RRepoGEO

REPOGEO REPORT · LITE

fatwang2/search2ai

Default branch main · commit c29018c7 · scanned 5/24/2026, 12:07:01 PM

GitHub: 1,279 stars · 190 forks

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 fatwang2/search2ai, 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's opening to emphasize API proxy/middleware function

    Why:

    CURRENT
    S2A
    
    让你的 大模型 API 支持联网,搜索、新闻、网页总结,已支持OpenAI、Gemini、Moonshot(非流式),大模型会根据你的输入判断是否联网,不是每次都联网搜索,不需要安装任何插件,也不需要更换key,直接在你常用的三方客户端替换自定义地址即可,也支持自行部署,不会影响使用的其他功能,如画图、语音等
    COPY-PASTE FIX
    ## S2A: LLM API Search & Web Summarization Proxy
    
    `search2ai` acts as a **lightweight API proxy/middleware** to instantly enable your existing Large Language Model APIs (OpenAI, Gemini, Groq, Moonshot, Azure OpenAI) with real-time online search, news retrieval, and web content summarization. Simply replace your client's custom API endpoint with your deployed `search2ai` instance – no plugins, no key changes, and it intelligently decides when to search, ensuring your other API functions (like image generation or voice) remain unaffected. It's designed for easy self-deployment.
  • mediumtopics#2
    Expand topics to include proxy and integration terms

    Why:

    CURRENT
    functioncalling, gemini, groq, llama, mistral, online, openai, openai-api, search, toolcall
    COPY-PASTE FIX
    functioncalling, gemini, groq, llama, mistral, online, openai, openai-api, search, toolcall, llm-proxy, api-middleware, web-summarization, real-time-data, llm-tools
  • lowreadme#3
    Add a 'Comparison with Alternatives' section to README

    Why:

    COPY-PASTE FIX
    ## Comparison with Alternatives
    
    Unlike full LLM orchestration frameworks such as LangChain or LlamaIndex, `search2ai` is a lightweight API proxy designed to integrate directly with your existing LLM client by simply changing the API endpoint. It's not a raw web scraping service like SerpAPI or Bright Data, but rather an intelligent middleware that performs search and summarization on demand, without requiring complex code changes or additional plugins.

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 fatwang2/search2ai
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Playwright
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Playwright · recommended 2×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. Haystack · recommended 1×
  5. SerpAPI · recommended 1×
  • CATEGORY QUERY
    How can I enable my large language model to perform online searches and summarize web content?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. SerpAPI
    5. Google Search API
    6. Beautiful Soup 4
    7. Playwright
    8. Selenium
    9. New Relic AI Monitoring
    10. Weights & Biases

    AI recommended 10 alternatives but never named fatwang2/search2ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a solution to integrate real-time internet browsing into various AI assistant APIs.
    you: not recommended
    AI recommended (in order):
    1. SerpApi
    2. Bright Data
    3. Oxylabs
    4. ScrapingBee
    5. Apify
    6. Puppeteer
    7. Playwright
    8. Google Custom Search JSON API
    9. Bing Web Search API

    AI recommended 9 alternatives but never named fatwang2/search2ai. 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 fatwang2/search2ai?
    pass
    AI named fatwang2/search2ai explicitly

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

  • If a team adopts fatwang2/search2ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named fatwang2/search2ai 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 fatwang2/search2ai solve, and who is the primary audience?
    pass
    AI named fatwang2/search2ai explicitly

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

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