RRepoGEO

REPOGEO REPORT · LITE

432539/gpt2api

Default branch main · commit 4a90ab5b · scanned 5/10/2026, 11:48:29 PM

GitHub: 1,467 stars · 361 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 432539/gpt2api, 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
    Clarify project scope in README to counter 'GPT-2 wrapper' misinterpretation

    Why:

    CURRENT
    gpt2api（项目代号 KleinAI）是一个生产级的 **AIGC 聚合网关**，把 GPT / GROK 这类账号 + Cookie 体系的能力，整体封装成 **OpenAI 兼容协议**，让任何按 OpenAI SDK 编写的程序都可以无缝接入。
    COPY-PASTE FIX
    gpt2api（项目代号 KleinAI）是一个生产级的 **AIGC 聚合网关**，它基于 chatgpt.com 逆向，将 GPT / GROK 等多账号体系的能力封装为 **OpenAI 兼容协议**，使任何基于 OpenAI SDK 编写的程序都能无缝接入。**请注意，本项目并非针对 GPT-2 模型，而是提供一个面向 ChatGPT.com 等服务的逆向兼容网关。**
  • hightopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    chatgpt, gpt-image-2, openai
    COPY-PASTE FIX
    chatgpt, gpt-image-2, openai, openai-compatible-api, aigc-gateway, multi-account-pooling, saas-platform, billing-system, ai-proxy, llm-gateway
  • mediumlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the MIT License text.

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 432539/gpt2api
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Proxy (Pake)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Proxy (Pake) · recommended 1×
  2. Kong Gateway · recommended 1×
  3. Apache APISIX · recommended 1×
  4. Tyk API Gateway · recommended 1×
  5. Nginx · recommended 1×
  • CATEGORY QUERY
    How to create an OpenAI-compatible API gateway for multiple AI model accounts and services?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Proxy (Pake)
    2. Kong Gateway
    3. Apache APISIX
    4. Tyk API Gateway
    5. Nginx
    6. Caddy
    7. AWS API Gateway
    8. Azure API Management
    9. Google Cloud Apigee

    AI recommended 9 alternatives but never named 432539/gpt2api. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hosted AIGC platform with multi-account pooling and integrated billing capabilities.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. RunPod
    3. Baseten
    4. Replicate
    5. AWS SageMaker
    6. Google Cloud Vertex AI
    7. Hugging Face Inference Endpoints

    AI recommended 7 alternatives but never named 432539/gpt2api. 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 432539/gpt2api?
    pass
    AI named 432539/gpt2api explicitly

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

  • If a team adopts 432539/gpt2api in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 432539/gpt2api 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 432539/gpt2api solve, and who is the primary audience?
    pass
    AI did not name 432539/gpt2api — 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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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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