RRepoGEO

REPOGEO REPORT · LITE

alan345/AI-Fullstack-SaaS-Boilerplate

Default branch main · commit 3ef192d8 · scanned 6/30/2026, 11:52:15 AM

GitHub: 1,405 stars · 217 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
    Add a concise value proposition paragraph to the README

    Why:

    COPY-PASTE FIX
    This boilerplate provides a robust foundation for building AI-powered Software-as-a-Service (SaaS) applications, integrating modern web technologies like Fastify, tRPC, and React. Accelerate your development of AI-driven features, from chat interfaces to agentic workflows, with a production-ready fullstack setup.
  • mediumtopics#2
    Add more specific SaaS and AI-SaaS related topics

    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, saas-boilerplate, ai-saas, fullstack-saas, ai-powered-saas, startup-boilerplate
  • lowreadme#3
    Add a 'Comparison' or 'Why Choose This?' section to the README

    Why:

    COPY-PASTE FIX
    ## Why Choose This Boilerplate?

Unlike generic fullstack boilerplates or standalone AI SDKs, this project is purpose-built for AI-powered SaaS applications. It provides deep integration with OpenAI and a robust architecture for scalable AI features from day one, offering a complete, opinionated stack specifically designed to accelerate the development of your next AI-driven product.

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
SaasRock AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. SaasRock AI · recommended 1×
  2. ShipFast · recommended 1×
  3. Create T3 App · recommended 1×
  4. Bulletproof React · recommended 1×
  5. Next.js Boilerplate by Vercel · recommended 1×
  • CATEGORY QUERY
    Need a fullstack SaaS boilerplate with AI features using React, Fastify, and tRPC.
    you: not recommended
    AI recommended (in order):
    1. SaasRock AI
    2. ShipFast
    3. Create T3 App
    4. Bulletproof React
    5. Next.js Boilerplate by Vercel

    AI recommended 5 alternatives but never named alan345/AI-Fullstack-SaaS-Boilerplate. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good boilerplates for building AI-powered chat applications with modern web technologies?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. LangChain.js (langchain-ai/langchain-templates)
    3. create-t3-app (t3-oss/create-t3-app)
    4. Next.js AI Chatbot by @steven-tey (steven-tey/ai-chatbot)
    5. FastAPI (tiangolo/fastapi)
    6. full-stack-fastapi-postgresql (tiangolo/full-stack-fastapi-postgresql)

    AI recommended 6 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