REPOGEO REPORT · LITE

minosvasilias/godot-dodo

Default branch main · commit 39159d36 · scanned 6/3/2026, 7:48:24 PM

GitHub: 569 stars · 26 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 minosvasilias/godot-dodo, 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 README H1 and opening paragraph for clarity

Why:

CURRENT

# godot-dodo

The godot-dodo project presents a pipeline to finetune open source language models on human-created, language-specific code retrieved from GitHub.

COPY-PASTE FIX

# godot-dodo: A Pipeline for Finetuning LLMs to Generate GDScript

This repository provides a comprehensive pipeline for finetuning open-source large language models (LLMs) specifically for generating high-quality GDScript code, targeting Godot game development.

highhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/minosvasilias/godot-dodo (or your project's dedicated website if one exists)
```

mediumtopics#3

Expand repository topics for better category visibility

Why:

CURRENT

ai, finetuning, gdscript, godot, llama

COPY-PASTE FIX

ai, finetuning, gdscript, godot, llama, large-language-models, code-generation, machine-learning, deep-learning, nlp

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 minosvasilias/godot-dodo

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

mistralai/mistral-src

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

mistralai/mistral-src · recommended 2×
GitHub Copilot · recommended 1×
ChatGPT · recommended 1×
Blackbox AI · recommended 1×
Tabnine · recommended 1×

CATEGORY QUERY
Need an AI tool to generate accurate GDScript for Godot game development.
you: not recommended
AI recommended (in order):
1. GitHub Copilot
2. ChatGPT
3. Blackbox AI
4. Tabnine
5. Google Gemini
AI recommended 5 alternatives but never named minosvasilias/godot-dodo. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How to finetune a large language model for specific game scripting languages?
you: not recommended
AI recommended (in order):
1. Beautiful Soup (beautifulsoup4/beautifulsoup4)
2. Scrapy (scrapy/scrapy)
3. Git (git/git)
4. GitHub API
5. Python re module
6. Pandas (pandas-dev/pandas)
7. Code Llama (meta-llama/llama-models)
8. Mistral 7B (mistralai/mistral-src)
9. Mixtral 8x7B (mistralai/mistral-src)
10. StarCoder2 (bigcode-project/starcoder2)
11. DeepSeek-Coder (deepseek-ai/DeepSeek-Coder)
12. GPT-3.5
13. GPT-4
14. Hugging Face Transformers (huggingface/transformers)
15. PEFT Library (huggingface/peft)
16. bitsandbytes (TimDettmers/bitsandbytes)
17. PyTorch (pytorch/pytorch)
18. TensorFlow (tensorflow/tensorflow)
19. Google Colab Pro
20. Google Colab Pro+
21. AWS EC2
22. Google Cloud Platform (GCP)
23. Azure Machine Learning
24. Hugging Face `evaluate` library (huggingface/evaluate)
25. Pytest (pytest-dev/pytest)
26. NUnit (nunit/nunit)
27. Jest (jestjs/jest)
28. Hugging Face Inference Endpoints
29. TGI (Text Generation Inference) (huggingface/text-generation-inference)
30. ONNX Runtime (microsoft/onnxruntime)
31. TorchScript
AI recommended 31 alternatives but never named minosvasilias/godot-dodo. 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 minosvasilias/godot-dodo?
pass
AI named minosvasilias/godot-dodo explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts minosvasilias/godot-dodo in production, what risks or prerequisites should they evaluate first?
pass
AI named minosvasilias/godot-dodo 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 minosvasilias/godot-dodo solve, and who is the primary audience?
pass
AI named minosvasilias/godot-dodo 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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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/minosvasilias/godot-dodo.svg)](https://repogeo.com/en/r/minosvasilias/godot-dodo)

HTML

<a href="https://repogeo.com/en/r/minosvasilias/godot-dodo"><img src="https://repogeo.com/badge/minosvasilias/godot-dodo.svg" alt="RepoGEO" /></a>

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minosvasilias/godot-dodo — 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