RRepoGEO

REPOGEO REPORT · LITE

lich0821/WeChatFerry

Default branch master · commit 0f5c60a0 · scanned 5/23/2026, 11:32:51 PM

GitHub: 6,618 stars · 1,520 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 lich0821/WeChatFerry, 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
  • highreadme#1
    Reposition README's opening to clearly state its core function as a WeChat automation framework.

    Why:

    CURRENT
    # WeChatFerry

一个玩微信的工具。更多介绍见：WeChatFerry: 一个玩微信的工具。
    COPY-PASTE FIX
    # WeChatFerry

WeChatFerry 是一个强大的微信PC客户端自动化框架，通过 Hook 技术实现对微信的程序化控制。它支持接入 DeepSeek、Gemini、ChatGPT、ChatGLM 等主流大模型，帮助开发者构建自定义微信机器人和自动化应用。
  • hightopics#2
    Add more specific topics to reflect its function as a WeChat automation framework and bot development tool.

    Why:

    CURRENT
    chatglm, chatgpt, gemini, hook, robot, wechat
    COPY-PASTE FIX
    wechat-automation, wechat-bot, bot-framework, llm-integration, windows-automation, hook, robot, wechat, chatglm, chatgpt, gemini
  • mediumhomepage#3
    Add a homepage URL to the repository's About section.

    Why:

    COPY-PASTE FIX
    https://wechatferry.readthedocs.io/zh/latest/

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 lich0821/WeChatFerry
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT · recommended 1×
  2. Google Gemini · recommended 1×
  3. Anthropic Claude · recommended 1×
  4. Hugging Face Inference API · recommended 1×
  5. Ollama · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models into a custom WeChat automation bot?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT
    2. Google Gemini
    3. Anthropic Claude
    4. Hugging Face Inference API
    5. Ollama
    6. vLLM
    7. Text Generation Inference (TGI)
    8. Baidu ERNIE Bot

    AI recommended 8 alternatives but never named lich0821/WeChatFerry. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What framework allows programmatic control of WeChat for building custom applications?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account Platform API
    2. WeChat Mini Program API
    3. WeChat Enterprise WeChat API (WeCom API)
    4. WeChat Pay API
    5. wechat-api
    6. co-wechat
    7. wechatpy
    8. Spring Social WeChat

    AI recommended 8 alternatives but never named lich0821/WeChatFerry. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 lich0821/WeChatFerry?
    pass
    AI named lich0821/WeChatFerry explicitly

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

  • If a team adopts lich0821/WeChatFerry in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lich0821/WeChatFerry 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 lich0821/WeChatFerry solve, and who is the primary audience?
    pass
    AI named lich0821/WeChatFerry explicitly

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

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lich0821/WeChatFerry — 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