skill CX Codex

llm-public-opinion-analytics — Claude Code skill: how to install

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

Run `npx skills add reason-machines/data-skills --skill llm-public-opinion-analytics -a claude-code` in your terminal. You can also place the configuration in `~/.claude/skills/llm-public-opinion-analytics/SKILL.md`.

Q: Which models does the analysis engine support?

It accepts OpenAI-compatible endpoints such as `gpt-4` and also supports local deployments of the Huawei Pangu model.

Monitors hot search rankings across 15 platforms, clusters topics, and runs LLM sentiment analysis with multi-channel alerts. Ideal for tracking trends in real time.

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

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

Open on GitHub

What llm-public-opinion-analytics does

The skill tracks 26 ranking boards across 15 services, including Weibo, Douyin, Bilibili, and Baidu. It stores parsed items in a MySQL database, then relies on language models to cluster topics and evaluate post sentiment.

The repository splits into three core parts: a scraper suite under hotsearchcrawler/, an analysis pipeline in hotsearch_analysis_agent/, and a FastAPI interface in app.py running on port 8000. It sends notifications through Telegram, SMTP email, and WeChat Work bots.

Without ChromeDriver or EdgeDriver placed in your system PATH, the scrapers fail immediately. You also need Python 3.8+, MySQL 5.7+ or 8.0+, and an OpenAI-compatible API key or a local Huawei Pangu model.

What it helps with

scrape hot search rankings across 15 web platforms
cluster trending news topics using language models
evaluate sentiment scores for social media discussions
dispatch hot topic alerts to Telegram and WeChat Work

Example prompts for the agent

Analyze sentiment trends for artificial intelligence topics on Weibo over the past 7 days
Cluster trending search queries from Bilibili and Zhihu into 5 topics
Set up real-time hot search alerts directed to Telegram

How to install llm-public-opinion-analytics

1Skills CLI (Vercel)

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

2Manually: put the files in place

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

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

1Skills CLI (Vercel)

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

2Manually: put the files in place

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

For all projects use ~/.agents/skills/

1Skills CLI (Vercel)

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

2Manually: put the files in place

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

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

1GitHub CLI

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

2Manually: put the files in place

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

1Skills CLI (Vercel)

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

2Platform CLI

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

Manually: put the files in place

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

The legacy .windsurf/skills/ path still works

Skills CLI (Vercel)

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

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

Run npx skills add reason-machines/data-skills --skill llm-public-opinion-analytics -a claude-code in your terminal. You can also place the configuration in ~/.claude/skills/llm-public-opinion-analytics/SKILL.md.

Which models does the analysis engine support?

It accepts OpenAI-compatible endpoints such as gpt-4 and also supports local deployments of the Huawei Pangu model.

What prerequisites are required before scraping?

You must have Python 3.8+, a running MySQL instance, and ChromeDriver or EdgeDriver installed in your system PATH.

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