RRepoGEO

REPOGEO REPORT · LITE

rauchg/next-ai-news

Default branch main · commit 02a2407c · scanned 6/5/2026, 9:48:01 PM

GitHub: 850 stars · 91 forks

AI VISIBILITY SCORE
23 /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
2 / 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 rauchg/next-ai-news, 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 repository description

    Why:

    COPY-PASTE FIX
    A canonical, open-source, full-stack reference implementation for building an AI-powered news aggregator using Next.js, Vercel AI SDK, OpenAI, and the Vercel ecosystem.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    nextjs, ai, llm, vercel, full-stack, reference-implementation, news-aggregator, server-actions, app-router, drizzle-orm, shadcn-ui, tailwindcss, authjs
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that reflects the project's intended use.

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 rauchg/next-ai-news
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. React · recommended 1×
  3. Python · recommended 1×
  4. FastAPI · recommended 1×
  5. Django · recommended 1×
  • CATEGORY QUERY
    How to build a dynamic news aggregator with AI-generated content and modern web tech?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. React
    3. Python
    4. FastAPI
    5. Django
    6. Django REST Framework
    7. Flask
    8. Hugging Face Transformers
    9. OpenAI API
    10. Google Cloud AI
    11. Vertex AI
    12. Gemini API
    13. PostgreSQL
    14. Redis
    15. Beautiful Soup
    16. Scrapy
    17. Docker
    18. Kubernetes

    AI recommended 18 alternatives but never named rauchg/next-ai-news. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best practices for performant server-rendered applications deployed at the edge?
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Cloudflare Workers
    3. Netlify
    4. AWS Amplify
    5. Next.js
    6. Remix
    7. Hono
    8. Astro
    9. SvelteKit
    10. PlanetScale
    11. Supabase
    12. Upstash
    13. swr
    14. Cloudinary
    15. Imgix
    16. Next.js Image Optimization
    17. Google Fonts
    18. Datadog RUM
    19. New Relic Browser
    20. Sentry
    21. Lumigo
    22. Thundra
    23. UptimeRobot
    24. Pingdom

    AI recommended 24 alternatives but never named rauchg/next-ai-news. 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 rauchg/next-ai-news?
    pass
    AI did not name rauchg/next-ai-news — 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 rauchg/next-ai-news in production, what risks or prerequisites should they evaluate first?
    pass
    AI named rauchg/next-ai-news 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 rauchg/next-ai-news solve, and who is the primary audience?
    pass
    AI named rauchg/next-ai-news 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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rauchg/next-ai-news — 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