RRepoGEO

REPOGEO REPORT · LITE

claw-codes/wx4py

Default branch main · commit ccbc7c13 · scanned 6/4/2026, 6:22:49 PM

GitHub: 604 stars · 172 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface claw-codes/wx4py, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Clarify 'About' description to prevent GUI library confusion

    Why:

    CURRENT
    微信4.x自动化机器人：群聊机器人、批量群发（支持文件）、批量设置群公告、聊天记录导出、群管理 | 5分钟上手
    COPY-PASTE FIX
    Python库，用于微信4.x版本自动化：群聊机器人、批量群发（支持文件）、批量设置群公告、聊天记录导出、群管理。非GUI库，专注于微信自动化。5分钟上手。
  • mediumreadme#2
    Add a prominent H1 and opening sentence to the README

    Why:

    COPY-PASTE FIX
    # wx4py: 微信4.x自动化机器人 (非GUI库)

wx4py 是一个强大的 Python 库，专注于微信4.x版本的自动化操作，而非图形用户界面 (GUI) 库。
  • lowtopics#3
    Expand topics with specific WeChat bot and messaging terms

    Why:

    CURRENT
    automation, openclaw-skills, python, rpa, skills, wechat, weixin
    COPY-PASTE FIX
    automation, openclaw-skills, python, rpa, skills, wechat, weixin, chatbot, wechat-bot, messaging-automation, group-management

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface claw-codes/wx4py
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
itchat
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. itchat · recommended 1×
  2. WeChaty (Python SDK) · recommended 1×
  3. wxpy · recommended 1×
  4. Selenium · recommended 1×
  5. Playwright · recommended 1×
  • CATEGORY QUERY
    Need a Python solution to automate WeChat group messaging and administrative tasks.
    you: not recommended
    AI recommended (in order):
    1. itchat
    2. WeChaty (Python SDK)
    3. wxpy
    4. Selenium
    5. Playwright
    6. WeChat Official Account API

    AI recommended 6 alternatives but never named claw-codes/wx4py. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good tools for building a WeChat chatbot or automating batch file sharing?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account Platform
    2. WeChat Work
    3. WeChaty (wechaty/wechaty)
    4. itchat (littlecodersh/ItChat)
    5. Zapier
    6. Integromat
    7. IFTTT

    AI recommended 7 alternatives but never named claw-codes/wx4py. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of claw-codes/wx4py?
    pass
    AI named claw-codes/wx4py explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts claw-codes/wx4py in production, what risks or prerequisites should they evaluate first?
    pass
    AI named claw-codes/wx4py explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo claw-codes/wx4py solve, and who is the primary audience?
    pass
    AI named claw-codes/wx4py explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of claw-codes/wx4py. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/claw-codes/wx4py.svg)](https://repogeo.com/en/r/claw-codes/wx4py)
HTML
<a href="https://repogeo.com/en/r/claw-codes/wx4py"><img src="https://repogeo.com/badge/claw-codes/wx4py.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

claw-codes/wx4py — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite