Calculate official account headline reading growth by week and discover dark horse accounts that are rapidly gaining volume this week.
Trigger Scenarios
Core trigger words:
- "official account headline growth ranking", "headline growth ranking" (current names)
- "official account dark horse ranking", "dark horse ranking", "official account rising ranking", "soaring ranking" (original names/aliases, still valid)
- "reading growth ranking", "volume growth ranking", "official accounts growing fastest this week"
- "XX category headline growth ranking" (category + ranking), such as "health and wellness headline growth ranking"
Data Description
Ranking Scope
- Statistical period: natural week (Monday to Sunday)
- Update time: a new ranking period is updated every Monday at 16:30
- Core metrics: this week's headline reads vs last week's headline reads, outputting reading growth and growth rate
- Ranking sort (fixed): always output in descending order of headline growth rate; switching is not supported
- Ranking scope (category): when no category is specified, query the comprehensive overall ranking across all categories (unified ranking across all 23 author categories); when a category is specified, query only that category ranking
- Pagination: fixed at 20 items per page, up to 5 pages, output page by page
Author Categories
There are 23 fixed categories in total: Humanities & Information, Knowledge & Encyclopedia, Health & Wellness, Fashion & Trends, Food & Dining, LOHAS Living, Travel & Outings, Humor & Comedy, Emotion & Psychology, Sports & Entertainment, Beauty & Body Care, Digest & Selections, Livelihood Information, Wealth & Finance, Technology & Digital, Venture Capital & Business, Automotive & Transportation, Real Estate & Housing Market, Career Development, Education & Exams, Academic Research, Corporate Brands, Current Affairs & News.
One-Click Installation
Prerequisites
- Python 3.6+
- Honghu Data API Key (see the notes below for how to obtain it)
Installation Steps
- Place the skill folder into your Skills directory
- Configure the environment variable
REDFOX_API_KEY（macOS/Linux：export REDFOX_API_KEY=<你的Key>；Windows PowerShell：$env:REDFOX_API_KEY="<你的Key>"). When the script does not read the environment variable, it will try to read from~/.zshrcand other shell configuration files - No additional dependencies need to be installed; the script uses only the Python standard library
Workflow
The core execution workflow (intent recognition, script invocation, ranking rendering rules, empty result handling, etc.) is detailed in
references/core_workflow.md. The Agent must follow all rules in that file during execution.
Usage Guide
Describe query requirements directly in natural language; no need to memorize commands.
| Intent | Example phrasing | Effect |
|---|---|---|
| View the latest growth ranking | "View the official account headline growth ranking" | Output the latest comprehensive overall ranking (in descending order of headline growth rate) |
| Specify a category | "Health and wellness headline growth ranking" | Output only that category ranking |
| Specify issue | "the ranking for the week of September 7" | Query a specified calendar week (automatically normalized to Monday) |
| View the previous issue's ranking | "previous issue's ranking" | Output the previous issue's ranking (one week before the most recent issue) |
| Page turning | "next page" | Output the next 20 entries |
| View categories | "what categories are there" | List all 23 author categories |
Output content
After a successful query, the ranking is displayed in full directly in the conversation as a Markdown table:
- Title: Issue · Category · Sorting Method
- Statistical period, update time, and page number information
- Fallback note: when the latest issue has not been updated and the display automatically falls back to an issue with data, note the issue actually displayed (e.g., "Automatically fell back to display the 2026-09-28 issue")
- Ranking table: Rank, Official Account, This Week's Headline Reads, Last Week's Headline Reads, Headline Growth Value, Headline Growth Rate
- Page turning prompt: reply "next page" to continue viewing
Notes
- Data authenticity: All values come from the ranking data service and are displayed as-is; estimation or fabrication is strictly prohibited
- No substitution when a query yields no results: If the result is empty, state so truthfully and give possible adjustment directions; do not automatically query other categories or other content
- Date normalization: Any day within the specified statistical week is sufficient; it is automatically normalized to Monday
- Authentication: First-time use requires configuring the environment variable
REDFOX_API_KEY; for obtaining and configuring the API Key, seereferences/core_workflow.md - Timeliness note: The ranking is updated weekly (a new issue is updated every Monday at 16:30); when displaying, note the statistical period, update time, and issue number