RRepoGEO

REPOGEO REPORT · LITE

MartialBE/one-hub

Default branch main · commit 387f8bf1 · scanned 5/14/2026, 2:16:51 PM

GitHub: 2,815 stars · 495 forks

AI VISIBILITY SCORE
27 /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
1 / 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 MartialBE/one-hub, 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 H1 and add a clear tagline

    Why:

    CURRENT
    # One Hub
_本项目是基于one-api二次开发而来的_
    COPY-PASTE FIX
    # One Hub: OpenAI/LLM API 管理与分发系统
_本项目是基于one-api二次开发而来的，旨在提供一个功能更强大、更易用的LLM API网关和分发平台。_
  • mediumtopics#2
    Expand repository topics with specific keywords

    Why:

    CURRENT
    chatgpt, openai, openai-api
    COPY-PASTE FIX
    chatgpt, openai, openai-api, llm-api-gateway, api-management, ai-proxy, cost-management, usage-analytics, api-distribution
  • mediumabout#3
    Refine repository description for clarity on LLM API proxying

    Why:

    CURRENT
    OpenAI 接口管理 & 分发系统，改自songquanpeng/one-api。支持更多模型，加入统计页面，完善非openai模型的函数调用。
    COPY-PASTE FIX
    一个强大的OpenAI/LLM API管理与分发系统，作为API网关和代理，支持多模型、成本统计、用户分析及非OpenAI模型函数调用。

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 MartialBE/one-hub
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Azure OpenAI Service · recommended 1×
  3. AWS Bedrock · recommended 1×
  4. Google Cloud Vertex AI · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to manage and distribute access to various large language model APIs?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Azure OpenAI Service
    3. AWS Bedrock
    4. Google Cloud Vertex AI
    5. LangChain
    6. LiteLLM
    7. Hugging Face Inference API
    8. Hugging Face Hub
    9. Kong
    10. Apigee
    11. Azure API Management
    12. AWS API Gateway

    AI recommended 12 alternatives but never named MartialBE/one-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a platform to monitor AI API usage, costs, and user analytics.
    you: not recommended
    AI recommended (in order):
    1. OpenMeter
    2. Moesif API Analytics
    3. APIToolkit
    4. Datadog
    5. New Relic
    6. Grafana
    7. Prometheus
    8. Loki
    9. Lumigo

    AI recommended 9 alternatives but never named MartialBE/one-hub. 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 MartialBE/one-hub?
    pass
    AI did not name MartialBE/one-hub — 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 MartialBE/one-hub in production, what risks or prerequisites should they evaluate first?
    pass
    AI named MartialBE/one-hub 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 MartialBE/one-hub solve, and who is the primary audience?
    pass
    AI did not name MartialBE/one-hub — 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?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite