RRepoGEO

REPOGEO REPORT · LITE

yanqiangmiffy/Chinese-LangChain

Default branch master · commit 0c2d2caa · scanned 5/18/2026, 7:48:08 AM

GitHub: 2,822 stars · 331 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
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 yanqiangmiffy/Chinese-LangChain, 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
  • hightopics#1
    Add specific topics for better categorization

    Why:

    COPY-PASTE FIX
    langchain, chinese-llm, knowledge-base, chatbot, chatglm, llm-applications, nlp, q-a, local-llm
  • highlicense#2
    Create a LICENSE file or clarify the 'openrail' license

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. If 'openrail' is a specific license, include its full text or a link to it. If it's a custom license, clearly state its terms.
  • mediumhomepage#3
    Add the repository URL as the homepage

    Why:

    COPY-PASTE FIX
    https://github.com/yanqiangmiffy/Chinese-LangChain

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 yanqiangmiffy/Chinese-LangChain
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. Haystack · recommended 2×
  3. Rasa · recommended 2×
  4. LlamaIndex · recommended 2×
  5. FAISS · recommended 1×
  • CATEGORY QUERY
    How to build a local knowledge base chatbot for answering questions from Chinese documents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. FAISS
    3. Sentence Transformers
    4. Jina Embeddings
    5. Llama.cpp
    6. vLLM
    7. Ollama
    8. Haystack
    9. Weaviate
    10. Transformers
    11. Rasa
    12. LlamaIndex
    13. ChromaDB
    14. Gradio

    AI recommended 14 alternatives but never named yanqiangmiffy/Chinese-LangChain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a framework to implement LLM-based intelligent answer generation from a Chinese knowledge base.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Hugging Face Transformers
    5. PaddleNLP
    6. Rasa

    AI recommended 6 alternatives but never named yanqiangmiffy/Chinese-LangChain. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 yanqiangmiffy/Chinese-LangChain?
    pass
    AI named yanqiangmiffy/Chinese-LangChain explicitly

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

  • If a team adopts yanqiangmiffy/Chinese-LangChain in production, what risks or prerequisites should they evaluate first?
    pass
    AI named yanqiangmiffy/Chinese-LangChain 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 yanqiangmiffy/Chinese-LangChain solve, and who is the primary audience?
    pass
    AI named yanqiangmiffy/Chinese-LangChain 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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MARKDOWN (README)
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yanqiangmiffy/Chinese-LangChain — 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