REPOGEO REPORT · LITE
zakirullin/gpt-go
Default branch main · commit 9ddbb464 · scanned 6/3/2026, 2:08:16 PM
GitHub: 642 stars · 46 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 zakirullin/gpt-go, 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.
- highreadme#1Reposition the README's opening to clarify purpose
Why:
CURRENT# gpt-go Simple GPT implementation in pure Go. Trained on favourite Jules Verne books.
COPY-PASTE FIX# gpt-go A minimal, from-scratch GPT implementation in pure Go, designed for learning and understanding the architecture. Trained on Jules Verne books, this project serves as a companion to 'Neural Networks: Zero to Hero' and provides detailed explanations.
- mediumhomepage#2Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIXhttps://github.com/zakirullin/gpt-go
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.
- Gorgonia · recommended 1×
- GoNum · recommended 1×
- TensorFlow Go · recommended 1×
- karpathy/llm.c · recommended 1×
- gorgonia/gorgonia · recommended 1×
- CATEGORY QUERYHow to implement a basic generative pre-trained transformer model in pure Go?you: not recommendedAI recommended (in order):
- Gorgonia
- GoNum
- TensorFlow Go
AI recommended 3 alternatives but never named zakirullin/gpt-go. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a minimal Go project for learning the fundamentals of GPT architecture.you: not recommendedAI recommended (in order):
- karpathy/llm.c (karpathy/llm.c)
- gorgonia/gorgonia (gorgonia/gorgonia)
- Build a Large Language Model (from scratch) by Jeremy Howard
- gonum/matrix (gonum/matrix)
AI recommended 4 alternatives but never named zakirullin/gpt-go. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
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 zakirullin/gpt-go?passAI named zakirullin/gpt-go explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts zakirullin/gpt-go in production, what risks or prerequisites should they evaluate first?passAI named zakirullin/gpt-go 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 zakirullin/gpt-go solve, and who is the primary audience?passAI named zakirullin/gpt-go 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 zakirullin/gpt-go. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
Live preview[](https://repogeo.com/en/r/zakirullin/gpt-go)<a href="https://repogeo.com/en/r/zakirullin/gpt-go"><img src="https://repogeo.com/badge/zakirullin/gpt-go.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
zakirullin/gpt-go — 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