RRepoGEO

REPOGEO REPORT · LITE

vercel-labs/gemini-chatbot

Default branch main · commit ba122902 · scanned 5/24/2026, 9:28:52 AM

GitHub: 1,331 stars · 490 forks

AI VISIBILITY SCORE
27 /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
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 vercel-labs/gemini-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 emphasize full-stack application template

    Why:

    CURRENT
    An Open-Source AI Chatbot Template Built With Next.js and the AI SDK by Vercel.
    COPY-PASTE FIX
    A full-stack, open-source AI chatbot template built with Next.js and the Vercel AI SDK, ready for deployment.
  • mediumabout#2
    Refine repository description for clarity

    Why:

    CURRENT
    Build your own generative UI chatbot using the Vercel AI SDK and Google Gemini
    COPY-PASTE FIX
    A full-stack starter kit for building and deploying your own generative UI chatbot using the Vercel AI SDK and Google Gemini.
  • mediumreadme#3
    Clarify license information in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Your Specific License Name(s)]. Please refer to the `LICENSE` file for full details.

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 vercel-labs/gemini-chatbot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
facebook/react
Recommended in 3 of 2 queries
COMPETITOR LEADERBOARD
  1. facebook/react · recommended 3×
  2. vercel/ai · recommended 2×
  3. openai/openai-python · recommended 2×
  4. anthropics/anthropic-sdk-python · recommended 2×
  5. tiangolo/fastapi · recommended 2×
  • CATEGORY QUERY
    Looking for a starter project to build a generative AI chatbot with modern React UI.
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Vercel AI SDK
    3. OpenAI API
    4. Create React App
    5. LangChain.js
    6. Remix
    7. Google Gemini API
    8. Astro
    9. Gatsby
    10. SvelteKit

    AI recommended 10 alternatives but never named vercel-labs/gemini-chatbot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a full-stack template for integrating large language models with chat history.
    you: not recommended
    AI recommended (in order):
    1. LangChain Templates (langchain-ai/langchain)
    2. Next.js AI Chatbot Template (vercel/ai)
    3. Vercel AI SDK (vercel/ai)
    4. React (facebook/react)
    5. Streamlit (streamlit/streamlit)
    6. OpenAI API (openai/openai-python)
    7. Anthropic API (anthropics/anthropic-sdk-python)
    8. FastAPI (tiangolo/fastapi)
    9. React (facebook/react)
    10. Vue (vuejs/core)
    11. openai (openai/openai-python)
    12. anthropic (anthropics/anthropic-sdk-python)
    13. PostgreSQL (postgres/postgres)
    14. SQLite (sqlite/sqlite)
    15. Django (django/django)
    16. HTMX (bigskysoftware/htmx)
    17. React (facebook/react)
    18. Nuxt.js (nuxt/nuxt)
    19. Vue.js (vuejs/core)
    20. Node.js (nodejs/node)
    21. Express (expressjs/express)
    22. NestJS (nestjs/nest)
    23. Python (python/cpython)
    24. FastAPI (tiangolo/fastapi)
    25. Django (django/django)
    26. SvelteKit (sveltejs/kit)
    27. Svelte (sveltejs/svelte)
    28. Node.js (nodejs/node)
    29. Python (python/cpython)

    AI recommended 29 alternatives but never named vercel-labs/gemini-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 vercel-labs/gemini-chatbot?
    pass
    AI did not name vercel-labs/gemini-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 vercel-labs/gemini-chatbot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vercel-labs/gemini-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 vercel-labs/gemini-chatbot solve, and who is the primary audience?
    pass
    AI did not name vercel-labs/gemini-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?

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite