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Ai Intelligent Demand Forecasting
by
yang1002378395-cmyk
· GitHub ↗
· v1.0.0
· MIT-0
213
Downloads
0
Stars
1
Active Installs
1
Versions
Install in OpenClaw
/install ai-intelligent-demand-forecasting
Description
需求预测，销售预测 + 补货计划。
README (SKILL.md)
AI 智能需求预测系统
描述
需求预测，销售预测 + 补货计划。
功能
- 销售预测（AI预测）
- 季节分析（季节因子）
- 促销影响（促销调整）
- 补货计划（自动补货）
- 预测准确率（误差分析）
定价
- 基础版：¥299/月（100 SKU）
- 专业版：¥1499/月（1000 SKU）
- 企业版：¥4999/月（无限 SKU）
适用场景
- 销售预测
- 库存计划
- 供应链
- 零售预测
技术栈
- Python + FastAPI
- 时序预测
- 机器学习
- 误差分析
安装
git clone https://github.com/openclaw-skills/ai-intelligent-demand-forecasting
cd ai-intelligent-demand-forecasting
pip install -r requirements.txt
python app.py
创建：2026-03-13 作者：OpenClaw Skills Team
Usage Guidance
This skill's description aligns with demand-forecasting, but its SKILL.md tells you to clone and run code from a GitHub repo while the skill metadata lists no required binaries or install steps — an inconsistency. Before installing or running it: (1) inspect the GitHub repository and commit history yourself; prefer a tagged release and verify integrity (checksum/signature) if possible; (2) review requirements.txt for suspicious packages or post-install scripts; (3) run the code in an isolated environment (container or VM) and do not run it on production hosts; (4) ensure you have git, python, and pip available and be aware the app may open network ports; (5) if you need the skill to be registry-hosted, ask the publisher to include code or a formal install spec and to declare required binaries and permissions. If you cannot review the external repository, treat the package as untrusted.
Capability Analysis
Type: OpenClaw Skill
Name: ai-intelligent-demand-forecasting
Version: 1.0.0
The skill bundle contains only metadata and documentation (SKILL.md) describing an AI-driven demand forecasting system. It includes standard features, pricing, and installation instructions without any executable code, suspicious network calls, or prompt-injection attempts.
Capability Assessment
Purpose & Capability
The stated purpose (销售/需求预测与补货计划) matches the SKILL.md feature list. However, the SKILL.md expects a Python/FastAPI application to be installed and run, while the skill metadata declares no required binaries or install steps. Declaring no required binaries (git, python, pip) is inconsistent with the installation instructions.
Instruction Scope
The SKILL.md instructs the user/agent to git clone a GitHub repo, pip install requirements, and run python app.py — which will download and execute remote code and may start a networked service. The instructions do not ask for unrelated files or credentials, but they do direct the agent/user to fetch and run arbitrary code from an external source without checksum or version pinning.
Install Mechanism
There is no formal install spec in the registry entry, but the doc-level install steps use git clone from github.com/openclaw-skills/... and pip install -r requirements.txt. Downloading and executing from an external repo is higher risk than an instruction-only skill; the repo is a known host (GitHub) which reduces some risk, but there's no release/tag or integrity verification specified.
Credentials
The metadata lists no required environment variables or credentials and the instructions do not request secrets. That is proportionate, but the instructions implicitly require access to network, filesystem, and the ability to run Python and pip — these capabilities are not declared in the skill manifest. Running the app may open a network port (FastAPI) which could expose a persistent service.
Persistence & Privilege
The skill is not marked always:true and does not request persistent platform privileges. Still, following the instructions will install and run a persistent service (python app.py) on the host if executed — something the registry metadata does not call out. This increases operational exposure if you install it on production systems.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install ai-intelligent-demand-forecasting - After installation, invoke the skill by name or use
/ai-intelligent-demand-forecasting - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of AI Intelligent Demand Forecasting skill.
- Provides AI-powered demand prediction, sales forecasting, and automated replenishment planning.
- Features include seasonal analysis, promotion impact adjustments, and accuracy/error analysis.
- Supports multiple pricing plans for various SKU needs.
- Built with Python, FastAPI, and machine learning techniques for time-series forecasting.
- Suitable for sales, inventory, supply chain, and retail forecasting scenarios.
Metadata
Frequently Asked Questions
What is Ai Intelligent Demand Forecasting?
需求预测，销售预测 + 补货计划。 It is an AI Agent Skill for Claude Code / OpenClaw, with 213 downloads so far.
How do I install Ai Intelligent Demand Forecasting?
Run "/install ai-intelligent-demand-forecasting" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Ai Intelligent Demand Forecasting free?
Yes, Ai Intelligent Demand Forecasting is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Ai Intelligent Demand Forecasting support?
Ai Intelligent Demand Forecasting is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Ai Intelligent Demand Forecasting?
It is built and maintained by yang1002378395-cmyk (@yang1002378395-cmyk); the current version is v1.0.0.
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