RRepoGEO

REPOGEO REPORT · LITE

jekalmin/extended_openai_conversation

Default branch develop · commit 3c0a84ee · scanned 5/15/2026, 2:32:03 PM

GitHub: 1,397 stars · 247 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 jekalmin/extended_openai_conversation, 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 the README H1 and opening sentence to clarify its Home Assistant focus

    Why:

    CURRENT
    # Extended OpenAI Conversation
This is custom component of Home Assistant.
    COPY-PASTE FIX
    # Extended OpenAI Conversation: Home Assistant AI Voice Assistant Component
This custom component integrates OpenAI's advanced conversational AI directly into Home Assistant, enabling powerful voice control and automation for your smart home devices.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the content of the MIT License.
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Set the homepage URL in the repository's 'About' section to `https://github.com/jekalmin/extended_openai_conversation`.

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 jekalmin/extended_openai_conversation
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Home Assistant
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Home Assistant · recommended 2×
  2. Google Assistant · recommended 2×
  3. Amazon Alexa · recommended 2×
  4. Mycroft AI · recommended 2×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How can I integrate an AI conversational assistant to control my smart home devices?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. OpenAI API
    3. Rhasspy
    4. Picovoice Porcupine
    5. Mozilla DeepSpeech
    6. Kaldi
    7. Google Assistant
    8. Amazon Alexa
    9. Node-RED
    10. SmartThings API
    11. Philips Hue API
    12. Mycroft AI

    AI recommended 12 alternatives but never named jekalmin/extended_openai_conversation. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a voice assistant integration to automate home tasks and retrieve entity data.
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Amazon Alexa
    3. Google Assistant
    4. Apple HomeKit/Siri
    5. Mycroft AI

    AI recommended 5 alternatives but never named jekalmin/extended_openai_conversation. 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 jekalmin/extended_openai_conversation?
    pass
    AI did not name jekalmin/extended_openai_conversation — 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 jekalmin/extended_openai_conversation in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jekalmin/extended_openai_conversation 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 jekalmin/extended_openai_conversation solve, and who is the primary audience?
    pass
    AI did not name jekalmin/extended_openai_conversation — 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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jekalmin/extended_openai_conversation — 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