RRepoGEO

REPOGEO REPORT · LITE

isair/jarvis

Default branch main · commit de93d671 · scanned 5/7/2026, 10:42:40 PM

GitHub: 790 stars · 132 forks

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 isair/jarvis, 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
  • hightopics#1
    Add more specific topics for better AI categorization

    Why:

    CURRENT
    ai, assistant, health, machine-learning, mcp, nutrition, privacy, private, search, searching, voice
    COPY-PASTE FIX
    ai, assistant, health, machine-learning, mcp, nutrition, privacy, private, search, searching, voice, offline, desktop-assistant, local-ai, conversational-ai, personal-assistant, llm-agent, voice-assistant
  • highreadme#2
    Add a 'Comparison' section to clarify Jarvis's unique position

    Why:

    COPY-PASTE FIX
    Add a section (e.g., 'How Jarvis Compares' or 'Jarvis vs. Others') to the README with text like:

**Jarvis is a complete, ready-to-use desktop AI voice assistant application.**
*   **Unlike local LLM runners (e.g., Ollama, LM Studio, PrivateGPT):** Jarvis is not just an LLM backend or interface; it's a full application with conversational memory, web browsing, system control, and more, powered by local LLMs.
*   **Unlike voice assistant frameworks (e.g., Rhasspy, Mycroft):** Jarvis is a ready-to-run application designed for immediate use on your computer, not a toolkit requiring extensive setup to build a voice assistant.
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/isair/jarvis

Category GEO backends resolved for this scan: google/gemini-2.0-flash-001, deepseek/deepseek-chat

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.0-flash-001. 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 isair/jarvis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Rhasspy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Rhasspy · recommended 1×
  2. Mycroft · recommended 1×
  3. CMU Sphinx · recommended 1×
  4. Mimic · recommended 1×
  5. Precise · recommended 1×
  • CATEGORY QUERY
    How to set up a private, offline AI voice assistant on my computer?
    you: not recommended
    AI recommended (in order):
    1. Rhasspy
    2. Mycroft
    3. CMU Sphinx
    4. Mimic
    5. Precise
    6. Kaldi
    7. Voskos
    8. Mozilla DeepSpeech
    9. Jasper
    10. Snips.ai

    AI recommended 10 alternatives but never named isair/jarvis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are robust desktop AI assistants offering conversational interaction and local data processing?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. PrivateGPT
    3. Ollama
    4. Jan
    5. GPT4All
    6. LocalAI

    AI recommended 6 alternatives but never named isair/jarvis. 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 isair/jarvis?
    pass
    AI named isair/jarvis explicitly

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

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

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

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isair/jarvis — 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