RRepoGEO

REPOGEO REPORT · LITE

ngc660sec/NGCBot

Default branch master · commit f603c7d9 · scanned 5/15/2026, 6:19:18 PM

GitHub: 3,322 stars · 483 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
0 pass · 2 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 ngc660sec/NGCBot, 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
    Rewrite README to accurately describe the project and remove 'taken down' message

    Why:

    CURRENT
    # 因不可抗力因素，下架
    COPY-PASTE FIX
    # NGCBot: 智能微信机器人，赋能安全与自动化

NGCBot 是一个基于HOOK机制的微信机器人，专为自动化任务和智能交互设计。它支持安全新闻定时推送（如 FreeBuf, 先知, 安全客, 奇安信攻防社区），提供漏洞查询、微步威胁情报查询、手机号归属地查询等安全相关功能。此外，NGCBot 还集成了KFC文案、星座查询、天气查询、摸鱼日历等娱乐与实用工具，并支持视频号解析、积分系统、自动拉人、自动群发以及与扣子、FastGpt、Dify等主流AI模型的智能回复。NGCBot 设计灵活，自定义程度高，即使是新手也能轻松上手。
  • mediumhomepage#2
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    [Your project's official website or documentation URL]
  • lowtopics#3
    Expand repository topics with more specific terms

    Why:

    CURRENT
    bot, crawler, security, wei-xin, weixin, wxbot
    COPY-PASTE FIX
    bot, crawler, security, wei-xin, weixin, wxbot, ai-chatbot, threat-intelligence, vulnerability-lookup, wechat-automation

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 ngc660sec/NGCBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
WeChaty
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. WeChaty · recommended 1×
  2. ItChat · recommended 1×
  3. go-wechaty · recommended 1×
  4. node-wechat · recommended 1×
  5. wxpy · recommended 1×
  • CATEGORY QUERY
    What are good open-source WeChat bot solutions for automated replies and group management?
    you: not recommended
    AI recommended (in order):
    1. WeChaty
    2. ItChat
    3. go-wechaty
    4. node-wechat
    5. wxpy

    AI recommended 5 alternatives but never named ngc660sec/NGCBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build a WeChat bot to provide security news and threat intelligence lookups?
    you: not recommended
    AI recommended (in order):
    1. WeChat Official Account Platform
    2. Python
    3. Flask
    4. FastAPI
    5. Django
    6. Requests
    7. Beautiful Soup 4
    8. Scrapy
    9. VirusTotal API
    10. Shodan API
    11. AlienVault OTX
    12. Recorded Future API
    13. NVD API
    14. NewsAPI.org
    15. Google News API
    16. Redis
    17. PostgreSQL
    18. MongoDB

    AI recommended 18 alternatives but never named ngc660sec/NGCBot. 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
    warn

    Suggestion:

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 ngc660sec/NGCBot?
    pass
    AI named ngc660sec/NGCBot explicitly

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

  • If a team adopts ngc660sec/NGCBot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ngc660sec/NGCBot 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 ngc660sec/NGCBot solve, and who is the primary audience?
    pass
    AI named ngc660sec/NGCBot 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 ngc660sec/NGCBot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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ngc660sec/NGCBot — 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