RRepoGEO

REPOGEO REPORT · LITE

liaokongVFX/LangChain-Chinese-Getting-Started-Guide

Default branch main · commit cba15c8b · scanned 5/11/2026, 5:02:58 AM

GitHub: 8,968 stars · 707 forks

AI VISIBILITY SCORE
22 /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
1 / 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 liaokongVFX/LangChain-Chinese-Getting-Started-Guide, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, for example, with the MIT License text.
  • highhomepage#2
    Set the repository homepage to the GitBook URL

    Why:

    COPY-PASTE FIX
    https://liaokong.gitbook.io/llm-kai-fa-jiao-cheng/
  • mediumtopics#3
    Add more specific topics to emphasize its tutorial nature

    Why:

    CURRENT
    aigc, chatgpt, langchain, openai, openai-api
    COPY-PASTE FIX
    aigc, chatgpt, langchain, openai, openai-api, tutorial, guide, chinese-guide, llm-development

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 liaokongVFX/LangChain-Chinese-Getting-Started-Guide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. ChatGPT Prompt Engineering for Developers · recommended 1×
  3. 机器学习 (Machine Learning) · recommended 1×
  4. Bilibili · recommended 1×
  5. OpenAI APIs · recommended 1×
  • CATEGORY QUERY
    Looking for a beginner-friendly Chinese tutorial to develop AI applications using large language models.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Prompt Engineering for Developers
    2. 机器学习 (Machine Learning)
    3. Bilibili
    4. LangChain
    5. OpenAI APIs
    6. Datawhale
    7. 阿里云 (Alibaba Cloud)
    8. 通义千问
    9. 百度智能云 (Baidu AI Cloud)
    10. 文心一言

    AI recommended 10 alternatives but never named liaokongVFX/LangChain-Chinese-Getting-Started-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I extend large language models to perform tasks like web search and document summarization?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Google Search API
    3. SerpAPI
    4. Brave Search API
    5. LlamaIndex
    6. Hugging Face Transformers Library
    7. requests
    8. Google Custom Search API
    9. Bing Web Search API
    10. Beautiful Soup
    11. Playwright
    12. T5
    13. BART
    14. LLaMA 2
    15. BART-large-CNN
    16. T5-base
    17. OpenAI API
    18. gpt-4
    19. gpt-3.5-turbo
    20. FLAN-T5
    21. peft

    AI recommended 21 alternatives but never named liaokongVFX/LangChain-Chinese-Getting-Started-Guide. 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 liaokongVFX/LangChain-Chinese-Getting-Started-Guide?
    pass
    AI did not name liaokongVFX/LangChain-Chinese-Getting-Started-Guide — 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 liaokongVFX/LangChain-Chinese-Getting-Started-Guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named liaokongVFX/LangChain-Chinese-Getting-Started-Guide 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 liaokongVFX/LangChain-Chinese-Getting-Started-Guide solve, and who is the primary audience?
    pass
    AI did not name liaokongVFX/LangChain-Chinese-Getting-Started-Guide — 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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liaokongVFX/LangChain-Chinese-Getting-Started-Guide — 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