RRepoGEO

REPOGEO REPORT · LITE

alan345/AI-Fullstack-SaaS-Boilerplate

Default branch main · commit 4097489a · scanned 5/19/2026, 4:27:39 AM

GitHub: 1,399 stars · 215 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 alan345/AI-Fullstack-SaaS-Boilerplate, 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's opening to highlight AI SaaS solution

    Why:

    CURRENT
    <h1 align="center"><strong>Fullstack SaaS Boilerplate with AI</strong></h1>
<h3 align="center">Built with <a href="https://fastify.io">Fastify</a>, <a href="https://trpc.io">tRPC</a>, and <a href="https://reactjs.org">React</a>.</h3>
    COPY-PASTE FIX
    <h1 align="center"><strong>AI-Powered Fullstack SaaS Boilerplate</strong></h1>
<h3 align="center">Your production-ready foundation for building modern Software-as-a-Service applications with integrated AI features, leveraging <a href="https://fastify.io">Fastify</a>, <a href="https://trpc.io">tRPC</a>, and <a href="https://reactjs.org">React</a>.</h3>
  • mediumtopics#2
    Enhance topics with more specific AI SaaS keywords

    Why:

    CURRENT
    agentic-ai, ai, better-auth, chat, drizzle-orm, fastify, openai, postgres, react, saas, server-sent-events, tailwind, trpc, typescipt
    COPY-PASTE FIX
    agentic-ai, ai, better-auth, chat, drizzle-orm, fastify, openai, postgres, react, saas, server-sent-events, tailwind, trpc, typescipt, ai-saas, saas-boilerplate, ai-application, llm-apps, fullstack-ai
  • lowreadme#3
    Add a dedicated section detailing AI features

    Why:

    COPY-PASTE FIX
    ## AI Features & Capabilities

This boilerplate comes with pre-integrated AI functionalities designed for modern SaaS applications, including:
- **OpenAI API Integration:** Seamlessly connect to OpenAI models for intelligent chat responses, content generation, or data analysis.
- **Agentic AI Patterns:** Implement advanced AI behaviors for automating tasks and enhancing user interactions.
- **Real-time AI Responses:** Leverage Server-Sent Events (SSE) for dynamic, streaming AI outputs.

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 alan345/AI-Fullstack-SaaS-Boilerplate
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
vercel/next.js
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. vercel/next.js · recommended 1×
  2. Vercel · recommended 1×
  3. OpenAI API · recommended 1×
  4. vercel/ai · recommended 1×
  5. prisma/prisma · recommended 1×
  • CATEGORY QUERY
    How to quickly launch a fullstack SaaS application with integrated AI features?
    you: not recommended
    AI recommended (in order):
    1. Next.js (vercel/next.js)
    2. Vercel
    3. OpenAI API
    4. Vercel AI SDK (vercel/ai)
    5. Prisma (prisma/prisma)
    6. PostgreSQL
    7. Remix (remix-run/remix)
    8. Fly.io
    9. Anthropic Claude API
    10. Kysely (kysely-org/kysely)
    11. SQLite
    12. Supabase (supabase/supabase)
    13. React (facebook/react)
    14. Google Cloud AI
    15. Bubble
    16. Zapier
    17. Make
    18. Django (django/django)
    19. Django REST Framework (encode/django-rest-framework)
    20. Vue (vuejs/core)
    21. Hugging Face Transformers (huggingface/transformers)
    22. PyTorch (pytorch/pytorch)

    AI recommended 22 alternatives but never named alan345/AI-Fullstack-SaaS-Boilerplate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a modern fullstack boilerplate using Fastify, tRPC, and React for a SaaS product.
    you: not recommended
    AI recommended (in order):
    1. create-t3-app
    2. Fastify tRPC Starter
    3. create-t3-turbo
    4. Fastify tRPC React Starter

    AI recommended 4 alternatives but never named alan345/AI-Fullstack-SaaS-Boilerplate. 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 alan345/AI-Fullstack-SaaS-Boilerplate?
    pass
    AI did not name alan345/AI-Fullstack-SaaS-Boilerplate — 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 alan345/AI-Fullstack-SaaS-Boilerplate in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alan345/AI-Fullstack-SaaS-Boilerplate 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 alan345/AI-Fullstack-SaaS-Boilerplate solve, and who is the primary audience?
    pass
    AI did not name alan345/AI-Fullstack-SaaS-Boilerplate — 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