RRepoGEO

REPOGEO REPORT · LITE

susiai/susi_chat

Default branch master · commit 83b2b369 · scanned 5/10/2026, 1:07:54 AM

GitHub: 1,034 stars · 13 forks

AI VISIBILITY SCORE
23 /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
2 / 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 susiai/susi_chat, 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
  • highreadme#1
    Reposition the README H1 and opening sentence to clarify core purpose

    Why:

    CURRENT
    # susi_chat
    
    We implement a chat interface to communicate with a LLM.
    COPY-PASTE FIX
    # susi_chat: Offline, Multi-Interface LLM Chat Client for Raspberry Pi and Desktops
    
    Susi Chat provides a versatile, self-hosted chat interface for local LLMs, designed for offline use on both Raspberry Pi and desktop systems. It supports command-line, browser-based, and voice interactions.
  • highabout#2
    Add a concise repository description

    Why:

    COPY-PASTE FIX
    An offline, self-hosted LLM chat client supporting terminal, browser, and voice interfaces, optimized for Raspberry Pi and local models like llama.cpp.

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 susiai/susi_chat
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mycroft AI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mycroft AI · recommended 1×
  2. Mimic 3 · recommended 1×
  3. Vosk · recommended 1×
  4. Precise · recommended 1×
  5. Porcupine · recommended 1×
  • CATEGORY QUERY
    How to build an offline voice chat interface for a local LLM on a Raspberry Pi?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Mimic 3
    3. Vosk
    4. Precise
    5. Porcupine
    6. Rhasspy
    7. Piper
    8. Snowboy
    9. openWakeWord
    10. Picovoice
    11. Leopard
    12. Orca
    13. OpenVoiceOS (OVOS)
    14. PyAudio
    15. transformers
    16. llama-cpp-python
    17. TinyLlama
    18. Phi-2
    19. Llama 3 8B Instruct

    AI recommended 19 alternatives but never named susiai/susi_chat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a self-hosted LLM chat client with terminal, browser, and voice input options.
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. LocalAI
    4. text-generation-webui
    5. Jan
    6. KoboldAI Lite
    7. KoboldCpp

    AI recommended 7 alternatives but never named susiai/susi_chat. 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 susiai/susi_chat?
    pass
    AI named susiai/susi_chat explicitly

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

  • If a team adopts susiai/susi_chat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named susiai/susi_chat 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 susiai/susi_chat solve, and who is the primary audience?
    pass
    AI did not name susiai/susi_chat — 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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MARKDOWN (README)
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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite