Pans Churn Predictor

v1.0.0

AI算力销售客户流失预警工具。分析用量趋势、支持ticket、合同状态，识别流失风险客户。支持风险分级、原因分析、挽回建议生成。触发词：流失预警, 客户健康度, 续约风险, churn prediction, 客户成功

⭐ 0· 59·0 current·0 all-time

OpenClaw Prompt Flow

Install with OpenClaw

Best for remote or guided setup. Copy the exact prompt, then paste it into OpenClaw for dashiming/pans-churn-predictor.

Previewing Install & Setup.

Prompt PreviewInstall & Setup

Install the skill "Pans Churn Predictor" (dashiming/pans-churn-predictor) from ClawHub.
Skill page: https://clawhub.ai/dashiming/pans-churn-predictor
Keep the work scoped to this skill only.
After install, inspect the skill metadata and help me finish setup.
Use only the metadata you can verify from ClawHub; do not invent missing requirements.
Ask before making any broader environment changes.

Command Line

CLI Commands

Use the direct CLI path if you want to install manually and keep every step visible.

OpenClaw CLI

Bare skill slug

openclaw skills install pans-churn-predictor

ClawHub CLI

Package manager switcher

npx clawhub@latest install pans-churn-predictor

Security Scan

VirusTotal

Benign

View report →

OpenClaw

Benign

high confidence

✓

Purpose & Capability

Name/description, SKILL.md, data files, and scripts all match: a local churn predictor for AI-compute customers. No unrelated credentials, binaries, or config paths are requested.

✓

Instruction Scope

Runtime instructions tell the agent to run the included Python script against data stored under ~/.qclaw/skills/pans-churn-predictor/data. The SKILL.md does not instruct reading other system files or sending data externally.

✓

Install Mechanism

No install spec; this is instruction-only with an included Python script and JSON data. That is proportionate for the described purpose. It does assume a local python3 runtime is available.

✓

Credentials

The skill requests no environment variables or credentials. Data access is limited to JSON files in the skill's data directory; there are no signs of attempts to read unrelated secrets or config.

✓

Persistence & Privilege

always is false and the skill does not request system-wide privileges. The script reads and may write files under its own ~/.qclaw directory only.

Assessment

This package appears to be a local, self-contained churn analysis tool. Before installing or running it: (1) Inspect the full scripts/churn.py (the provided excerpt is truncated) to confirm there are no hidden network calls or subprocess invocations; (2) Run it in a non-production or sandbox environment first; (3) Ensure the data files in ~/.qclaw/skills/pans-churn-predictor/data contain no sensitive secrets you don't want on disk; (4) Verify file permissions so the skill cannot be read by other users on the system if that is a concern.

Like a lobster shell, security has layers — review code before you run it.

latestvk97ajf08fmc6rsvpathzja1bfs8505n8

59downloads

0stars

1versions

Updated 1w ago

v1.0.0

MIT-0

pans-churn-predictor - 客户流失预警工具

功能概述

AI算力销售客户流失预警系统，通过多维度数据分析识别流失风险客户，生成挽回建议。

核心能力

1. 流失信号检测

用量下降：连续3个月用量下降
任务减少：训练/推理任务数持续减少
支持增加：支持ticket数量异常增加
合同风险：合同到期前90天无续约动作
竞品调研：检测到竞品调研行为

2. 风险等级

🔴 高风险：多个信号同时触发
🟡 中风险：单一信号触发
🟢 正常：无明显风险信号

3. 挽回建议

针对不同流失原因，生成个性化挽回策略。

使用方法

# 分析所有客户
python3 ~/.qclaw/skills/pans-churn-predictor/scripts/churn.py --analyze

# 分析指定客户
python3 ~/.qclaw/skills/pans-churn-predictor/scripts/churn.py --client "客户名称"

# 列出高风险客户
python3 ~/.qclaw/skills/pans-churn-predictor/scripts/churn.py --list

# 显示流失原因
python3 ~/.qclaw/skills/pans-churn-predictor/scripts/churn.py --client "客户名称" --reason

# 生成挽回建议
python3 ~/.qclaw/skills/pans-churn-predictor/scripts/churn.py --client "客户名称" --suggest

数据存储

客户数据存储在 ~/.qclaw/skills/pans-churn-predictor/data/ 目录下：

clients.json - 客户基础信息
usage_history.json - 用量历史数据
tickets.json - 支持ticket记录
contracts.json - 合同信息

典型场景

日常健康检查：每日运行 --list 查看高风险客户
深度分析：对单个客户运行 --analyze --reason --suggest
续约前预警：合同到期前90天自动提醒
季度复盘：分析流失趋势，优化客户成功策略

Comments

Loading comments...