Agent skill

Wechat Account Analyzer

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

公众号账号诊断工具是对任意公众号账号进行四维度量化评分(内容健康度、用户活跃度、内容核心数据、运营规范性),对标行业平均水平,输出可落地的运营优化建议。

No licenceAuto-check passedProductivity & Automation

Install Wechat Account Analyzer

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

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

GitHub CLI
$ gh skill install redfox-data/redfox-community wechat-account-analyzer --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-account-analyzer .claude/skills/wechat-account-analyzer && 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-account-analyzer
GitHub stars
425
Used in
1 other repo
Token cost
~1.4k tokens
SKILL.md length
321 words
Files
12 (incl. scripts, references, assets)
Skills in repo
123
Repo updated
First seen
Licence
None found

At a glance

公众号账号诊断工具是对任意公众号账号进行四维度量化评分(内容健康度、用户活跃度、内容核心数据、运营规范性),对标行业平均水平,输出可落地的运营优化建议。

  • Works in 3 steps: 将技能文件夹放入你的 Skills 目录 → 安装 Python 依赖 → 配置 API Key(见下方)
  • Tasks that involve Messaging and chat bots
  • SKILL.md covers 简介, 功能特性, 一键安装 and 使用指南, plus 3 more sections
  • Runs Python scripts from its folder; calls pip; needs REDFOX_API_KEY

What it does

Wechat Account Analyzer is an agent skill from redfox-data/redfox-community. 公众号账号诊断工具是对任意公众号账号进行四维度量化评分(内容健康度、用户活跃度、内容核心数据、运营规范性),对标行业平均水平,输出可落地的运营优化建议。

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 14 other files, including scripts, reference files and assets (for example `README.en.md`, `README.md` and `references/api_guide.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-account-analyzer”

Requirements

  • Python 3
  • A credential in REDFOX_API_KEY

Workflow steps

3 steps, taken from the first numbered list in SKILL.md.

  1. 将技能文件夹放入你的 Skills 目录
  2. 安装 Python 依赖
  3. 配置 API Key(见下方)

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 5 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • pip

    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

    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 Account Analyzer loads about 1.4k tokens when it runs, and up to ~16k if it reads all its reference files. Until then it costs about 25 tokens; SKILL.md has 321 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~25
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~16k

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 321 words (~1,375 tokens).

name
wechat-account-analyzer

Read the full SKILL.md on GitHub

Files

SKILL.md and 11 other files (scripts, references, assets) in skills/wechat-account-analyzer of redfox-data/redfox-community.

  • SKILL.md
  • README.en.md
  • README.md
  • assets/report_template.html
  • references/api_guide.md
  • references/core_workflow.md
  • references/workflow_guide.md
  • scripts/analyzer.py
  • scripts/api_client.py
  • scripts/report.py
  • scripts/scoring.py
  • scripts/wechat_analyzer.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 Account Analyzer 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 Account Analyzer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Wechat Account Analyzer this skillredfox-data/redfox-community4251 repos~1.4kAutomated 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 Account Analyzer

What does Wechat Account Analyzer do?

公众号账号诊断工具是对任意公众号账号进行四维度量化评分(内容健康度、用户活跃度、内容核心数据、运营规范性),对标行业平均水平,输出可落地的运营优化建议。. Wechat Account Analyzer is an agent skill from redfox-data/redfox-community.

When should I use Wechat Account Analyzer?

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

How do I install Wechat Account Analyzer in Claude Code?

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

How do I install Wechat Account Analyzer in Codex?

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

Can I use Wechat Account Analyzer 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-account-analyzer -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-account-analyzer, .gemini/skills/wechat-account-analyzer, .github/skills/wechat-account-analyzer and .opencode/skills/wechat-account-analyzer in your project.

What does Wechat Account Analyzer need to run?

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

Does Wechat Account Analyzer access the network?

SKILL.md names 1 domain. As links in the text: redfox.hk. This is read from the text; nothing was executed.

Is Wechat Account Analyzer 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 Account Analyzer use?

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

How many tokens does Wechat Account Analyzer use?

About 1.4k tokens (SKILL.md is roughly 5.5k 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 15k tokens, read only when the agent opens those files.

What are the alternatives to Wechat Account Analyzer?

Skills that share tags, products or a category with Wechat Account Analyzer: 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 Account Analyzer?

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.