RRepoGEO

REPOGEO REPORT · LITE

dairoot/Grok-Mirror

Default branch main · commit ec7d828c · scanned 6/9/2026, 3:16:36 PM

GitHub: 867 stars · 124 forks

AI VISIBILITY SCORE
33 /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
2 / 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 dairoot/Grok-Mirror, 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 opening to clarify Grok-specific OpenAI API proxy

    Why:

    CURRENT
    Grok Mirror 后台是一个 Grok 镜像站，允许多账号共享管理。实现多人同时使用 Grok 服务。
    COPY-PASTE FIX
    Grok Mirror 是一个自托管的 Grok 镜像站，提供多账号共享管理和 OpenAI 兼容的 API (<code>/v1/chat/completions</code>)，让团队用户无需 VPN 即可轻松访问和使用 Grok 服务。
  • mediumtopics#2
    Expand topics to include API proxy and team access keywords

    Why:

    CURRENT
    grok, grok-mirror, grok2api
    COPY-PASTE FIX
    grok, grok-mirror, grok2api, openai-api-proxy, ai-gateway, multi-user-ai, team-ai-access, ai-proxy
  • mediumreadme#3
    Emphasize Sso Token mechanism and OpenAI API in features

    Why:

    CURRENT
    提供 聊天 API <code>/v1/chat/completions</code> (格式同 Openai)
通过在 <code>Mirror</code> 后台录入 <code>Sso Token</code>，让用户可以轻松使用 Grok 服务。
    COPY-PASTE FIX
    在 '特点' (Features) 部分添加或重写一个要点：'通过安全地利用 Grok Sso Token，提供与 OpenAI 兼容的 <code>/v1/chat/completions</code> API，为 Grok 访问提供比网页抓取更稳定可靠的替代方案。'

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 dairoot/Grok-Mirror
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Auth0
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Auth0 · recommended 1×
  2. LiteLLM · recommended 1×
  3. OpenAI Proxy · recommended 1×
  4. Kong Gateway · recommended 1×
  5. Kong Konnect · recommended 1×
  • CATEGORY QUERY
    Looking for a way to provide team access to a restricted AI model without VPN.
    you: not recommended
    AI recommended (in order):
    1. Auth0

    AI recommended 1 alternative but never named dairoot/Grok-Mirror. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to expose an OpenAI-compatible API for a proprietary conversational AI service?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenAI Proxy
    3. Kong Gateway
    4. Kong Konnect
    5. Apigee API Management
    6. AWS API Gateway
    7. AWS Lambda
    8. Nginx
    9. Flask
    10. FastAPI
    11. Express
    12. Gin

    AI recommended 12 alternatives but never named dairoot/Grok-Mirror. 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 dairoot/Grok-Mirror?
    pass
    AI did not name dairoot/Grok-Mirror — likely talking about a different project

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

  • If a team adopts dairoot/Grok-Mirror in production, what risks or prerequisites should they evaluate first?
    pass
    AI named dairoot/Grok-Mirror 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 dairoot/Grok-Mirror solve, and who is the primary audience?
    pass
    AI named dairoot/Grok-Mirror 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 dairoot/Grok-Mirror. 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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  • Brand-free category queries5 vs 2 in Lite
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