RRepoGEO

REPOGEO REPORT · LITE

ILikeAI/AlwaysReddy

Default branch main · commit aa77c82b · scanned 6/8/2026, 3:57:43 PM

GitHub: 759 stars · 87 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 ILikeAI/AlwaysReddy, 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
    Add a clear project purpose statement to the README's opening

    Why:

    CURRENT
    Hey, I'm Josh, the creator of AlwaysReddy.
    COPY-PASTE FIX
    AlwaysReddy is a desktop LLM voice assistant that's always just a hotkey away, designed for seamless productivity and customizability. It allows users to create their own chatbots and extensions.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    llm, voice-assistant, desktop-app, hotkey, productivity, python, openai, local-llm, tts, stt
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/ILikeAI/AlwaysReddy

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 ILikeAI/AlwaysReddy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 1×
  2. SpeechRecognition · recommended 1×
  3. pyttsx3 · recommended 1×
  4. pynput · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to build a desktop AI assistant activated by a hotkey?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. SpeechRecognition
    3. pyttsx3
    4. pynput
    5. OpenAI API
    6. Requests
    7. PyQt
    8. Tkinter
    9. Kivy

    AI recommended 9 alternatives but never named ILikeAI/AlwaysReddy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source voice AI assistants for desktop productivity?
    you: not recommended
    AI recommended (in order):
    1. Mycroft AI (MycroftAI/mycroft-core)
    2. Rhasspy (rhasspy/rhasspy)
    3. Jarvis (by Sukeesh) (sukeesh/Jarvis)
    4. PicoVoice Porcupine/Rhino (Picovoice/porcupine)
    5. Open Assistant (LAION/Yandex) (LAION-AI/Open-Assistant)

    AI recommended 5 alternatives but never named ILikeAI/AlwaysReddy. 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 ILikeAI/AlwaysReddy?
    pass
    AI named ILikeAI/AlwaysReddy explicitly

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

  • If a team adopts ILikeAI/AlwaysReddy in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ILikeAI/AlwaysReddy 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 ILikeAI/AlwaysReddy solve, and who is the primary audience?
    pass
    AI named ILikeAI/AlwaysReddy 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 ILikeAI/AlwaysReddy. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/ILikeAI/AlwaysReddy.svg)](https://repogeo.com/en/r/ILikeAI/AlwaysReddy)
HTML
<a href="https://repogeo.com/en/r/ILikeAI/AlwaysReddy"><img src="https://repogeo.com/badge/ILikeAI/AlwaysReddy.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

ILikeAI/AlwaysReddy — 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