RRepoGEO

REPOGEO REPORT · LITE

yanqiangmiffy/Chinese-LangChain

Default branch master · commit 0c2d2caa · scanned 6/29/2026, 1:48:15 PM

GitHub: 2,829 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
23 /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
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 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 relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    langchain, chinese-nlp, llm, knowledge-base, q-a-system, chatglm, gradio, nlp, artificial-intelligence
  • highreadme#2
    Reposition the README H1 to clearly state the project's purpose

    Why:

    CURRENT
    # Chinese-LangChain
    COPY-PASTE FIX
    # Chinese-LangChain: 本地化中文知识库检索与智能问答系统 (Local Chinese Knowledge Base Retrieval & Smart Q&A System)
  • mediumlicense#3
    Create a LICENSE file for the OpenRAIL-M license

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., named LICENSE or LICENSE.md) in the repository root containing the full text of the OpenRAIL-M license, as indicated by the 'license: openrail' metadata in your README.

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
Zendesk Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zendesk Guide · recommended 1×
  2. Intercom Articles · recommended 1×
  3. Confluence · recommended 1×
  4. Freshdesk · recommended 1×
  5. Help Scout Docs · recommended 1×
  • CATEGORY QUERY
    Need a solution to build a localized Chinese knowledge base and generate intelligent answers from documents.
    you: not recommended
    AI recommended (in order):
    1. Zendesk Guide
    2. Intercom Articles
    3. Confluence
    4. Freshdesk
    5. Help Scout Docs
    6. Guru
    7. OpenAI API
    8. GPT-4
    9. GPT-3.5 Turbo
    10. Baidu ERNIE Bot
    11. OpenAI's `text-embedding-ada-002`
    12. Pinecone
    13. Weaviate
    14. Milvus

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

    Show full AI answer
  • CATEGORY QUERY
    What are the best frameworks for developing a private Chinese LLM-powered Q&A system with custom data?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Hugging Face Transformers
    5. Hugging Face Datasets
    6. PaddlePaddle
    7. PaddleNLP

    AI recommended 7 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 did not name yanqiangmiffy/Chinese-LangChain — 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

Drop this badge into the README of yanqiangmiffy/Chinese-LangChain. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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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