RRepoGEO

REPOGEO REPORT · LITE

corespeed-io/wechatbot

Default branch main · commit b4b69b3d · scanned 6/21/2026, 1:17:33 PM

GitHub: 501 stars · 61 forks

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 corespeed-io/wechatbot, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • highreadme#2
    Clarify README's opening statement to emphasize AI agent integration

    Why:

    CURRENT
    The current README opening includes: '微信 iLink Bot SDK for OpenClaw / AI Agent' and '5 分钟让任何 Agent 接入微信。'
    COPY-PASTE FIX
    Update the README's opening section (e.g., right after the H1 or in the description paragraph) to explicitly state: 'WeChatBot is a production-ready, multi-language SDK that enables seamless integration of advanced AI capabilities (like OpenAI or ChatGPT) with WeChat, allowing any AI agent to connect for automated and intelligent interactions in minutes.'
  • mediumtopics#3
    Expand repository topics for better categorization

    Why:

    CURRENT
    ai-agents, weixin
    COPY-PASTE FIX
    ai-agents, weixin, wechat-bot, chatgpt, openai, bot-sdk, python, nodejs, golang, rust

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 corespeed-io/wechatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WeChat Official Account API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WeChat Official Account API · recommended 1×
  2. WeChat Mini Program · recommended 1×
  3. WeChat Work (Enterprise WeChat) API · recommended 1×
  4. Zapier · recommended 1×
  5. Integromat · recommended 1×
  • CATEGORY QUERY
    How can I connect my AI agent to WeChat for automated messaging?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account API
    2. WeChat Mini Program
    3. WeChat Work (Enterprise WeChat) API
    4. Zapier
    5. Integromat
    6. Make
    7. Wechaty (wechaty/wechaty)
    8. Selenium (SeleniumHQ/selenium)
    9. Puppeteer (puppeteer/puppeteer)

    AI recommended 9 alternatives but never named corespeed-io/wechatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a production-ready SDK to build a WeChat bot in Python.
    you: not recommended
    AI recommended (in order):
    1. WeChaty
    2. itchat
    3. wxpy
    4. WeRoBot
    5. pywechat

    AI recommended 5 alternatives but never named corespeed-io/wechatbot. 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 corespeed-io/wechatbot?
    pass
    AI named corespeed-io/wechatbot explicitly

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

  • If a team adopts corespeed-io/wechatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named corespeed-io/wechatbot 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 corespeed-io/wechatbot solve, and who is the primary audience?
    pass
    AI named corespeed-io/wechatbot 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 corespeed-io/wechatbot. 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/corespeed-io/wechatbot.svg)](https://repogeo.com/en/r/corespeed-io/wechatbot)
HTML
<a href="https://repogeo.com/en/r/corespeed-io/wechatbot"><img src="https://repogeo.com/badge/corespeed-io/wechatbot.svg" alt="RepoGEO" /></a>
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corespeed-io/wechatbot — 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