RRepoGEO

REPOGEO REPORT · LITE

keinsaasforever/better-chatbot

Default branch main · commit 489596fd · scanned 6/13/2026, 12:22:00 PM

GitHub: 1,118 stars · 345 forks

AI VISIBILITY SCORE
40 /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
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 keinsaasforever/better-chatbot, 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 opening to clarify "AI workspace" and tech stack

    Why:

    CURRENT
    **Keinsaas NavigatorA better open-source AI chatbot for individuals and teams.**
    COPY-PASTE FIX
    Keinsaas Navigator: An open-source AI workspace for agents, MCP, and workflow automation, built with Next.js.
  • mediumreadme#2
    Add a "What is Navigator?" section to clarify its purpose and differentiators

    Why:

    COPY-PASTE FIX
    ## What is Navigator?
Navigator is an open-source AI workspace designed for building and managing AI agents, Model Context Protocol (MCP) interactions, and automating complex workflows. Unlike simple chatbot interfaces, Navigator provides a comprehensive platform for individuals and teams to orchestrate multi-LLM applications (OpenAI, Claude, Gemini, Ollama) using a modern Next.js web UI.
  • lowtopics#3
    Add more specific topics related to "AI workspace" and "platform"

    Why:

    CURRENT
    agent, ai, ai-chatbot, automation, chatbot, claude, gemini, low-code, mcp, mcp-client, mcp-server, nextjs, ollama, openai, openai-realtime, ui, vercel, voice-ai, web-ui, workflow
    COPY-PASTE FIX
    agent, ai, ai-chatbot, ai-platform, ai-workspace, automation, chatbot, claude, gemini, low-code, mcp, mcp-client, mcp-server, nextjs, ollama, openai, openai-realtime, ui, vercel, voice-ai, web-ui, workflow

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 keinsaasforever/better-chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rasa
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rasa · recommended 1×
  2. Botpress · recommended 1×
  3. Open Assistant · recommended 1×
  4. DeepPavlov · recommended 1×
  5. Tock · recommended 1×
  • CATEGORY QUERY
    What are good open-source AI chatbot platforms for team collaboration and automation?
    you: not recommended
    AI recommended (in order):
    1. Rasa
    2. Botpress
    3. Open Assistant
    4. DeepPavlov
    5. Tock

    AI recommended 5 alternatives but never named keinsaasforever/better-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom AI agent workspace with Next.js and multi-LLM support?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel AI SDK
    3. LangChain.js
    4. OpenAI API
    5. Anthropic Claude API
    6. Google Gemini API
    7. Supabase
    8. PostgreSQL
    9. Pinecone
    10. Weaviate
    11. Chroma

    AI recommended 11 alternatives but never named keinsaasforever/better-chatbot. 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 keinsaasforever/better-chatbot?
    pass
    AI named keinsaasforever/better-chatbot explicitly

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

  • If a team adopts keinsaasforever/better-chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named keinsaasforever/better-chatbot 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 keinsaasforever/better-chatbot solve, and who is the primary audience?
    pass
    AI named keinsaasforever/better-chatbot 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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  • Brand-free category queries5 vs 2 in Lite
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