RRepoGEO

REPOGEO REPORT · LITE

MartialBE/one-hub

Default branch main · commit 387f8bf1 · scanned 6/25/2026, 3:32:00 AM

GitHub: 2,848 stars · 496 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
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 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
    Add a clear, concise introductory sentence to the README's opening

    Why:

    CURRENT
    _本项目是基于one-api二次开发而来的_
    COPY-PASTE FIX
    One Hub is an advanced API management and distribution system for large language models (LLMs), forked and enhanced from songquanpeng/one-api. It provides a unified platform to manage and distribute access to various LLM APIs, including OpenAI, with features like usage statistics, improved function calling for non-OpenAI models, and flexible proxy configurations.
  • hightopics#2
    Expand repository topics to include API management and LLM proxy terms

    Why:

    CURRENT
    chatgpt, openai, openai-api
    COPY-PASTE FIX
    chatgpt, openai, openai-api, llm-api-gateway, api-management, llm-proxy, ai-api-management, api-distribution
  • mediumcomparison#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives
One Hub stands out from other LLM API management solutions like LiteLLM and Helicone.ai by offering [mention 2-3 key differentiators from your '功能变化' list, e.g., advanced user dashboards, comprehensive statistics, or enhanced non-OpenAI function calling].

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 Evals
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Evals · recommended 2×
  2. LiteLLM · recommended 2×
  3. LangChain · recommended 1×
  4. Azure AI Studio · recommended 1×
  5. Azure OpenAI Service · recommended 1×
  • CATEGORY QUERY
    How to manage and distribute access to various large language model APIs efficiently?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Evals
    2. LangChain
    3. LiteLLM
    4. Azure AI Studio
    5. Azure OpenAI Service
    6. AWS Bedrock
    7. Vercel AI SDK
    8. NGINX
    9. Kong

    AI recommended 9 alternatives but never named MartialBE/one-hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a system to track and analyze usage of different AI model APIs with proxy support.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Evals
    2. Helicone.ai
    3. LiteLLM
    4. Langfuse
    5. APIMan
    6. Kong Gateway
    7. ELK Stack

    AI recommended 7 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 named MartialBE/one-hub explicitly

    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 named MartialBE/one-hub 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 MartialBE/one-hub. 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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MartialBE/one-hub — 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