RRepoGEO

REPOGEO REPORT · LITE

CodeGuide-dev/codeguide-starter-lite

Default branch main · commit f17f7ac6 · scanned 6/2/2026, 1:43:14 PM

GitHub: 517 stars · 108 forks

AI VISIBILITY SCORE
17 /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
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 CodeGuide-dev/codeguide-starter-lite, 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
  • highabout#1
    Add a concise description to the 'About' section

    Why:

    COPY-PASTE FIX
    A modern web application starter template built with Next.js 15, featuring authentication, database integration, AI capabilities, and dark mode support.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    nextjs, nextjs15, starter-template, web-application, typescript, clerk-auth, supabase, tailwindcss, shadcn-ui, vercel-ai-sdk, dark-mode, fullstack
  • mediumhomepage#3
    Add the project homepage URL

    Why:

    COPY-PASTE FIX
    https://codeguide.dev

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 CodeGuide-dev/codeguide-starter-lite
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. OpenAI · recommended 2×
  3. Anthropic · recommended 2×
  4. prisma/prisma · recommended 2×
  5. t3-oss/create-t3-app · recommended 2×
  • CATEGORY QUERY
    What are good starter templates for Next.js 15 with integrated authentication, database, and AI features?
    you: not recommended
    AI recommended (in order):
    1. Vercel's Next.js AI Chatbot Template
    2. Vercel AI SDK (vercel/ai)
    3. OpenAI
    4. Anthropic
    5. NextAuth.js (nextauthjs/next-auth)
    6. Vercel Postgres
    7. PlanetScale
    8. Supabase (supabase/supabase)
    9. Next.js Enterprise Boilerplate
    10. Prisma (prisma/prisma)
    11. Stripe
    12. T3 Stack (t3-oss/create-t3-app)
    13. TypeScript (microsoft/TypeScript)
    14. Tailwind CSS (tailwindlabs/tailwindcss)
    15. tRPC (trpc/trpc)
    16. Clerk (clerk/clerk-js)

    AI recommended 16 alternatives but never named CodeGuide-dev/codeguide-starter-lite. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a modern web application starter kit for TypeScript with dark mode and AI capabilities.
    you: not recommended
    AI recommended (in order):
    1. Next.js (vercel/next.js)
    2. Vercel AI SDK (vercel/ai)
    3. Tailwind CSS (tailwindlabs/tailwindcss)
    4. OpenAI
    5. Anthropic
    6. Radix UI (radix-ui/primitives)
    7. Shadcn UI (shadcn-ui/ui)
    8. Create T3 App (t3-oss/create-t3-app)
    9. tRPC (trpc/trpc)
    10. Prisma (prisma/prisma)
    11. Remix (remix-run/remix)
    12. OpenAI JavaScript SDK (openai/openai-node)
    13. LangChain.js (langchain-ai/langchainjs)
    14. Astro (withastro/astro)
    15. React (facebook/react)
    16. Vue (vuejs/core)
    17. Svelte (sveltejs/svelte)
    18. Vite (vitejs/vite)

    AI recommended 18 alternatives but never named CodeGuide-dev/codeguide-starter-lite. 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 CodeGuide-dev/codeguide-starter-lite?
    pass
    AI did not name CodeGuide-dev/codeguide-starter-lite — 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 CodeGuide-dev/codeguide-starter-lite in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CodeGuide-dev/codeguide-starter-lite 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 CodeGuide-dev/codeguide-starter-lite solve, and who is the primary audience?
    pass
    AI did not name CodeGuide-dev/codeguide-starter-lite — 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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CodeGuide-dev/codeguide-starter-lite — 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