RRepoGEO

REPOGEO REPORT · LITE

foxhui/WebAI2API

Default branch main · commit 84729fb1 · scanned 5/8/2026, 10:14:11 AM

GitHub: 809 stars · 236 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 foxhui/WebAI2API, 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 the README's opening to clearly state its unique value proposition.

    Why:

    CURRENT
    WebAI2API 是一个基于 Camoufox (Playwright) 的网页版 AI 服务转通用 API 的工具。通过模拟人类操作与 LMArena、Gemini 等网站交互, 提供兼容 OpenAI 格式 的接口服务, 同时支持 多窗口并发 与 多账号管理(浏览器实例数据隔离)。
    COPY-PASTE FIX
    WebAI2API transforms *any web-based generative AI service* (like LMArena, Gemini, ChatGPT) into a unified, OpenAI-compatible API. It uniquely bypasses automation detection by simulating human interaction via Camoufox (Playwright), offering multi-window concurrency and account isolation for developers needing programmatic access to AI UIs.
  • mediumtopics#2
    Add more specific topics to highlight the unique niche.

    Why:

    CURRENT
    ai-tools, browser-automation, generative-ai, image-generation, openai-api, text-generation, text-to-image, web-scraping
    COPY-PASTE FIX
    ai-tools, browser-automation, generative-ai, image-generation, openai-api, text-generation, text-to-image, web-scraping, ai-api-gateway, web-ai-to-api, playwright-automation, anti-bot-detection, llm-api-proxy
  • mediumcomparison#3
    Add a "Comparison with Alternatives" section to the README.

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives
    
    While tools like **Playwright** or **Puppeteer** provide browser automation, WebAI2API is a complete application specifically designed to turn *web-based AI UIs* into robust, OpenAI-compatible APIs, handling anti-bot detection, concurrency, and account isolation out-of-the-box. Unlike general LLM API gateways such as **LiteLLM** or **OpenRouter.ai**, WebAI2API focuses on services that *lack a direct API*, providing a bridge where none exists by interacting with their web interfaces.

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 foxhui/WebAI2API
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
puppeteer-extra/puppeteer-extra
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. puppeteer-extra/puppeteer-extra · recommended 2×
  2. BerriAI/litellm · recommended 1×
  3. OpenRouter.ai · recommended 1×
  4. mudler/LocalAI · recommended 1×
  5. tiangolo/fastapi · recommended 1×
  • CATEGORY QUERY
    How can I expose various web-based generative AI services as a unified OpenAI-compatible API?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/litellm)
    2. OpenRouter.ai
    3. LocalAI (mudler/LocalAI)
    4. FastAPI (tiangolo/fastapi)
    5. LangChain (langchain-ai/langchain)

    AI recommended 5 alternatives but never named foxhui/WebAI2API. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to programmatically interact with multiple web AI platforms, bypassing automation detection.
    you: not recommended
    AI recommended (in order):
    1. Playwright (microsoft/playwright)
    2. playwright-stealth (apify/playwright-stealth)
    3. Selenium (SeleniumHQ/selenium)
    4. selenium-stealth (N0rz3/selenium-stealth)
    5. Puppeteer (puppeteer/puppeteer)
    6. puppeteer-extra (puppeteer-extra/puppeteer-extra)
    7. puppeteer-extra-plugin-stealth (puppeteer-extra/puppeteer-extra)
    8. Undetected ChromeDriver (ultrafunkamsterdam/undetected-chromedriver)
    9. Requests-HTML (psf/requests-html)
    10. Zyte API

    AI recommended 10 alternatives but never named foxhui/WebAI2API. 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 foxhui/WebAI2API?
    pass
    AI did not name foxhui/WebAI2API — 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 foxhui/WebAI2API in production, what risks or prerequisites should they evaluate first?
    pass
    AI named foxhui/WebAI2API 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 foxhui/WebAI2API solve, and who is the primary audience?
    pass
    AI named foxhui/WebAI2API explicitly

    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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foxhui/WebAI2API — 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