REPOGEO REPORT · LITE

successfulstudy/promptoftheyear

Default branch main · commit b8500764 · scanned 5/28/2026, 11:42:52 PM

GitHub: 1,484 stars · 74 forks

AI VISIBILITY SCORE

28 /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

2 / 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 successfulstudy/promptoftheyear, 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 to clarify core identity and prevent miscategorization

Why:

CURRENT

# Prompt Of The Year: 2023 🌟

## Introduction

In the evolving world of Large Language Models (LLMs), crafting effective prompts has become an essential skill. That's why I've created this collection, showcasing the most impactful prompts of the year across various intriguing domains. 🌐

COPY-PASTE FIX

# Prompt Of The Year: 2023 🌟

This repository is the definitive curated collection of the most impactful and effective prompts for Large Language Models (LLMs) from 2023, designed to enhance your interactions across diverse domains.

## Introduction

In the evolving world of Large Language Models (LLMs), crafting effective prompts has become an essential skill. That's why I've created this collection, showcasing the most impactful prompts of the year across various intriguing domains. 🌐

highlicense#2

Add a LICENSE file to the repository

Why:

COPY-PASTE FIX

Create a `LICENSE` file in the repository root with the text of a standard open-source license, such as the MIT License.

mediumtopics#3

Update topics to emphasize curation and annual focus

Why:

CURRENT

chatgpt, prompts, prompts-template

COPY-PASTE FIX

chatgpt, prompts, prompts-template, prompt-engineering, llm-prompts, curated-prompts, best-prompts, ai-prompts-collection, prompt-collection

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 successfulstudy/promptoftheyear

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Awesome-Prompts

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Awesome-Prompts · recommended 1×
Learn Prompting · recommended 1×
Prompt Engineering Guide · recommended 1×
FlowGPT · recommended 1×
PromptBase · recommended 1×

CATEGORY QUERY
Where can I find a curated collection of highly effective prompts for large language models?
you: not recommended
AI recommended (in order):
1. Awesome-Prompts
2. Learn Prompting
3. Prompt Engineering Guide
4. FlowGPT
5. PromptBase
6. OpenAI Cookbook
7. Hugging Face's "Awesome Prompt Engineering"
AI recommended 7 alternatives but never named successfulstudy/promptoftheyear. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are some excellent prompt examples for generating code or creating images with AI?
you: not recommended
AI recommended (in order):
1. Python
2. React
3. SQL
4. Node.js
5. Express.js
6. C#
AI recommended 6 alternatives but never named successfulstudy/promptoftheyear. 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 successfulstudy/promptoftheyear?
pass
AI did not name successfulstudy/promptoftheyear — 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 successfulstudy/promptoftheyear in production, what risks or prerequisites should they evaluate first?
pass
AI named successfulstudy/promptoftheyear 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 successfulstudy/promptoftheyear solve, and who is the primary audience?
pass
AI named successfulstudy/promptoftheyear 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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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/successfulstudy/promptoftheyear.svg)](https://repogeo.com/en/r/successfulstudy/promptoftheyear)

HTML

<a href="https://repogeo.com/en/r/successfulstudy/promptoftheyear"><img src="https://repogeo.com/badge/successfulstudy/promptoftheyear.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite