RRepoGEO

REPOGEO REPORT · LITE

KenyonY/openai-forward

Default branch main · commit ec38ef1e · scanned 6/1/2026, 12:31:57 AM

GitHub: 988 stars · 309 forks

AI VISIBILITY SCORE
28 /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
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 KenyonY/openai-forward, 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
    Elevate core value proposition in README for immediate clarity

    Why:

    CURRENT
    The current README structure places the detailed description of 'OpenAI-Forward 是为大型语言模型实现的高效转发服务...' after badges, navigation, and an important note.
    COPY-PASTE FIX
    Move the core value proposition sentence, 'OpenAI-Forward 是为大型语言模型实现的高效转发服务。其核心功能包括 用户请求速率控制、Token速率限制、智能预测缓存、日志管理和API密钥管理等，旨在提供高效、便捷的模型转发服务。' (and its English translation) to be the very first textual content immediately following the main H1, before any badges or navigation.
  • mediumtopics#2
    Expand GitHub topics to include key API management and LLM-specific keywords

    Why:

    CURRENT
    llm, openai, openai-api, openai-proxy, proxy, python, rate-limit
    COPY-PASTE FIX
    llm, openai, openai-api, openai-proxy, proxy, python, rate-limit, api-gateway, reverse-proxy, caching, load-balancing
  • lowhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the homepage URL to `https://openai-forward.com` (if a dedicated project website exists) or `https://github.com/KenyonY/openai-forward` (if the GitHub repo is the primary landing page).

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 KenyonY/openai-forward
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Azure API Management
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Azure API Management · recommended 2×
  2. AWS API Gateway · recommended 2×
  3. LiteLLM · recommended 1×
  4. NGINX · recommended 1×
  5. Caddy · recommended 1×
  • CATEGORY QUERY
    How to efficiently proxy and manage multiple large language model API requests?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. NGINX
    3. Caddy
    4. LangChain
    5. Vercel AI SDK
    6. Azure API Management
    7. AWS API Gateway
    8. Portkey.ai
    9. Helicone.ai

    AI recommended 9 alternatives but never named KenyonY/openai-forward. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a service to cache and rate limit external AI model API calls for better performance.
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway (Kong/kong)
    2. Envoy Proxy (envoyproxy/envoy)
    3. Apigee
    4. AWS API Gateway
    5. AWS Lambda
    6. Amazon ElastiCache for Redis
    7. Amazon CloudFront
    8. Azure API Management
    9. Nginx (nginx/nginx)
    10. Nginx Plus

    AI recommended 10 alternatives but never named KenyonY/openai-forward. 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 KenyonY/openai-forward?
    pass
    AI did not name KenyonY/openai-forward — 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 KenyonY/openai-forward in production, what risks or prerequisites should they evaluate first?
    pass
    AI named KenyonY/openai-forward 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 KenyonY/openai-forward solve, and who is the primary audience?
    pass
    AI named KenyonY/openai-forward explicitly

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

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