RRepoGEO

REPOGEO REPORT · LITE

adamcohenhillel/ADeus

Default branch main · commit 4cac1b20 · scanned 5/9/2026, 9:07:51 PM

GitHub: 3,403 stars · 329 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 adamcohenhillel/ADeus, 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
  • highabout#1
    Refine the 'about' description for precise categorization

    Why:

    CURRENT
    An open source AI wearable device that captures what you say and hear in the real world and then transcribes and stores it on your own server. You can then chat with Adeus using the app, and it will have all the right context about what you want to talk about - a truly personalized, personal AI.
    COPY-PASTE FIX
    An open-source AI wearable device for private, on-device capture and transcription of real-world conversations, storing data on your own server for a truly personalized, secure personal AI experience.
  • mediumreadme#2
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., "How Adeus Differs" or "Adeus vs. Transcription Tools", explicitly stating that Adeus is a full open-source wearable device and personal AI system, not just a transcription library. Highlight its end-to-end nature, hardware component, and data ownership.
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a clear statement in the README, perhaps under a "License" heading or in the "How to Contribute" section, specifying the exact license(s) under which Adeus is distributed, e.g., "Adeus is licensed under [License Name(s)]. Refer to the LICENSE file for full details."

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 adamcohenhillel/ADeus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Whisper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Whisper · recommended 1×
  2. Python · recommended 1×
  3. Rust · recommended 1×
  4. SQLite · recommended 1×
  5. Mozilla DeepSpeech · recommended 1×
  • CATEGORY QUERY
    How can I build a personal AI assistant that captures real-world conversations privately?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Whisper
    2. Python
    3. Rust
    4. SQLite
    5. Mozilla DeepSpeech
    6. PostgreSQL
    7. Mycroft AI
    8. Rhino Speech-to-Text
    9. Node.js
    10. Home Assistant
    11. ESPHome
    12. Rhasspy

    AI recommended 12 alternatives but never named adamcohenhillel/ADeus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking open source projects for a wearable AI device with secure local audio transcription.
    you: not recommended
    AI recommended (in order):
    1. Whisper (openai/whisper)
    2. Mozilla DeepSpeech (mozilla/DeepSpeech)
    3. Vosk (alphacep/vosk-api)
    4. Kaldi (kaldi-asr/kaldi)
    5. Picovoice Rhino Speech-to-Text (Picovoice/rhino)
    6. CMU Sphinx (cmusphinx/pocketsphinx)

    AI recommended 6 alternatives but never named adamcohenhillel/ADeus. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 adamcohenhillel/ADeus?
    pass
    AI named adamcohenhillel/ADeus explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite