RRepoGEO

REPOGEO REPORT · LITE

formulahendry/wechat-acp

Default branch main · commit 8889461a · scanned 6/15/2026, 9:12:06 PM

GitHub: 705 stars · 87 forks

AI VISIBILITY SCORE
33 /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
2 / 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 formulahendry/wechat-acp, 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 H1 and opening sentence to clarify unique value

    Why:

    CURRENT
    # WeChat ACP

Bridge WeChat direct messages to any ACP-compatible AI agent.
    COPY-PASTE FIX
    # WeChat ACP: Bridge WeChat to Any AI Agent

`wechat-acp` is the definitive open-source bridge for connecting WeChat direct messages to *any* ACP-compatible AI agent (e.g., Claude, Copilot, Gemini, Kimi, etc.). It enables personal AI assistants to interact directly within your WeChat conversations.
  • mediumtopics#2
    Add more specific topics for chat app integration and AI bridging

    Why:

    CURRENT
    acp, agent-client-protocol, agentclientprotocol, wechat-bot, weixin
    COPY-PASTE FIX
    acp, agent-client-protocol, agentclientprotocol, wechat-bot, weixin, wechat-integration, ai-assistant, chat-bridge, messaging-bot, personal-ai
  • lowreadme#3
    Add a 'Why wechat-acp?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why wechat-acp?

Unlike generic AI APIs or official WeChat tools, `wechat-acp` provides a self-hostable, open-source bridge specifically designed to connect your personal WeChat direct messages with *any* ACP-compatible AI agent. This gives you full control and flexibility, offering a powerful alternative to proprietary solutions or complex manual integrations.

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 formulahendry/wechat-acp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Telegram Bot API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Telegram Bot API · recommended 2×
  2. OpenAI API · recommended 1×
  3. Ollama · recommended 1×
  4. LM Studio · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to integrate a personal chat application with a local AI assistant for direct messaging?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Ollama
    3. LM Studio
    4. LangChain
    5. React
    6. Vue.js
    7. Flutter
    8. FastAPI
    9. Express.js
    10. Mattermost
    11. Prosody
    12. Openfire
    13. SleekXMPP
    14. python-xmpp
    15. Rocket.Chat
    16. Telegram Bot API
    17. Python-Telegram-Bot
    18. Discord.py

    AI recommended 18 alternatives but never named formulahendry/wechat-acp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can forward private chat app messages to a command-line AI agent?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make.com
    3. IFTTT
    4. Slack
    5. Discord
    6. Telegram Bot API
    7. Twilio API
    8. python-telegram-bot (python-telegram-bot/python-telegram-bot)
    9. discord.py (Rapptz/discord.py)
    10. Selenium WebDriver (SeleniumHQ/selenium)
    11. Playwright (microsoft/playwright)
    12. Flask (pallets/flask)
    13. Node.js Express (expressjs/express)

    AI recommended 13 alternatives but never named formulahendry/wechat-acp. 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 formulahendry/wechat-acp?
    pass
    AI named formulahendry/wechat-acp explicitly

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

  • If a team adopts formulahendry/wechat-acp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named formulahendry/wechat-acp 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 formulahendry/wechat-acp solve, and who is the primary audience?
    pass
    AI did not name formulahendry/wechat-acp — likely talking about a different project

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

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  • Brand-free category queries5 vs 2 in Lite
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