技能 数据科学 新闻情绪分析与简报引擎

新闻情绪分析与简报引擎

v20260522
news-sentiment-engine
该引擎能从多个RSS源(如TechCrunch、The Verge)汇集新闻,并利用AI技术(Claude)进行情绪分析。它能根据行业影响力和重要性对文章进行排名,生成结构化的摘要和评论,是撰写日常科技/AI简报和监控市场变化的高效工具。
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概览

News Sentiment Engine (Free)

Collect and analyze AI/tech news from multiple sources with Claude-powered sentiment analysis. Open source lite version.

When to Use

  • Use when preparing a concise AI or technology news briefing from multiple RSS sources.
  • Use when you need ranked article summaries with sentiment, tags, and impact scoring.
  • Use when monitoring industry changes across product launches, policy moves, and infrastructure shifts.
  • Use when deduplicating overlapping coverage before writing a daily or weekly briefing.

What it does

  • Collects news from 4+ RSS feeds (TechCrunch, The Verge, Ars Technica, Hacker News)
  • Deduplicates articles across sources
  • Ranks by importance (industry impact, technology trends, policy changes)
  • Generates structured briefing with sentiment tags
  • Outputs formatted briefing card

Usage

Collect latest AI/tech news from RSS feeds.
Rank top 5 by importance to the tech industry.
For each: summary (2-3 sentences), sentiment (positive/negative/neutral),
impact score (1-5), industry tags, one-sentence commentary.
Output as a structured briefing card.

Example Output

AI/Tech News Briefing — 2026-05-13

1. OpenAI announces GPT-5 with 2M context window
   Source: TechCrunch | Impact: 5/5
   Tags: #AI #LLM #OpenAI
   Sentiment: Positive

   Summary: OpenAI unveiled GPT-5 with a 2M token context window and
   improved reasoning. Enterprise pricing starts at $0.03/1k tokens.

   Commentary: Direct competitive pressure on Anthropic Claude 3.5.
   Enterprise deals may shift in H2 2026.

2. EU AI Act enforcement begins for high-risk systems
   Source: The Verge | Impact: 4/5
   Tags: #Regulation #EU #Compliance
   Sentiment: Neutral

Output Format

For each article:

  • Title + source + publish date
  • Summary (2-3 sentences)
  • Industry tags: [AI, Semiconductor, Cloud, etc.]
  • Sentiment: Positive/Negative/Neutral
  • Impact score: 1-5
  • Commentary: 1-sentence industry perspective

Setup

The optional setup below clones and runs a third-party Node project from tellmefrankie/news-engine. Review and pin that repository yourself before running it, and do not expose API keys to an unreviewed checkout.

git clone https://github.com/tellmefrankie/news-engine
cd news-engine
pnpm install
cp .env.example .env
# Requires: ANTHROPIC_API_KEY
pnpm dev -- --collect-only

No paid APIs required for free tier. Anthropic API key only.

Limitations

  • RSS feeds can lag, disappear, throttle, or duplicate syndicated coverage.
  • Sentiment and impact scores are briefing aids, not authoritative market or policy analysis.
  • The example setup runs third-party code; review the repository and environment variables before use.
  • Outputs should be cross-checked against original article sources before publication or investment use.

Pro Version

Free tier covers news collection and basic analysis.

Full bundle — $29 one-time: Investment-grade analysis (portfolio impact scoring, options flow correlation, earnings catalyst detection), Telegram auto-delivery. → https://jaehyunpark.gumroad.com/l/tcyahy

Author

Core module from a production news analysis engine processing 50+ articles daily since 2026.

信息
Category 数据科学
Name news-sentiment-engine
版本 v20260522
大小 3.59KB
更新时间 2026-05-23
语言