RRepoGEO

REPOGEO REPORT · LITE

ansh/template-2

Default branch main · commit 1604c211 · scanned 6/5/2026, 4:42:54 AM

GitHub: 671 stars · 473 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 ansh/template-2, 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 clarify its purpose and tech stack

    Why:

    CURRENT
    # Ansh & Riley Full-Stack Template

This is a full-stack template project for Software Composers to create applications with AI.
    COPY-PASTE FIX
    # Ansh & Riley Full-Stack AI Application Template (Next.js, React, Firebase)

This is a full-stack template project for Software Composers to create AI-powered applications, leveraging Next.js 14 App Router, React, Firebase (Auth, Storage, Database), and multiple AI endpoints via Vercel's AI SDK.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    nextjs, react, firebase, ai, full-stack, template, starter-kit, vercel-ai-sdk, tailwindcss, openai, anthropic, replicate
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Choose an appropriate open-source license (e.g., MIT, Apache-2.0, GPL-3.0) and add it as a LICENSE file in the repository root.

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 ansh/template-2
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
vercel/ai
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. vercel/ai · recommended 2×
  2. vercel/ai-chatbot · recommended 2×
  3. supabase/supabase · recommended 2×
  4. langchain-ai/langchain · recommended 1×
  5. cookiecutter/cookiecutter-django · recommended 1×
  • CATEGORY QUERY
    What are some good full-stack project templates for building AI-powered applications?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. Next.js AI Chatbot (vercel/ai-chatbot)
    3. LangChain Templates (langchain-ai/langchain)
    4. Cookiecutter Django (cookiecutter/cookiecutter-django)
    5. Create T3 App (t3-oss/create-t3-app)
    6. Streamlit (streamlit/streamlit)
    7. Gradio (gradio-app/gradio)

    AI recommended 7 alternatives but never named ansh/template-2. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Next.js and Firebase starter kit to integrate various AI services.
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK (vercel/ai)
    2. next-firebase-auth (gladly-team/next-firebase-auth)
    3. firebase-admin (firebase/firebase-admin-node)
    4. Supabase Next.js AI Template (supabase/supabase)
    5. Supabase (supabase/supabase)
    6. OpenAI APIs
    7. Next.js AI Chatbot Starter (vercel/ai-chatbot)
    8. OpenAI
    9. Cohere

    AI recommended 9 alternatives but never named ansh/template-2. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • 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 ansh/template-2?
    pass
    AI named ansh/template-2 explicitly

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

  • If a team adopts ansh/template-2 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ansh/template-2 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 ansh/template-2 solve, and who is the primary audience?
    pass
    AI named ansh/template-2 explicitly

    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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ansh/template-2 — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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