What kind of auditable artifacts are generated?

It generates files manifest, series manifest, training/testing snapshots, model instructions, and final forecast results.

What file formats does this skill support?

The skill primarily discovers and processes CSV files located in a ./data directory or the current working directory.

Can I run forecasts in the background?

Yes, the skill supports running forecasting tasks as background processes with built-in patterns for checking status and logs.

Where are the forecast results saved?

All output artifacts, including results and manifests, are written to a structured .ansel/ / directory for easy auditing.

Demand Forecasting & Time Series Analysis

Name: Demand Forecasting & Time Series Analysis
Author: anselsource

byanselsource

0•

数据科学与机器学习

Generates auditable demand forecasts and time-series data artifacts from CSV files using automated discovery and classification.

This skill enables Claude to perform professional-grade demand forecasting by processing user-provided CSV data. It automates the discovery, classification, and extraction of time-series data, providing a transparent and auditable trail of artifacts including training snapshots, model instructions, and final results. It is particularly useful for business analysts and developers who need reproducible forecasting workflows within their local environment, supporting background execution for long-running tasks and efficient reuse of classified data across multiple runs.

主要功能

01Generation of auditable artifacts (manifests, snapshots, results)

02Automated CSV discovery from local directories

030 GitHub stars

04Time-series extraction and data classification

05Background task execution with process monitoring

06Reusable data classification for multiple forecasting runs

使用场景

01Generating demand forecasts for retail inventory management

02Analyzing historical business trends to predict future growth

03Creating reproducible time-series datasets for machine learning models

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add anselsource/agents create-forecasts

For use in Claude.ai and ChatGPT

主要功能

01Generation of auditable artifacts (manifests, snapshots, results)

02Automated CSV discovery from local directories

030 GitHub stars

04Time-series extraction and data classification

05Background task execution with process monitoring

06Reusable data classification for multiple forecasting runs

使用场景

01Generating demand forecasts for retail inventory management

02Analyzing historical business trends to predict future growth

03Creating reproducible time-series datasets for machine learning models

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add anselsource/agents create-forecasts

For use in Claude.ai and ChatGPT