REPOGEO REPORT · LITE

NirantK/awesome-project-ideas

Default branch master · commit 31f6fb0d · scanned 5/27/2026, 1:38:40 PM

GitHub: 9,116 stars · 1,289 forks

AI VISIBILITY SCORE

27 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

1 / 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 NirantK/awesome-project-ideas, 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's opening paragraph to target audience

Why:

CURRENT

A curated list of practical deep learning and machine learning project ideas

COPY-PASTE FIX

A curated list of practical deep learning and machine learning project ideas, perfect for building your portfolio, learning new skills, or finding inspiration for hackathons and research projects. Whether you're a beginner or an experienced practitioner, these ideas span various domains like NLP, Vision, and Recommender Systems.

mediumtopics#2

Add topics for "project ideas" and "portfolio"

Why:

CURRENT

awesome, awesome-list, classification, dataset, deep-learning, forecasting, image-classification, machine-learning, multi-label-classification, series-forecasting

COPY-PASTE FIX

awesome, awesome-list, classification, dataset, deep-learning, forecasting, image-classification, machine-learning, multi-label-classification, series-forecasting, project-ideas, portfolio-projects, beginner-friendly, machine-learning-projects, deep-learning-projects

mediumabout#3

Refine the repository description

Why:

CURRENT

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

COPY-PASTE FIX

Curated list of practical Machine Learning, NLP, Vision, and Recommender Systems project ideas for building portfolios, learning, and research.

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 NirantK/awesome-project-ideas

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Kaggle

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Kaggle · recommended 1×
Towards Data Science (Medium) · recommended 1×
Awesome Machine Learning Projects · recommended 1×
DataCamp Projects · recommended 1×
Analytics Vidhya · recommended 1×

CATEGORY QUERY
Where can I find interesting machine learning project ideas for my portfolio?
you: not recommended
AI recommended (in order):
1. Kaggle
2. Towards Data Science (Medium)
3. Awesome Machine Learning Projects
4. DataCamp Projects
5. Analytics Vidhya
6. Google Dataset Search
7. UCI Machine Learning Repository
AI recommended 7 alternatives but never named NirantK/awesome-project-ideas. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for practical deep learning and NLP project ideas suitable for beginners.
you: not recommended
AI recommended (in order):
1. Keras/TensorFlow (tensorflow/tensorflow)
2. GloVe
3. Word2Vec
4. Scikit-learn (scikit-learn/scikit-learn)
5. spaCy (explosion/spaCy)
6. Hugging Face Transformers (huggingface/transformers)
7. sumy (miso-belica/sumy)
8. NLTK (nltk/nltk)
AI recommended 8 alternatives but never named NirantK/awesome-project-ideas. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 NirantK/awesome-project-ideas?
pass
AI did not name NirantK/awesome-project-ideas — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts NirantK/awesome-project-ideas in production, what risks or prerequisites should they evaluate first?
pass
AI named NirantK/awesome-project-ideas 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 NirantK/awesome-project-ideas solve, and who is the primary audience?
pass
AI did not name NirantK/awesome-project-ideas — likely talking about a different project
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 NirantK/awesome-project-ideas. 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

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/NirantK/awesome-project-ideas.svg)](https://repogeo.com/en/r/NirantK/awesome-project-ideas)

HTML

<a href="https://repogeo.com/en/r/NirantK/awesome-project-ideas"><img src="https://repogeo.com/badge/NirantK/awesome-project-ideas.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

NirantK/awesome-project-ideas — 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