RRepoGEO

REPOGEO REPORT · LITE

isair/jarvis

Default branch main · commit de93d671 · scanned 6/7/2026, 12:22:22 AM

GitHub: 1,089 stars · 201 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 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
    Expand repository topics to improve 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-assistant, local-ai, desktop-automation, personal-assistant, voice-control
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://your-project-homepage.com
  • mediumreadme#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License

Jarvis uses a custom license. Please refer to the LICENSE file for full details on usage and distribution.

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 isair/jarvis
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Vosk
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Vosk · recommended 2×
  2. Pocketsphinx · recommended 2×
  3. Mycroft AI · recommended 1×
  4. Mimic 3 · recommended 1×
  5. Coqui TTS · recommended 1×
  • CATEGORY QUERY
    Looking for a completely private, offline voice assistant to run locally on my computer.
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI
    2. Mimic 3
    3. Coqui TTS
    4. Vosk
    5. Mozilla DeepSpeech
    6. Home Assistant
    7. Piper
    8. Vosk
    9. Rhasspy
    10. Kaldi
    11. Pocketsphinx
    12. eSpeak
    13. Open Assistant
    14. Ollama
    15. Llama 3
    16. Mistral
    17. Pocketsphinx
    18. CMU Sphinx

    AI recommended 18 alternatives but never named isair/jarvis. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a conversational AI assistant that understands context and controls desktop applications?
    you: not recommended
    AI recommended (in order):
    1. Rasa Open Source
    2. pyautogui
    3. subprocess
    4. comtypes
    5. AppKit
    6. dbus
    7. Microsoft Bot Framework Composer
    8. Google Dialogflow ES/CX
    9. OpenAI GPT-3/GPT-4
    10. LangChain

    AI recommended 10 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?

Embed your GEO score

Drop this badge into the README of isair/jarvis. 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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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