market-trend-analysis

Analyze news articles to extract topics, keywords, and sentiment into a trends report.

Updated Aug 23, 2026

Search Tags:#automation #LLM #trends #keywords #analyze #market #sentiment

Ready to run

npx skills add https://github.com/liushuang393/serverlessAIAgents --skill market-trend-analysis

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: market-trend-analysis
Source: https://github.com/liushuang393/serverlessAIAgents/tree/main/agentflow/skills/builtin/market-trend-analysis
Command: npx skills add https://github.com/liushuang393/serverlessAIAgents --skill market-trend-analysis

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

市場動向を自動分析し、ニュースや技術記事からトレンド・キーワード・センチメントを抽出して意思決定を支援します。

Core Features & Use Cases

キーワード抽出とトレンドスコア算出: 記事群から主要トピックと成長傾向を特定します。
センチメント分析: 記事の感情を評価し、ポジティブ/ネガティブ/ニュートラルを返します。
レポート骨格生成: トレンド情報を基にMarkdownレポートの構造を作成します。
Use Case: 大量の業界ニュースをモニタリングして主要トレンドをダッシュボードへ出力します。

Quick Start

Use the Market Trend Analysis Skill to analyze a set of articles and generate a trends report.

Frequently Asked Questions about market-trend-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I analyze market trends from a large collection of news articles?▼

To analyze market trends from news articles, you can use this Skill to process large collections of content, identify topics and keywords, evaluate sentiment, and output a structured Markdown trends report.

Can I extract keywords and sentiment from technical articles automatically?▼

Yes, you can automatically extract keywords and sentiment from technical articles using deterministic scripts for input validation and LLM inference for trend scoring and sentiment evaluation.

What is the best way to generate a structured trends report from industry news?▼

The best way to generate a structured trends report is to feed article collections into this Skill, which creates a report skeleton and outputs formatted trend data with sentiment analysis.

Does this market trend analysis tool require any external dependencies?▼

No external dependencies are required; the Skill relies entirely on internal deterministic scripts for keyword extraction and LLM inference for trend scoring and sentiment evaluation.

How do I monitor industry news and output major trends to a dashboard?▼

You can monitor industry news and output major trends by processing large volumes of articles through this Skill to generate a structured trends report suitable for dashboard integration.

What format does the trend analysis report output use?▼

The trend analysis report output uses Markdown format, generating a report skeleton based on extracted trend information, topics, keywords, and sentiment scores.