RRepoGEO

REPOGEO REPORT · LITE

NapNeko/NapCatQQ

Default branch main · commit 5c18a625 · scanned 6/21/2026, 1:56:25 AM

GitHub: 9,555 stars · 759 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
40 /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
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 NapNeko/NapCatQQ, 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 core value proposition to the top

    Why:

    CURRENT
    <div align="center">

# NapCat

_Modern protocol-side framework implemented based on NTQQ._

> 云起兮风生，心向远方兮路未曾至.

</div>

## New Framework ?

可以试试更新更好用的 SnowLuma 作为NapCat Gui替代品。

## Welcome

- NapCatQQ is a modern implementation of the Bot protocol based on NTQQ.
    COPY-PASTE FIX
    # NapCatQQ

A modern, easy-to-use, and efficient framework for developing QQ bots based on the NTQQ protocol. NapCatQQ provides a rich and stable API interface, designed for reliable, low-memory operation.

## Welcome

NapCatQQ is a modern implementation of the Bot protocol based on NTQQ, offering a robust solution for developers to create custom QQ bots.
  • mediumlicense#2
    Complete the license clarification in README

    Why:

    CURRENT
    本项目采用 混合协议 开源，因此使用本项目时，你需要注意以下几点： 1. 第三方库代码或修改部分遵循其原始开源许可. 2. 本项目获取部分项目授权而不受部分约束 2. 项目其余逻辑代
    COPY-PASTE FIX
    本项目采用 混合协议 开源，因此使用本项目时，你需要注意以下几点： 1. 第三方库代码或修改部分遵循其原始开源许可. 2. 本项目获取部分项目授权而不受部分约束. 3. 项目其余逻辑代码遵循 [请在此处明确说明适用的开源协议，例如：MIT License 或 Apache-2.0 License，或自定义协议名称].
  • lowabout#3
    Refine the repository's 'About' description

    Why:

    CURRENT
    Modern protocol-side framework based on NTQQ
    COPY-PASTE FIX
    A modern, easy-to-use, and efficient framework for developing QQ bots, implemented based on the NTQQ protocol.

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 NapNeko/NapCatQQ
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Go-CQHttp
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Go-CQHttp · recommended 2×
  2. NoneBot2 · recommended 2×
  3. Mirai · recommended 2×
  4. CoolQ HTTP API Plugin · recommended 2×
  5. nonebot2 · recommended 1×
  • CATEGORY QUERY
    Seeking an easy-to-use and efficient framework for developing QQ bots with a rich API.
    you: not recommended
    AI recommended (in order):
    1. Go-CQHttp
    2. nonebot2
    3. onebot
    4. NoneBot2
    5. Mirai
    6. OneBot
    7. CoolQ HTTP API Plugin

    AI recommended 7 alternatives but never named NapNeko/NapCatQQ. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are stable, low-memory frameworks for building bots based on NTQQ or OneBot protocols?
    you: not recommended
    AI recommended (in order):
    1. Go-CQHttp
    2. NoneBot2
    3. oicq
    4. Mirai
    5. Graia Ariadne
    6. CoolQ HTTP API Plugin

    AI recommended 6 alternatives but never named NapNeko/NapCatQQ. 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 NapNeko/NapCatQQ?
    pass
    AI named NapNeko/NapCatQQ explicitly

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

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

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

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NapNeko/NapCatQQ — 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