RRepoGEO

REPOGEO REPORT · LITE

acon96/home-llm

Default branch develop · commit 1e07a917 · scanned 6/18/2026, 10:22:09 AM

GitHub: 1,363 stars · 138 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)

2 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 acon96/home-llm, 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
  • highlicense#1
    Add a LICENSE file to clarify usage rights

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root.
  • hightopics#2
    Expand repository topics to improve category visibility

    Why:

    CURRENT
    homeassistant-custom-component, large-language-model
    COPY-PASTE FIX
    homeassistant-custom-component, large-language-model, smart-home-ai, voice-control, offline-ai, local-llm-assistant
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to your project's documentation or a dedicated website (e.g., https://acon96.github.io/home-llm/ or a specific docs page) as the repository homepage.

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 acon96/home-llm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rhasspy
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Rhasspy · recommended 2×
  2. Mycroft AI · recommended 2×
  3. Home Assistant · recommended 1×
  4. OpenWakeWord · recommended 1×
  5. Piper · recommended 1×
  • CATEGORY QUERY
    How can I integrate a private, local LLM for smart home voice control?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant
    2. Rhasspy
    3. OpenWakeWord
    4. Piper
    5. Coqui TTS
    6. Ollama
    7. llama.cpp
    8. Mycroft AI
    9. Mycroft Core
    10. Mycroft Mark II
    11. Picovoice
    12. Porcupine
    13. Rhino
    14. Mozilla DeepSpeech
    15. NVIDIA NeMo
    16. RASA
    17. Open Assistant
    18. vLLM
    19. Whisper.cpp

    AI recommended 19 alternatives but never named acon96/home-llm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an offline AI assistant to manage Home Assistant devices securely.
    you: not recommended
    AI recommended (in order):
    1. Assist
    2. Rhasspy
    3. Mycroft AI
    4. OpenHAB

    AI recommended 4 alternatives but never named acon96/home-llm. 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 acon96/home-llm?
    pass
    AI named acon96/home-llm explicitly

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

  • If a team adopts acon96/home-llm in production, what risks or prerequisites should they evaluate first?
    pass
    AI named acon96/home-llm 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 acon96/home-llm solve, and who is the primary audience?
    pass
    AI named acon96/home-llm explicitly

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

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acon96/home-llm — 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