skill CX Codex

llm-intelligent-public-opinion-analytics — Claude Code skill: trend

Q: How do I install llm-intelligent-public-opinion-analytics in Claude?

Run `npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a claude-code`. The skill file then lands at `~/.claude/skills/llm-intelligent-public-opinion-analytics/SKILL.md`.

This skill sets up an LLM-powered opinion analytics assistant: it crawls hot lists, scores sentiment, clusters topics and sends alerts.

Install into Claude Code · Skills CLI (Vercel) All methods and platforms ↓

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a claude-code

Open on GitHub

What llm-intelligent-public-opinion-analytics does

The skill walks through deploying a public opinion monitoring system built on an LLM. Crawlers pull hot lists from 15 platforms — Weibo, Bilibili, Zhihu, Baidu among them — covering 26 lists in total. The model then reads the content, extracts text from video, scores sentiment and groups related news into topics. You query it in plain language through a web interface.

Alerts go out to email, WeChat Work and Telegram. Crawler control sits on keyboard shortcuts in the web UI, and there is a programmatic API for scripted queries.

Expect a fair amount of setup. You need ChromeDriver or EdgeDriver matching your browser version for detail pages, MySQL 8.0+ with a hotsearch_db database, a Python environment with the dependencies from requirements.txt, and an LLM API key in OpenAI-compatible format. Database credentials, model keys and channel webhooks live in a .env file. Skip the browser driver and detail pages stay empty; skip the database and the crawler has nowhere to write. Worth checking both before the first run.

What it helps with

pull trending topics from 15 platforms into one database
score sentiment for news around a keyword
group related storylines into topic clusters
route spike alerts to email and Telegram
ask about trends in plain language instead of SQL

Example prompts for the agent

Set up public opinion monitoring for AI topics
Compare trending topics on Bilibili and Zhihu over the last day
Alert me on Telegram if sentiment around electric vehicles turns negative

How to install llm-intelligent-public-opinion-analytics

1Skills CLI (Vercel)

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a claude-code

2Manually: put the files in place

~/.claude/skills/llm-intelligent-public-opinion-analytics/SKILL.md

Copy the whole skill folder; for one project use .claude/skills/llm-intelligent-public-opinion-analytics/

1Skills CLI (Vercel)

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a codex

2Manually: put the files in place

.agents/skills/llm-intelligent-public-opinion-analytics/SKILL.md

For all projects use ~/.agents/skills/

1Skills CLI (Vercel)

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a cursor

2Manually: put the files in place

.cursor/skills/llm-intelligent-public-opinion-analytics/SKILL.md

Cursor also reads .agents/skills/ and .claude/skills/

1GitHub CLI

gh skill install reason-machines/data-skills llm-intelligent-public-opinion-analytics

2Manually: put the files in place

.github/skills/llm-intelligent-public-opinion-analytics/SKILL.md

1Skills CLI (Vercel)

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a gemini-cli

2Platform CLI

gemini skills install https://github.com/reason-machines/data-skills --path skills/llm-intelligent-public-opinion-analytics

Manually: put the files in place

.devin/skills/llm-intelligent-public-opinion-analytics/SKILL.md

The legacy .windsurf/skills/ path still works

Skills CLI (Vercel)

npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a opencode

Step by step, with commands for each platform: How to install skills in Claude Code: five ways

Questions about llm-intelligent-public-opinion-analytics

How do I install llm-intelligent-public-opinion-analytics in Claude?

Run npx skills add reason-machines/data-skills --skill llm-intelligent-public-opinion-analytics -a claude-code. The skill file then lands at ~/.claude/skills/llm-intelligent-public-opinion-analytics/SKILL.md.

What does llm-intelligent-public-opinion-analytics do?

It documents how to deploy an assistant that crawls hot lists from 15 platforms, runs sentiment analysis, clusters topics and pushes alerts to email, WeChat Work and Telegram.

What do I need before running it?

ChromeDriver or EdgeDriver matching your browser version, MySQL 8.0+ with a hotsearch_db database, and a Python environment with the dependencies from requirements.txt. LLM API keys and channel webhooks go into .env.

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