数据与研究

llm-public-opinion-analytics-assistant

reason-machines/data-skills

Multi-platform hot search crawler and LLM-powered public opinion analysis system with clustering, sentiment analysis, and multi-channel push notifications

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安装命令

npx skills add https://github.com/reason-machines/data-skills --skill llm-public-opinion-analytics-assistant

SKILL.md

LLM-Based Intelligent Public Opinion Analytics Assistant

Skill by ara.so — Data Skills collection.

Overview

This project is an intelligent public opinion analysis assistant that combines real-time data from 26 trending lists across 15 mainstream platforms with large language model (LLM) analysis capabilities. It provides conversational hot search queries, topic-specific searches, topic clustering analysis, and sentiment analysis through a web interface. The system supports keyboard shortcuts for crawler control, multi-platform data retrieval with direct navigation, and multi-channel hot topic push notifications (email, WeChat, Enterprise WeChat, Telegram).

Key Features

  • Multi-Platform Data Collection: Crawls 26 trending lists from 15 platforms
  • LLM-Powered Analysis: Topic clustering, sentiment analysis, and trend detection
  • Conversational Interface: Natural language queries for data exploration
  • Video Content Analysis: Extracts information even from video-based news
  • Multi-Channel Notifications: Email, WeChat Work, Telegram bot push notifications
  • Crawler Control: Quick start/stop via keyboard shortcuts
  • Database Storage: MySQL-based data persistence

Installation

LLM-Based Intelligent Public Opinion Analytics Assistant

Skill by ara.so — Data Skills collection.

Overview

This project is an intelligent public opinion analysis assistant that combines real-time data from 26 trending lists across 15 mainstream platforms with large language model (LLM) analysis capabilities. It provides conversational hot search queries, topic-specific searches, topic clustering analysis, and sentiment analysis through a web interface. The system supports keyboard shortcuts for crawler control, multi-platform data retrieval with direct navigation, and multi-channel hot topic push notifications (email, WeChat, Enterprise WeChat, Telegram).

Key Features

  • Multi-Platform Data Collection: Crawls 26 trending lists from 15 platforms
  • LLM-Powered Analysis: Topic clustering, sentiment analysis, and trend detection
  • Conversational Interface: Natural language queries for data exploration
  • Video Content Analysis: Extracts information even from video-based news
  • Multi-Channel Notifications: Email, WeChat Work, Telegram bot push notifications
  • Crawler Control: Quick start/stop via keyboard shortcuts
  • Database Storage: MySQL-based data persistence

Installation