RRepoGEO

REPOGEO REPORT · LITE

cgoinglove/better-chatbot

Default branch main · commit 5cb318f3 · scanned 5/13/2026, 8:37:03 PM

GitHub: 1,096 stars · 344 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 cgoinglove/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 the README's opening to clearly state project type and tech stack

    Why:

    COPY-PASTE FIX
    ## 🚀 Better Chatbot: A Next.js Template for Multi-Model AI Chatbots

This is an open-source, full-stack web UI template built with **Next.js** and Vercel's **AI SDK**. It's designed for creating advanced conversational AI agents with **workflow automation** and **multi-model support** (OpenAI, Claude, Google, Ollama).
  • mediumabout#2
    Refine the repository description to include key technologies

    Why:

    CURRENT
    Just a Better Chatbot. Powered by Agent & MCP & Workflows.
    COPY-PASTE FIX
    An open-source, full-stack Next.js web UI template for multi-model AI chatbots, powered by Agent, MCP, and workflow automation.
  • mediumtopics#3
    Add more specific topics to clarify project type and tech stack

    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, automation, chatbot, claude, gemini, low-code, mcp, mcp-client, mcp-server, nextjs, ollama, openai, openai-realtime, ui, vercel, voice-ai, web-ui, workflow, nextjs-template, chatbot-template, ai-application, fullstack-ai, conversational-ai

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 cgoinglove/better-chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Botpress · recommended 1×
  5. Rasa Open Source · recommended 1×
  • CATEGORY QUERY
    How to build a custom AI chatbot with workflow automation and multi-model support?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Botpress
    5. Rasa Open Source
    6. Google Dialogflow CX
    7. FastAPI
    8. Express.js
    9. OpenAI
    10. Anthropic
    11. Cohere

    AI recommended 11 alternatives but never named cgoinglove/better-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source web UI framework to create conversational AI agents.
    you: not recommended
    AI recommended (in order):
    1. React
    2. Material-UI (MUI)
    3. Vue.js
    4. Vuetify
    5. Angular
    6. Angular Material
    7. Svelte
    8. Svelte Material UI (SMUI)
    9. Next.js
    10. Tailwind CSS
    11. Gatsby
    12. Chakra UI

    AI recommended 12 alternatives but never named cgoinglove/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 cgoinglove/better-chatbot?
    pass
    AI did not name cgoinglove/better-chatbot — 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 cgoinglove/better-chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named cgoinglove/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 cgoinglove/better-chatbot solve, and who is the primary audience?
    pass
    AI named cgoinglove/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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  • Brand-free category queries5 vs 2 in Lite
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