-wide agent settings.

What to consider before installing

This package is instruction-only and tells you to clone and run an external GitHub repo — do not run those commands unless you trust and have inspected that repository. Before installing: (1) review the GitHub repo (source code, requirements.txt, any network calls) to ensure no secrets/telemetry/exfiltration; (2) run in an isolated environment (container or sandbox) and limit network access while you audit; (3) ask the author for details on how customer data is supplied, stored, and secured and for a list of required env vars; (4) verify licensing, pricing, and whether the repo actually exists and is maintained. The main red flags are the mismatch between 'no required binaries/env' and instructions that require git/python/pip and the lack of any included code — treat this as potentially risky until audited.

AI 智能流失预测系统

描述

客户流失预测，风险识别 + 挽留策略。

功能

• 流失预测（AI预测）
• 风险识别（高风险客户）
• 挽留策略（策略推荐）
• 效果跟踪（挽留效果）
• 报表分析（流失分析）

定价

• 基础版：¥299/月（1 万客户）
• 专业版：¥1499/月（10 万客户）
• 企业版：¥4999/月（无限客户）

适用场景

• 客户留存
• 用户运营
• 流失预防
• CRM 系统

技术栈

• Python + FastAPI
• 预测模型
• 风险识别
• 策略引擎

安装

git clone https://github.com/openclaw-skills/ai-intelligent-churn-prediction
cd ai-intelligent-churn-prediction
pip install -r requirements.txt
python app.py

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创建：2026-03-13 作者：OpenClaw Skills Team