RRepoGEO

REPOGEO REPORT · LITE

rohitg00/CreateMVP

Default branch main · commit 2ffaf41a · scanned 6/8/2026, 12:52:53 PM

GitHub: 646 stars · 96 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 rohitg00/CreateMVP, 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 statement to clarify its role as an AI-powered plan generator

    Why:

    CURRENT
    # CreateMVP
A full-stack AI application for generating project prototypes and implementation plans.
    COPY-PASTE FIX
    # CreateMVP: AI-Powered MVP Plan Generator
A self-hosted, full-stack AI application that generates comprehensive project prototypes and implementation plans, not just code.
  • mediumcomparison#2
    Add a 'How CreateMVP Differs' section to the README

    Why:

    COPY-PASTE FIX
    ## How CreateMVP Differs

Unlike generic AI assistants (e.g., ChatGPT, GitHub Copilot) or code generation tools (e.g., Replit AI, Vercel AI SDK), CreateMVP is a specialized, self-hosted AI application focused exclusively on generating *comprehensive implementation plans and documentation* for MVPs. It doesn't write your code directly, but provides the detailed blueprints, tech stack recommendations, and system flows you need to build it.
  • lowtopics#3
    Add more specific topics to emphasize planning and documentation

    Why:

    CURRENT
    ai, genai, idea-to-code, llms, mvp
    COPY-PASTE FIX
    ai, genai, idea-to-code, llms, mvp, project-planning, documentation-generation, product-development, technical-specifications

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 rohitg00/CreateMVP
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Replit AI · recommended 2×
  3. GitHub Copilot · recommended 1×
  4. GitHub Copilot Chat · recommended 1×
  5. Vercel AI SDK · recommended 1×
  • CATEGORY QUERY
    How can I quickly generate a full-stack project prototype and implementation plan using AI?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitHub Copilot Chat
    3. ChatGPT
    4. Vercel AI SDK
    5. Next.js AI Chatbot Template
    6. Cursor
    7. Replit AI

    AI recommended 7 alternatives but never named rohitg00/CreateMVP. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools help create comprehensive project requirements and tech stack recommendations?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. GitHub Copilot Chat / Microsoft Copilot
    3. Jira Product Discovery
    4. ClickUp
    5. Replit AI
    6. Google Gemini

    AI recommended 6 alternatives but never named rohitg00/CreateMVP. 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 rohitg00/CreateMVP?
    pass
    AI named rohitg00/CreateMVP explicitly

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

  • If a team adopts rohitg00/CreateMVP in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rohitg00/CreateMVP 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 rohitg00/CreateMVP solve, and who is the primary audience?
    pass
    AI did not name rohitg00/CreateMVP — 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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MARKDOWN (README)
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rohitg00/CreateMVP — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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