RRepoGEO

REPOGEO REPORT · LITE

farzaa/clicky

Default branch main · commit a80fa807 · scanned 5/15/2026, 6:12:45 AM

GitHub: 5,814 stars · 1,072 forks

AI VISIBILITY SCORE
30 /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
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 farzaa/clicky, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a clear GitHub repository description

    Why:

    COPY-PASTE FIX
    Clicky is an open-source AI teacher that provides real-time screen guidance and interactive help, acting as a buddy next to your cursor.
  • mediumreadme#2
    Reposition the core project description to the very top of the README

    Why:

    CURRENT
    Update: April 27, 2026.
    
    Hi there! I'm Farza, the guy that made Clicky.
    
    The existing codebase remains open source. Tinker with it, make it yours, start a company out of it, do whatever you want I don't mind. But, for all the new stuff I'm hacking on, gonna keep it private. To get the latest Clicky, you can go here.
    
    I also tweeted about this here.
    
    Go crazy with this repo!! It's an MIT license.
    
    # Hi, this is Clicky.
    COPY-PASTE FIX
    # Clicky: Your Open-Source AI Teacher Buddy
    
    Clicky is an AI teacher that lives as a buddy next to your cursor. It can see your screen, talk to you, and even point at stuff, acting like a real-time interactive tutor.
    
    This is the open-source version of Clicky for those that want to hack on it, build their own features, or just see how it works under the hood.
    
    Update: April 27, 2026.
    
    Hi there! I'm Farza, the guy that made Clicky.
    
    The existing codebase remains open source. Tinker with it, make it yours, start a company out of it, do whatever you want I don't mind. But, for all the new stuff I'm hacking on, gonna keep it private. To get the latest Clicky, you can go here.
    
    I also tweeted about this here.
    
    Go crazy with this repo!! It's an MIT license.
    
    Download it here for free.
    
    Here's the original tweet that kinda blew up for a demo for more context.
    
    ## Get started with Claude Code

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 farzaa/clicky
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
opencv/opencv
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. opencv/opencv · recommended 2×
  2. pytorch/pytorch · recommended 2×
  3. tensorflow/tensorflow · recommended 2×
  4. LAION-AI/Open-Assistant · recommended 1×
  5. RasaHQ/rasa · recommended 1×
  • CATEGORY QUERY
    What open-source AI assistant can provide real-time screen guidance and interactive help?
    you: not recommended
    AI recommended (in order):
    1. Open Assistant (LAION-AI/Open-Assistant)
    2. Rasa (RasaHQ/rasa)
    3. Haystack (deepset-ai/haystack)
    4. MindMeld (cisco/mindmeld)
    5. Coqui TTS/STT
    6. OpenCV (opencv/opencv)
    7. PyTorch (pytorch/pytorch)
    8. TensorFlow (tensorflow/tensorflow)
    9. NLTK (nltk/nltk)
    10. SpaCy (explosion/spaCy)

    AI recommended 10 alternatives but never named farzaa/clicky. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a custom AI tutor that monitors screen activity and offers contextual advice?
    you: not recommended
    AI recommended (in order):
    1. Python
    2. OpenCV (opencv/opencv)
    3. Tesseract OCR (tesseract-ocr/tesseract)
    4. PyAutoGUI (asweigart/pyautogui)
    5. mss (python-mss/mss)
    6. Pillow (python-pillow/Pillow)
    7. TensorFlow (tensorflow/tensorflow)
    8. PyTorch (pytorch/pytorch)
    9. Hugging Face Transformers (huggingface/transformers)
    10. BERT (google-research/bert)
    11. GPT-2
    12. GPT-3.5
    13. Llama 2 (facebookresearch/llama)
    14. Electron (electron/electron)
    15. PyQt (pyqt/pyqt)
    16. Kivy (kivy/kivy)
    17. Redis (redis/redis)
    18. SQLite (sqlite/sqlite)
    19. Docker (docker/docker-ce)
    20. Azure Cognitive Services
    21. Google Cloud AI
    22. AWS AI Services
    23. Azure Computer Vision
    24. Google Cloud Vision AI
    25. Azure OpenAI Service
    26. Google Cloud Vertex AI
    27. PaLM
    28. Gemini

    AI recommended 28 alternatives but never named farzaa/clicky. 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 farzaa/clicky?
    pass
    AI named farzaa/clicky explicitly

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

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

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

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farzaa/clicky — 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