RRepoGEO

REPOGEO REPORT · LITE

X-D-Lab/LangChain-ChatGLM-Webui

Default branch master · commit 7996cd5f · scanned 5/26/2026, 5:28:34 AM

GitHub: 3,310 stars · 493 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 X-D-Lab/LangChain-ChatGLM-Webui, 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 clearly state its purpose as a complete web UI solution

    Why:

    CURRENT
    The current README starts with badges and links, obscuring the project's main value proposition.
    COPY-PASTE FIX
    Move the core value proposition to the very top of the README, before any badges or links. Start with a clear, concise sentence like: 'LangChain-ChatGLM-Webui is a web-based application for building and interacting with LLM-powered chatbots that query your private, local knowledge documents, leveraging LangChain and ChatGLM models.'
  • mediumtopics#2
    Add solution-oriented topics to improve categorization

    Why:

    CURRENT
    belle, bilibili, chatglm-6b, chatglm-webui, jina, langchain, langchain-serve, llama, llm, minimax, modelscope
    COPY-PASTE FIX
    Add `knowledge-base-qa`, `private-llm`, `document-chatbot`, `rag-system`, `web-ui`, `local-llm` to the existing topics.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://huggingface.co/spaces/thomas-yanxin/LangChain-ChatLLM

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 X-D-Lab/LangChain-ChatGLM-Webui
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. Hugging Face Transformers · recommended 1×
  4. FAISS · recommended 1×
  5. Chroma · recommended 1×
  • CATEGORY QUERY
    How can I build an LLM-powered chatbot for querying my private local documents?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Hugging Face Transformers
    4. FAISS
    5. Chroma
    6. Weaviate
    7. Haystack
    8. OpenAI API
    9. PyPDF2
    10. python-docx
    11. Cohere
    12. Google PaLM

    AI recommended 12 alternatives but never named X-D-Lab/LangChain-ChatGLM-Webui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good options for a web UI to interact with local knowledge base LLM applications?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. LangChain
    4. Flask
    5. Django
    6. React
    7. Vue.js
    8. Svelte
    9. Panel
    10. NiceGUI
    11. FastAPI
    12. Jinja2
    13. Dash

    AI recommended 13 alternatives but never named X-D-Lab/LangChain-ChatGLM-Webui. 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 X-D-Lab/LangChain-ChatGLM-Webui?
    pass
    AI did not name X-D-Lab/LangChain-ChatGLM-Webui — 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 X-D-Lab/LangChain-ChatGLM-Webui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named X-D-Lab/LangChain-ChatGLM-Webui 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 X-D-Lab/LangChain-ChatGLM-Webui solve, and who is the primary audience?
    pass
    AI did not name X-D-Lab/LangChain-ChatGLM-Webui — 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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X-D-Lab/LangChain-ChatGLM-Webui — 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