RRepoGEO

REPOGEO REPORT · LITE

liaokongVFX/LangChain-Chinese-Getting-Started-Guide

Default branch main · commit cba15c8b · scanned 6/21/2026, 8:02:55 AM

GitHub: 9,046 stars · 710 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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
  • highabout#1
    Update the repository description

    Why:

    CURRENT
    LangChain 的中文入门教程
    COPY-PASTE FIX
    一个面向中文用户的LangChain入门教程，指导如何使用LangChain构建大型语言模型（LLM）驱动的应用。
  • highreadme#2
    Add a clear introductory sentence to the README

    Why:

    COPY-PASTE FIX
    Add this sentence right after the H1: 本教程旨在为中文用户提供LangChain的全面入门指导，帮助您从零开始构建由大型语言模型驱动的应用程序。
  • mediumlicense#3
    Add a license file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with your chosen open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

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. LlamaIndex · recommended 1×
  3. Haystack (deepset) · recommended 1×
  4. Pinecone · recommended 1×
  5. Weaviate · recommended 1×
  • CATEGORY QUERY
    How can I integrate large language models with external data sources for enhanced capabilities?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack (deepset)
    4. Pinecone
    5. Weaviate
    6. Chroma
    7. Qdrant
    8. OpenAI Function Calling
    9. LangChain Tools/Agents
    10. SQLAlchemy
    11. Pandas

    AI recommended 11 alternatives but never named liaokongVFX/LangChain-Chinese-Getting-Started-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a comprehensive guide to building applications with large language models in Chinese.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Hugging Face Transformers
    3. PaddlePaddle
    4. ERNIE Bot
    5. PaddleNLP
    6. OpenAI API
    7. PAI-EAS
    8. DashScope
    9. Hunyuan

    AI recommended 9 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