RRepoGEO

REPOGEO REPORT · LITE

pdsuwwz/chatgpt-vue3-light-mvp

Default branch main · commit 82b7ccb6 · scanned 6/5/2026, 2:57:24 PM

GitHub: 558 stars · 93 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 pdsuwwz/chatgpt-vue3-light-mvp, 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
    Add a concise tagline after the H1 to clarify its role as a template

    Why:

    COPY-PASTE FIX
    Add this line immediately after the H1: "A Vue 3, Vite, TypeScript **Chatbot Web MVP Template** for **rapid AI assistant prototyping**."
  • mediumtopics#2
    Add more specific topics related to templates and prototypes

    Why:

    CURRENT
    ai, chat, chatbot, deepseek, event, glm, gpt, kimi, llm, moonshot, ollama, openai, qwen, reasoner, siliconcloud, siliconflow, source, spark, stream, ts
    COPY-PASTE FIX
    ai, chat, chatbot, deepseek, glm, gpt, kimi, llm, moonshot, ollama, openai, qwen, reasoner, siliconcloud, siliconflow, spark, template, prototype, mvp, starter-kit, vue3, vite, typescript
  • lowreadme#3
    Add a 'Why Choose This?' or 'Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps titled `## 💡 Why Choose This Template?` or `## ✨ Core Differentiators`, with a point like:
- **Purely Client-Side MVP:** Designed as a standalone frontend application, requiring **no backend** for basic LLM API integration, simplifying deployment and development.

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 pdsuwwz/chatgpt-vue3-light-mvp
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AWS Lambda
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS Lambda · recommended 2×
  2. Vue CLI · recommended 2×
  3. Express.js · recommended 2×
  4. nuxt/nuxt · recommended 1×
  5. vuejs/core · recommended 1×
  • CATEGORY QUERY
    How to quickly build a Vue 3 chatbot MVP with streaming and markdown support?
    you: not recommended
    AI recommended (in order):
    1. Nuxt 3 (nuxt/nuxt)
    2. Vue 3 (vuejs/core)
    3. Vite (vitejs/vite)
    4. Express.js (expressjs/express)
    5. marked (markedjs/marked)
    6. markdown-it (markdown-it/markdown-it)
    7. Firebase Functions
    8. Vercel Edge Functions
    9. AWS Lambda
    10. Supabase Edge Functions
    11. Fastify (fastify/fastify)
    12. Koa.js (koajs/koa)

    AI recommended 12 alternatives but never named pdsuwwz/chatgpt-vue3-light-mvp. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a Vue.js prototype for a single-turn AI assistant with LLM API integration.
    you: not recommended
    AI recommended (in order):
    1. Nuxt.js
    2. Vue CLI
    3. Express.js
    4. Vite
    5. Node.js
    6. Vue CLI
    7. Express.js
    8. Vue.js
    9. AWS Lambda
    10. Netlify Functions

    AI recommended 10 alternatives but never named pdsuwwz/chatgpt-vue3-light-mvp. 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 pdsuwwz/chatgpt-vue3-light-mvp?
    pass
    AI did not name pdsuwwz/chatgpt-vue3-light-mvp — 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 pdsuwwz/chatgpt-vue3-light-mvp in production, what risks or prerequisites should they evaluate first?
    pass
    AI named pdsuwwz/chatgpt-vue3-light-mvp 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 pdsuwwz/chatgpt-vue3-light-mvp solve, and who is the primary audience?
    pass
    AI did not name pdsuwwz/chatgpt-vue3-light-mvp — 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite