RRepoGEO

REPOGEO REPORT · LITE

vietanhdev/shipfast

Default branch main · commit 49707acf · scanned 6/12/2026, 12:37:58 PM

GitHub: 548 stars · 131 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 vietanhdev/shipfast, 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
    Strengthen README's opening statement to emphasize full-stack AI SaaS boilerplate

    Why:

    CURRENT
    <p align="center"><b>Ship your next Generative AI startups in days, not weeks!</b></p>
    COPY-PASTE FIX
    <p align="center"><b>Ship your next Generative AI startups in days, not weeks!</b></p>
<p align="center">ShipFast is a comprehensive, full-stack boilerplate designed to accelerate the development and deployment of Generative AI and LLM-powered SaaS applications, integrating Django, React, and essential SaaS features.</p>
  • mediumreadme#2
    Add a 'Why ShipFast?' section to differentiate from generic frameworks

    Why:

    COPY-PASTE FIX
    ## Why ShipFast? (Beyond Generic Frameworks)

ShipFast provides a complete, integrated full-stack solution for AI SaaS, unlike frontend frameworks (e.g., Next.js, Streamlit) or basic API SDKs (e.g., Vercel AI SDK). We offer a pre-built backend (Django), frontend (React), and essential SaaS features (Stripe, Auth) specifically tailored for AI services, allowing you to focus purely on your AI logic.
  • lowtopics#3
    Expand topics with more specific AI startup and full-stack keywords

    Why:

    CURRENT
    aws, chatgpt, django, docker, generative-ai, llm, reactjs, saas-boilerplate, shadcn-ui, stripe
    COPY-PASTE FIX
    aws, chatgpt, django, docker, generative-ai, llm, reactjs, saas-boilerplate, shadcn-ui, stripe, ai-startup, fullstack-ai, ai-saas-boilerplate

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 vietanhdev/shipfast
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Next.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Next.js · recommended 2×
  2. Vercel · recommended 1×
  3. Vercel AI SDK · recommended 1×
  4. Streamlit · recommended 1×
  5. Streamlit Community Cloud · recommended 1×
  • CATEGORY QUERY
    How can I rapidly build and deploy a new generative AI SaaS product?
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Next.js
    3. Vercel AI SDK
    4. Streamlit
    5. Streamlit Community Cloud
    6. Gradio
    7. Hugging Face Spaces
    8. Supabase
    9. Firebase
    10. Replicate
    11. AWS Amplify
    12. AWS Lambda
    13. Amazon Bedrock
    14. SageMaker
    15. DynamoDB
    16. Cognito
    17. Google Cloud Run
    18. Vertex AI
    19. Gemini

    AI recommended 19 alternatives but never named vietanhdev/shipfast. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a full-stack boilerplate leveraging Django and React for AI application development.
    you: not recommended
    AI recommended (in order):
    1. Cookiecutter Django
    2. Django REST Framework
    3. create-react-app
    4. Django-React-Boilerplate (wsvincent/django-react-boilerplate)
    5. DRF-React-Boilerplate (BearStudio/drf-react-boilerplate)
    6. Django-React-Redux-Boilerplate (mitch-b/django-react-redux-boilerplate)
    7. Redux
    8. Full Stack Django & React
    9. Next.js

    AI recommended 9 alternatives but never named vietanhdev/shipfast. 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 vietanhdev/shipfast?
    pass
    AI named vietanhdev/shipfast explicitly

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

  • If a team adopts vietanhdev/shipfast in production, what risks or prerequisites should they evaluate first?
    pass
    AI named vietanhdev/shipfast 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 vietanhdev/shipfast solve, and who is the primary audience?
    pass
    AI named vietanhdev/shipfast explicitly

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite