REPOGEO REPORT · LITE

LichAmnesia/GPT-Prompt-Hub

Default branch main · commit b69228ae · scanned 6/26/2026, 7:07:54 AM

GitHub: 2,376 stars · 403 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 LichAmnesia/GPT-Prompt-Hub, 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

hightopics#1

Add relevant topics to the repository

Why:

COPY-PASTE FIX

prompt-engineering, llm-prompts, gpt-prompts, ai-prompts, community-driven, structured-prompts, production-prompts

highreadme#2

Strengthen the README's opening to highlight the core differentiator

Why:

CURRENT

Not another 'act as X' dump. Each prompt is a structured brief: **Role / Objective / Inputs / Output / Constraints / Example**. Designed for 2026-class models (Claude 4.x, GPT-5, Gemini 3) — not for 2023 ChatGPT.

COPY-PASTE FIX

This isn't just another 'act as X' prompt dump. Our core differentiator is a rigorous, structured methodology: each prompt is a **battle-tested brief** with explicit **Role / Objective / Inputs / Output / Constraints / Example**. Designed for 2026-class models (Claude 4.x, GPT-5, Gemini 3) — not for 2023 ChatGPT.

mediumhomepage#3
Add a homepage URL to the repository's 'About' section
Why:
COPY-PASTE FIX
```
https://github.com/LichAmnesia/GPT-Prompt-Hub
```

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 LichAmnesia/GPT-Prompt-Hub

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

OpenAI's Prompt Engineering Guide

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

OpenAI's Prompt Engineering Guide · recommended 1×
Anthropic's Prompt Engineering Guide · recommended 1×
LangChain Hub · recommended 1×
Hugging Face's `transformers` library · recommended 1×
Awesome-LLM-Prompting GitHub Repository · recommended 1×

CATEGORY QUERY
Where can I find battle-tested, production-grade prompts for advanced LLM engineering tasks?
you: not recommended
AI recommended (in order):
1. OpenAI's Prompt Engineering Guide
2. Anthropic's Prompt Engineering Guide
3. LangChain Hub
4. Hugging Face's `transformers` library
5. Awesome-LLM-Prompting GitHub Repository
6. Weights & Biases Prompt Engineering Best Practices
7. DeepLearning.AI's "Prompt Engineering for Developers" Course
AI recommended 7 alternatives but never named LichAmnesia/GPT-Prompt-Hub. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a community-driven repository of high-quality, structured prompts for diverse AI use cases.
you: not recommended
AI recommended (in order):
1. PromptPerfect
2. FlowGPT
3. PromptBase
4. Hugging Face Hub
5. GitHub
6. Reddit
AI recommended 6 alternatives but never named LichAmnesia/GPT-Prompt-Hub. 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 LichAmnesia/GPT-Prompt-Hub?
pass
AI named LichAmnesia/GPT-Prompt-Hub explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts LichAmnesia/GPT-Prompt-Hub in production, what risks or prerequisites should they evaluate first?
pass
AI named LichAmnesia/GPT-Prompt-Hub 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 LichAmnesia/GPT-Prompt-Hub solve, and who is the primary audience?
pass
AI did not name LichAmnesia/GPT-Prompt-Hub — 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 LichAmnesia/GPT-Prompt-Hub. 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/LichAmnesia/GPT-Prompt-Hub.svg)](https://repogeo.com/en/r/LichAmnesia/GPT-Prompt-Hub)

HTML

<a href="https://repogeo.com/en/r/LichAmnesia/GPT-Prompt-Hub"><img src="https://repogeo.com/badge/LichAmnesia/GPT-Prompt-Hub.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

LichAmnesia/GPT-Prompt-Hub — 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