RRepoGEO

REPOGEO REPORT · LITE

tech-shrimp/gemini-playground

Default branch main · commit 0d23de6c · scanned 6/16/2026, 1:13:46 AM

GitHub: 983 stars · 5,038 forks

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 tech-shrimp/gemini-playground, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • hightopics#1
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    gemini, ai-chat, multimodal-ai, serverless, cloudflare-workers, deno, openai-api-proxy, chat-application, web-app, deployable
  • mediumhomepage#2
    Add the demo URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://play.210718.xyz

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 tech-shrimp/gemini-playground
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vercel
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Vercel · recommended 1×
  2. Next.js · recommended 1×
  3. Vercel AI SDK · recommended 1×
  4. AWS Amplify · recommended 1×
  5. AWS Lambda · recommended 1×
  • CATEGORY QUERY
    How to quickly deploy a custom multimodal AI chat application using serverless platforms?
    you: not recommended
    AI recommended (in order):
    1. Vercel
    2. Next.js
    3. Vercel AI SDK
    4. AWS Amplify
    5. AWS Lambda
    6. Amazon Bedrock
    7. SageMaker Endpoints
    8. Google Cloud Run
    9. FastAPI
    10. Flask
    11. Vertex AI
    12. Cloud Build
    13. Netlify
    14. Netlify Functions
    15. OpenAI's GPT-4o
    16. Anthropic's Claude
    17. Google's Gemini
    18. Azure Static Web Apps
    19. Azure Functions
    20. Azure AI Services
    21. Azure OpenAI Service

    AI recommended 21 alternatives but never named tech-shrimp/gemini-playground. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to proxy AI chat APIs for wider client compatibility.
    you: not recommended
    AI recommended (in order):
    1. OpenAI Proxy (Self-hosted)
    2. LiteLLM (BerriAI/litellm)
    3. Portkey.ai
    4. Helicone
    5. Azure API Management
    6. AWS API Gateway
    7. Cloudflare Workers

    AI recommended 7 alternatives but never named tech-shrimp/gemini-playground. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 tech-shrimp/gemini-playground?
    pass
    AI did not name tech-shrimp/gemini-playground — 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 tech-shrimp/gemini-playground in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tech-shrimp/gemini-playground 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 tech-shrimp/gemini-playground solve, and who is the primary audience?
    pass
    AI did not name tech-shrimp/gemini-playground — 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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MARKDOWN (README)
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tech-shrimp/gemini-playground — 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