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
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.
- highabout#1Add a clear GitHub repository description
Why:
COPY-PASTE FIXClicky is an open-source AI teacher that provides real-time screen guidance and interactive help, acting as a buddy next to your cursor.
- mediumreadme#2Reposition the core project description to the very top of the README
Why:
CURRENTUpdate: 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.
- opencv/opencv · recommended 2×
- pytorch/pytorch · recommended 2×
- tensorflow/tensorflow · recommended 2×
- LAION-AI/Open-Assistant · recommended 1×
- RasaHQ/rasa · recommended 1×
- CATEGORY QUERYWhat open-source AI assistant can provide real-time screen guidance and interactive help?you: not recommendedAI recommended (in order):
- Open Assistant (LAION-AI/Open-Assistant)
- Rasa (RasaHQ/rasa)
- Haystack (deepset-ai/haystack)
- MindMeld (cisco/mindmeld)
- Coqui TTS/STT
- OpenCV (opencv/opencv)
- PyTorch (pytorch/pytorch)
- TensorFlow (tensorflow/tensorflow)
- NLTK (nltk/nltk)
- SpaCy (explosion/spaCy)
AI recommended 10 alternatives but never named farzaa/clicky. This is the gap to close.
Show full AI answer
- CATEGORY QUERYHow to build a custom AI tutor that monitors screen activity and offers contextual advice?you: not recommendedAI recommended (in order):
- Python
- OpenCV (opencv/opencv)
- Tesseract OCR (tesseract-ocr/tesseract)
- PyAutoGUI (asweigart/pyautogui)
- mss (python-mss/mss)
- Pillow (python-pillow/Pillow)
- TensorFlow (tensorflow/tensorflow)
- PyTorch (pytorch/pytorch)
- Hugging Face Transformers (huggingface/transformers)
- BERT (google-research/bert)
- GPT-2
- GPT-3.5
- Llama 2 (facebookresearch/llama)
- Electron (electron/electron)
- PyQt (pyqt/pyqt)
- Kivy (kivy/kivy)
- Redis (redis/redis)
- SQLite (sqlite/sqlite)
- Docker (docker/docker-ce)
- Azure Cognitive Services
- Google Cloud AI
- AWS AI Services
- Azure Computer Vision
- Google Cloud Vision AI
- Azure OpenAI Service
- Google Cloud Vertex AI
- PaLM
- 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 completenessfail
Suggestion:
- README presencepass
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?passAI 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?passAI 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?passAI named farzaa/clicky explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
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- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite