RRepoGEO

REPOGEO REPORT · LITE

borawong/AiMaMi

Default branch main · commit 40fe62c8 · scanned 5/28/2026, 6:47:19 PM

GitHub: 957 stars · 75 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 borawong/AiMaMi, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    openai-codex, desktop-app, tauri, ai-companion, multi-account-manager, session-management, ai-tools, productivity
  • highreadme#2
    Strengthen the README's opening sentence to clarify purpose

    Why:

    CURRENT
    <a href="https://github.com/openai/codex">OpenAI Codex</a> 最强外挂。<br/>多账号轮换、会话树管理、智能模型路由 —— 一个原生桌面应用全搞定。
    COPY-PASTE FIX
    一个为 <a href="https://github.com/openai/codex">OpenAI Codex</a> 打造的强大原生桌面伴侣。<br/>它提供多账号轮换、会话树管理、智能模型路由等核心功能，旨在全面提升 Codex 用户体验。
  • mediumabout#3
    Expand the repository description with key features

    Why:

    CURRENT
    为OpenAI Codex打造的桌面伴侣。
    COPY-PASTE FIX
    为OpenAI Codex打造的强大原生桌面伴侣，提供多账号管理、会话树管理和智能模型路由，全面提升您的AI开发与使用体验。

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 borawong/AiMaMi
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Station
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Station · recommended 1×
  2. Ferdium · recommended 1×
  3. Rambox · recommended 1×
  4. Wavebox · recommended 1×
  5. Vivaldi Browser · recommended 1×
  • CATEGORY QUERY
    How can I manage multiple AI assistant accounts and organize chat sessions efficiently on desktop?
    you: not recommended
    AI recommended (in order):
    1. Station
    2. Ferdium
    3. Rambox
    4. Wavebox
    5. Vivaldi Browser
    6. ChatGPT
    7. Google Chrome
    8. Microsoft Edge
    9. OneTab
    10. Workona

    AI recommended 10 alternatives but never named borawong/AiMaMi. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a native desktop application to extend AI model capabilities with custom commands and routing.
    you: not recommended
    AI recommended (in order):
    1. SuperAGI
    2. AutoGPT
    3. LangChain
    4. AgentGPT
    5. CrewAI
    6. Open Interpreter
    7. BabyAGI

    AI recommended 7 alternatives but never named borawong/AiMaMi. 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 borawong/AiMaMi?
    pass
    AI named borawong/AiMaMi explicitly

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

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