RRepoGEO

REPOGEO REPORT · LITE

LichAmnesia/GPT-Prompt-Hub

Default branch main · commit b69228ae · scanned 5/15/2026, 2:53:45 PM

GitHub: 2,363 stars · 405 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 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
    prompts, gpt, llm, prompt-engineering, claude, gemini, engineering-prompts, marketing-prompts, product-management, founder-tools, research-prompts, code-review, architecture, test-generation
  • highreadme#2
    Add a concise statement of purpose immediately after the main title

    Why:

    COPY-PASTE FIX
    This repository offers a curated collection of structured, battle-tested prompts designed for advanced LLMs across professional domains like engineering, marketing, and product management.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    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
0%
Of all named tools, what % are you?
Top rival
dair-ai/Prompt-Engineering-Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. dair-ai/Prompt-Engineering-Guide · recommended 1×
  2. openai/openai-cookbook · recommended 1×
  3. Anthropic's Prompt Engineering Resources · recommended 1×
  4. LangChain Hub · recommended 1×
  5. Hugging Face Hub · recommended 1×
  • CATEGORY QUERY
    Where can I find production-grade, structured prompts for advanced large language models?
    you: not recommended
    AI recommended (in order):
    1. Prompt Engineering Guide (dair-ai/Prompt-Engineering-Guide)
    2. OpenAI Cookbook (openai/openai-cookbook)
    3. Anthropic's Prompt Engineering Resources
    4. LangChain Hub
    5. Hugging Face Hub
    6. Awesome Prompt Engineering (promptslab/Awesome-Prompt-Engineering)

    AI recommended 6 alternatives but never named LichAmnesia/GPT-Prompt-Hub. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some battle-tested prompts for engineering tasks like code review and test generation?
    you: not recommended
    AI recommended (in order):
    1. Airbnb JavaScript Style Guide
    2. OpenAPI
    3. Swagger
    4. pytest
    5. JUnit 5
    6. Mockito
    7. Jest
    8. Supertest
    9. Cypress
    10. QuickCheck
    11. RSpec
    12. Ruby on Rails

    AI recommended 12 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?

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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