RRepoGEO

REPOGEO REPORT · LITE

ngc660sec/NGCBot

Default branch master · commit f603c7d9 · scanned 6/26/2026, 11:43:22 AM

GitHub: 3,312 stars · 483 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)

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

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
    Replace the misleading README with a clear project description

    Why:

    CURRENT
    # 因不可抗力因素，下架
    COPY-PASTE FIX
    # NGCBot: Versatile WeChat Bot for Security News & AI Responses

NGCBot is a versatile WeChat bot built on a HOOK mechanism, designed to automate various tasks and provide AI-powered responses. It features scheduled security news pushes from major platforms like FreeBuf, XianZhi, AnQuanKe, and QiAnXin, supports AI replies using models like Coze, FastGPT, and Dify, and offers utilities for vulnerability queries, phone number lookups, knowledge base queries, and more. Its rich customization options make it easy for beginners to get started, supporting features like point systems, automatic group invites, mass messaging, and video account parsing.
  • mediumtopics#2
    Add more specific topics to clarify platform and features

    Why:

    CURRENT
    bot, crawler, security, wei-xin, weixin, wxbot
    COPY-PASTE FIX
    bot, crawler, security, wei-xin, weixin, wxbot, wechat-bot, ai-chatbot, generative-ai, security-news, kfc-wenan, vulnerability-scanner, threat-intelligence
  • lowhomepage#3
    Add a project homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/ngc660sec/NGCBot/ (or a dedicated project page/documentation if available)

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
Microsoft Bot Framework
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Microsoft Bot Framework · recommended 2×
  2. Rasa · recommended 2×
  3. WeChaty · recommended 1×
  4. Tuling123 · recommended 1×
  5. Weixin-MP · recommended 1×
  • CATEGORY QUERY
    What are some good WeChat bot frameworks for security news and AI-powered responses?
    you: not recommended
    AI recommended (in order):
    1. WeChaty
    2. Tuling123
    3. Weixin-MP
    4. wechat
    5. wechat-api
    6. Go-WeChat
    7. Microsoft Bot Framework
    8. Rasa

    AI recommended 8 alternatives but never named ngc660sec/NGCBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Recommend a versatile messaging bot supporting AI chat, content parsing, and automated group management.
    you: not recommended
    AI recommended (in order):
    1. Telegram Bot API
    2. Discord.js
    3. Microsoft Bot Framework
    4. Slack Bolt
    5. Rasa
    6. Botpress

    AI recommended 6 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