RRepoGEO

REPOGEO REPORT · LITE

Sh4yy/personal-ai

Default branch main · commit e8fc7ade · scanned 6/3/2026, 3:17:48 AM

GitHub: 807 stars · 195 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 Sh4yy/personal-ai, 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
  • highabout#1
    Add a concise description to the repository's About section

    Why:

    COPY-PASTE FIX
    A personal AI assistant designed to integrate with Apple Shortcuts, running serverlessly on Cloudflare Workers with custom function calling for LLMs like Llama 3.
  • mediumreadme#2
    Refine the README's opening sentence for clearer positioning

    Why:

    CURRENT
    This is a personal AI assistant that works with Apple Shortcuts removing the need for a dedicated hardware device.
    COPY-PASTE FIX
    This is a personal AI assistant designed for Apple Shortcuts, running serverlessly on Cloudflare Workers and supporting any LLM model with custom function calling (e.g., Llama 3 with weather data).

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 Sh4yy/personal-ai
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 2×
  2. Hugging Face Inference API · recommended 2×
  3. Flask · recommended 1×
  4. Express · recommended 1×
  5. AWS Lambda · recommended 1×
  • CATEGORY QUERY
    Need a way to integrate a custom AI assistant with Apple Shortcuts without dedicated hardware.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Flask
    3. Express
    4. AWS Lambda
    5. Google Cloud Functions
    6. Google Cloud Dialogflow
    7. Hugging Face
    8. Azure Functions
    9. Replicate
    10. Zapier
    11. Make
    12. Google AI Studio
    13. Pipedream
    14. Cohere
    15. Hugging Face Inference API

    AI recommended 15 alternatives but never named Sh4yy/personal-ai. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for serverless options to deploy a private LLM with custom function calling on Cloudflare.
    you: not recommended
    AI recommended (in order):
    1. Cloudflare Workers AI
    2. Cloudflare Workers
    3. Cloudflare Workers AI Gateway
    4. Cloudflare KV
    5. Cloudflare Durable Objects
    6. OpenAI API
    7. Anthropic API
    8. Hugging Face Inference API
    9. Cloudflare Pages Functions
    10. Cloudflare D1
    11. AWS EC2
    12. Google Cloud Compute Engine
    13. Azure Virtual Machines
    14. Cloudflare Stream

    AI recommended 14 alternatives but never named Sh4yy/personal-ai. 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 Sh4yy/personal-ai?
    pass
    AI named Sh4yy/personal-ai explicitly

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

  • If a team adopts Sh4yy/personal-ai in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Sh4yy/personal-ai 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 Sh4yy/personal-ai solve, and who is the primary audience?
    pass
    AI named Sh4yy/personal-ai explicitly

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

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Sh4yy/personal-ai — 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