REPOGEO REPORT · LITE

jekalmin/extended_openai_conversation

Default branch develop · commit f2ccd03d · scanned 6/26/2026, 6:46:59 AM

GitHub: 1,410 stars · 250 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE

35 /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

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 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 README H1 and opening sentence to clarify Home Assistant focus

Why:

CURRENT

# Extended OpenAI Conversation
This is custom component of Home Assistant.

COPY-PASTE FIX

# Extended OpenAI Conversation for Home Assistant
This custom component integrates advanced OpenAI conversation capabilities directly into Home Assistant, enabling control of devices, automations, and external data retrieval through natural language.

hightopics#2

Add more specific Home Assistant and AI voice control topics

Why:

CURRENT

conversation, custom-component, homeassistant

COPY-PASTE FIX

home-assistant, home-assistant-component, voice-assistant, openai, ai-control, smart-home, automation, function-calling

mediumlicense#3

Add a LICENSE file to the repository

Why:

CURRENT

(no LICENSE file detected — the repo has no recognizable license)

COPY-PASTE FIX

(Create a LICENSE file in the repository root with your chosen open-source license, e.g., MIT or Apache-2.0.)

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

Of all named tools, what % are you?

Top rival

Home Assistant's Native Voice Assistant (Assist)

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Home Assistant's Native Voice Assistant (Assist) · recommended 2×
Google Assistant · recommended 2×
Amazon Alexa · recommended 2×
Rhasspy · recommended 2×
Mycroft AI · recommended 2×

CATEGORY QUERY
How can I integrate AI conversation to control Home Assistant devices and services?
you: not recommended
AI recommended (in order):
1. Home Assistant's Native Voice Assistant (Assist)
2. Piper
3. Whisper
4. Open Assistant
5. Llama 2
6. Google Assistant
7. Amazon Alexa
8. Home Assistant Cloud (Nabu Casa)
9. ChatGPT/OpenAI
10. Rhasspy
11. Mycroft AI
AI recommended 11 alternatives but never named jekalmin/extended_openai_conversation. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Home Assistant voice assistant that can trigger automations and fetch external data.
you: not recommended
AI recommended (in order):
1. Home Assistant's Native Voice Assistant (Assist)
2. Amazon Alexa
3. Google Assistant
4. Mycroft AI
5. Rhasspy
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 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?
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 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?

Embed your GEO score

Drop this badge into the README of jekalmin/extended_openai_conversation. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/jekalmin/extended_openai_conversation.svg)](https://repogeo.com/en/r/jekalmin/extended_openai_conversation)

HTML

<a href="https://repogeo.com/en/r/jekalmin/extended_openai_conversation"><img src="https://repogeo.com/badge/jekalmin/extended_openai_conversation.svg" alt="RepoGEO" /></a>

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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