RRepoGEO

REPOGEO REPORT · LITE

disler/always-on-ai-assistant

Default branch main · commit f1871c63 · scanned 5/30/2026, 8:52:58 AM

GitHub: 990 stars · 215 forks

AI VISIBILITY SCORE
17 /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
1 / 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 disler/always-on-ai-assistant, 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
  • highreadme#1
    Reposition the README's opening to clarify its scope as a personal, local AI assistant pattern

    Why:

    CURRENT
    # "Always-On" Deepseek AI Assistant
> A pattern for an always on AI Assistant powered by Deepseek-V3, RealtimeSTT, and Typer for engineering
    COPY-PASTE FIX
    # "Always-On" Deepseek AI Assistant: A Local, Voice-Controlled AI for Engineering Workflows
> This repository provides a practical pattern for building your own personal, always-on AI assistant, designed for local execution and voice interaction. Powered by Deepseek-V3, RealtimeSTT, and Typer, it's ideal for engineers looking to integrate a private, responsive AI into their daily desktop workflow.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-assistant, deepseek, realtime-stt, typer, python, voice-assistant, local-ai, engineering-workflow, pattern, desktop-assistant
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the content of the MIT License.

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 disler/always-on-ai-assistant
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GitHub Copilot Enterprise
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GitHub Copilot Enterprise · recommended 1×
  2. GitHub Actions · recommended 1×
  3. Confluence · recommended 1×
  4. Notion · recommended 1×
  5. Custom GPTs · recommended 1×
  • CATEGORY QUERY
    How can I set up an always-on AI assistant for engineering workflows?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. GitHub Actions
    3. Confluence
    4. Notion
    5. Custom GPTs
    6. ChatGPT Enterprise
    7. Jira
    8. Slack
    9. Terraform
    10. GitLab
    11. Bitbucket
    12. Azure OpenAI Service
    13. AWS Bedrock
    14. Azure DevOps
    15. ServiceNow
    16. Lambda
    17. API Gateway
    18. PagerDuty
    19. Zapier
    20. Make
    21. OpenAI's API
    22. Cody by Sourcegraph
    23. VS Code
    24. JetBrains IDEs
    25. Neovim
    26. Pipedream
    27. Hugging Face
    28. n8n (n8n-io/n8n)

    AI recommended 28 alternatives but never named disler/always-on-ai-assistant. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python libraries enable real-time voice commands for an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. SpeechRecognition
    2. vosk
    3. Google Web Speech API
    4. CMU Sphinx
    5. PyAudio
    6. DeepSpeech
    7. Google Cloud Speech-to-Text API
    8. google-cloud-speech
    9. Wit.ai
    10. wit
    11. Rhino Speech-to-Intent
    12. pvporcupine
    13. pvrhino

    AI recommended 13 alternatives but never named disler/always-on-ai-assistant. 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 disler/always-on-ai-assistant?
    pass
    AI did not name disler/always-on-ai-assistant — 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?

  • If a team adopts disler/always-on-ai-assistant in production, what risks or prerequisites should they evaluate first?
    pass
    AI named disler/always-on-ai-assistant 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 disler/always-on-ai-assistant solve, and who is the primary audience?
    pass
    AI did not name disler/always-on-ai-assistant — 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?

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disler/always-on-ai-assistant — 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