RRepoGEO

REPOGEO REPORT · LITE

n4ze3m/dialoqbase

Default branch main · commit b17ff384 · scanned 6/2/2026, 5:28:01 AM

GitHub: 1,792 stars · 274 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 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 n4ze3m/dialoqbase, 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 the README's opening to highlight full-stack application with UI

    Why:

    CURRENT
    Dialoqbase is an open-source application designed to facilitate the creation of custom chatbots using a personalized knowledge base.
    COPY-PASTE FIX
    Dialoqbase is an open-source, full-stack application with a user-friendly web UI, designed to facilitate the creation and deployment of custom RAG chatbots using your personalized knowledge base and various language models.
  • mediumtopics#2
    Add topics that emphasize application, platform, and UI

    Why:

    CURRENT
    anthropic, chatbot, chatgpt, claude, code-llama, codellama, cohere, docx, google-palm, gpt-3, gpt-4, huggingface, langchain, llama, localai, mistral, pdf, private-gpt, privategpt
    COPY-PASTE FIX
    anthropic, chatbot, chatgpt, claude, code-llama, codellama, cohere, docx, google-palm, gpt-3, gpt-4, huggingface, langchain, llama, localai, mistral, pdf, private-gpt, privategpt, rag-platform, chatbot-builder, no-code-ai, low-code-ai, self-hosted, web-application
  • mediumabout#3
    Update repository description to be more specific

    Why:

    CURRENT
    Create chatbots with ease
    COPY-PASTE FIX
    A full-stack, open-source platform with a web UI to easily build and deploy custom RAG chatbots using your own data and various LLMs.

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 n4ze3m/dialoqbase
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 2×
  3. Haystack · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Gradio · recommended 1×
  • CATEGORY QUERY
    How can I quickly build a custom chatbot using my own documents and various LLMs?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. OpenAI Assistants API
    5. Gradio
    6. Streamlit

    AI recommended 6 alternatives but never named n4ze3m/dialoqbase. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools help create AI chatbots with vector search and multiple large language models?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack (deepset/Haystack)
    4. Rasa
    5. Open-Assistant

    AI recommended 5 alternatives but never named n4ze3m/dialoqbase. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 n4ze3m/dialoqbase?
    pass
    AI did not name n4ze3m/dialoqbase — 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 n4ze3m/dialoqbase in production, what risks or prerequisites should they evaluate first?
    pass
    AI named n4ze3m/dialoqbase 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 n4ze3m/dialoqbase solve, and who is the primary audience?
    pass
    AI named n4ze3m/dialoqbase 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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n4ze3m/dialoqbase — 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