Agent skill

Wechat Search

by redfox-data in redfox-data/redfox-community

公众号搜索工具,支持按关键词搜索爆款文章,展示推荐热门文章,助力内容创作者把握趋势与获取灵感;当用户需要搜索公众号文章、查找爆款内容、获取创作灵感时使用

No licenceAuto-check passedProductivity & Automation

Install Wechat Search

skills CLI
$ npx skills add redfox-data/redfox-community --skill wechat-search -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install redfox-data/redfox-community wechat-search --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/wechat-search .claude/skills/wechat-search && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
wechat-search
GitHub stars
425
Used in
1 other repo
Token cost
~2.7k tokens
SKILL.md length
581 words
Files
5 (incl. scripts, references)
Skills in repo
123
Repo updated
First seen
Licence
None found

At a glance

公众号搜索工具,支持按关键词搜索爆款文章,展示推荐热门文章,助力内容创作者把握趋势与获取灵感;当用户需要搜索公众号文章、查找爆款内容、获取创作灵感时使用

  • Works in 7 steps: 简介 → 功能特性 → 一键安装 → …
  • Tasks that involve Messaging and chat bots
  • SKILL.md covers 1. 简介, 2. 功能特性, 3. 一键安装 and 4. 使用指南, plus 3 more sections
  • Runs Python scripts from its folder; calls python; needs REDFOX_API_KEY

What it does

Wechat Search is an agent skill from redfox-data/redfox-community. 公众号搜索工具,支持按关键词搜索爆款文章,展示推荐热门文章,助力内容创作者把握趋势与获取灵感;当用户需要搜索公众号文章、查找爆款内容、获取创作灵感时使用

Its SKILL.md is about 2.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 6 other files, including scripts and reference files (for example `README.en.md`, `README.md` and `references/gzh_trend_data_format.md`).

It sits in Productivity & Automation, covering Messaging and chat bots. It works with WeChat and Python. The repository describes itself as: 红狐数据(RedFoxHub) 技能合集:面向 Agent 的可复用 SKILL 集合,覆盖灵感、选题、文案创作、数据复盘等场景,持续更新。

When your agent uses it

  • Tasks that involve Messaging and chat bots

Example prompts

  • “/wechat-search”

Requirements

  • Python 3
  • A credential in REDFOX_API_KEY

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. 简介
  2. 功能特性
  3. 一键安装
  4. 使用指南
  5. 使用场景
  6. 项目架构
  7. 常见问答

What it can do on your machine

Read from SKILL.md and the folder at commit 24d4093. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 1 file in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • redfox.hk
    • mp.weixin.qq.com

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • REDFOX_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Wechat Search loads about 2.7k tokens when it runs, and up to ~4.7k if it reads all its reference files. Until then it costs about 23 tokens; SKILL.md has 581 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~23
When it runs · the whole SKILL.md, loaded when a task matches
~2.7k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~4.7k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 581 words (~2,662 tokens).

name
wechat-search
dependency.python
无第三方依赖(纯标准库:urllib.request, json, os, sys, argparse, datetime)

Read the full SKILL.md on GitHub

Files

SKILL.md and 4 other files (scripts, references) in skills/wechat-search of redfox-data/redfox-community.

  • SKILL.md
  • README.en.md
  • README.md
  • references/gzh_trend_data_format.md
  • scripts/fetch_gzh_trends.py

Open the folder on GitHubat commit 24d4093

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in redfox-data/redfox-community, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Wechat Search next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Wechat Search compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Wechat Search this skillredfox-data/redfox-community4251 repos~2.7kAutomated safety check: PassNone
Create Experkfly/ex-skill2.5k—~3.7kAutomated safety check: NotesMIT
Wechat AutomationLAVARONG/wechat-automation-api178—~1.2kAutomated safety check: PassNone
Wechat Article Searchnexus-research-lab/nexus150—~858Automated safety check: NotesApache-2.0
Legal Text Formatcat-xierluo/legal-skills7131 repos~1.3kAutomated safety check: PassCC-BY-NC-4.0
WeChat Article Publisheriamzifei/wechat-article-publisher-skill157—~2.6kAutomated safety check: NotesMIT

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Works with

Questions about Wechat Search

What does Wechat Search do?

公众号搜索工具,支持按关键词搜索爆款文章,展示推荐热门文章,助力内容创作者把握趋势与获取灵感;当用户需要搜索公众号文章、查找爆款内容、获取创作灵感时使用. Wechat Search is an agent skill from redfox-data/redfox-community.

When should I use Wechat Search?

Wechat Search fits situations like: tasks that involve Messaging and chat bots.

How do I install Wechat Search in Claude Code?

Run `npx skills add redfox-data/redfox-community --skill wechat-search -a claude-code`. Or copy the skill folder (skills/wechat-search in redfox-data/redfox-community) into .claude/skills/wechat-search in your project. Claude Code loads it when a task matches its description.

How do I install Wechat Search in Codex?

Run `npx skills add redfox-data/redfox-community --skill wechat-search -a codex`. Or copy the skill folder (skills/wechat-search in redfox-data/redfox-community) into .agents/skills/wechat-search in your project. Codex loads it when a task matches its description.

Can I use Wechat Search in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add redfox-data/redfox-community --skill wechat-search -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/wechat-search, .gemini/skills/wechat-search, .github/skills/wechat-search and .opencode/skills/wechat-search in your project.

What does Wechat Search need to run?

Going by SKILL.md and its folder, Wechat Search needs Python for the scripts in its folder, the command-line tools its instructions call (python) and credentials named REDFOX_API_KEY. Our summary lists: Python 3; A credential in REDFOX_API_KEY.

Does Wechat Search access the network?

SKILL.md names 2 domains. As links in the text: redfox.hk and mp.weixin.qq.com. This is read from the text; nothing was executed.

Is Wechat Search safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Wechat Search use?

No licence was found for Wechat Search or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Wechat Search use?

About 2.7k tokens (SKILL.md is roughly 11k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.

What are the alternatives to Wechat Search?

Skills that share tags, products or a category with Wechat Search: Create Ex (perkfly/ex-skill, 2.5k stars), Wechat Automation (LAVARONG/wechat-automation-api, 178 stars), Wechat Article Search (nexus-research-lab/nexus, 150 stars) and Legal Text Format (cat-xierluo/legal-skills, 713 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Wechat Search?

redfox-data (a GitHub user) maintains it in redfox-data/redfox-community, which has 425 GitHub stars. The repository holds 123 skills in this directory. The repository was last updated on October 8, 2026.

Source: redfox-data/redfox-community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.