RRepoGEO

REPOGEO REPORT · LITE

ITSpecialist111/ai_automation_suggester

Default branch main · commit f394335b · scanned 6/2/2026, 6:16:59 PM

GitHub: 745 stars · 41 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 ITSpecialist111/ai_automation_suggester, 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 opening to emphasize 'Home Assistant integration'

    Why:

    CURRENT
    An **AI‑powered assistant** for Home Assistant that leverages large language models to understand your unique smart home environment – your entities, areas, devices, **and** existing automations.
    COPY-PASTE FIX
    A **custom Home Assistant integration** that acts as an AI-powered assistant, leveraging large language models to understand your unique smart home environment – your entities, areas, devices, **and** existing automations.
  • hightopics#2
    Update repository topics for better categorization

    Why:

    CURRENT
    ai, automatic-suggestions, automations, builder-design-pattern, home-assistant, suggester
    COPY-PASTE FIX
    ai, automatic-suggestions, automations, home-assistant, home-assistant-integration, smart-home, llm, generative-ai, suggester
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ITSpecialist111/ai_automation_suggester/

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 ITSpecialist111/ai_automation_suggester
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
SmartThings
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. SmartThings · recommended 2×
  2. home-assistant/core · recommended 1×
  3. Apple HomeKit · recommended 1×
  4. Google Home/Nest Ecosystem · recommended 1×
  5. Amazon Alexa · recommended 1×
  • CATEGORY QUERY
    How to use AI for intelligent automation suggestions in a connected home ecosystem?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Apple HomeKit
    3. Google Home/Nest Ecosystem
    4. Amazon Alexa
    5. SmartThings
    6. Hubitat Elevation Hub

    AI recommended 6 alternatives but never named ITSpecialist111/ai_automation_suggester. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a system to automatically generate automation configurations for my home devices.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. ESPHome
    3. Node-RED
    4. AppDaemon
    5. OpenHAB
    6. OpenHAB Rules (DSL)
    7. Jython
    8. JavaScript (ECMAScript)
    9. SmartThings
    10. WebCore
    11. IFTTT
    12. HomeSeer
    13. EasyTrigger
    14. VB.NET
    15. C#
    16. Hubitat Elevation
    17. Rule Machine

    AI recommended 17 alternatives but never named ITSpecialist111/ai_automation_suggester. 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 ITSpecialist111/ai_automation_suggester?
    pass
    AI did not name ITSpecialist111/ai_automation_suggester — 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 ITSpecialist111/ai_automation_suggester in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ITSpecialist111/ai_automation_suggester 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 ITSpecialist111/ai_automation_suggester solve, and who is the primary audience?
    pass
    AI did not name ITSpecialist111/ai_automation_suggester — 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?

Embed your GEO score

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ITSpecialist111/ai_automation_suggester — 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