RRepoGEO

REPOGEO REPORT · LITE

0xeb/TheBigPromptLibrary

Default branch main · commit 655667d2 · scanned 5/8/2026, 2:43:02 PM

GitHub: 5,033 stars · 678 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 0xeb/TheBigPromptLibrary, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Update the repository description for clarity and keywords

    Why:

    CURRENT
    A collection of prompts, system prompts and LLM instructions
    COPY-PASTE FIX
    A comprehensive library of system prompts, custom instructions, jailbreak prompts, and LLM instruction protection techniques for various AI models (ChatGPT, Copilot, Claude, Gemini).
  • mediumhomepage#2
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/0xeb/TheBigPromptLibrary

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 0xeb/TheBigPromptLibrary
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Cookbook
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Cookbook · recommended 1×
  2. Anthropic's Prompt Engineering Guide · recommended 1×
  3. LearnPrompting.org · recommended 1×
  4. Awesome-Prompt-Engineering GitHub Repository · recommended 1×
  5. Hugging Face Hub · recommended 1×
  • CATEGORY QUERY
    Where can I find effective system prompts and custom instructions for large language models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Cookbook
    2. Anthropic's Prompt Engineering Guide
    3. LearnPrompting.org
    4. Awesome-Prompt-Engineering GitHub Repository
    5. Hugging Face Hub
    6. r/PromptEngineering
    7. Medium
    8. Towards Data Science

    AI recommended 8 alternatives but never named 0xeb/TheBigPromptLibrary. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for resources on prompt engineering, jailbreak techniques, and LLM instruction protection.
    you: not recommended
    AI recommended (in order):
    1. Prompt Engineering Guide
    2. OWASP Top 10 for Large Language Model Applications
    3. ChatGPT
    4. Constitutional AI
    5. Red Teaming
    6. Hugging Face
    7. Transformers library

    AI recommended 7 alternatives but never named 0xeb/TheBigPromptLibrary. 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 0xeb/TheBigPromptLibrary?
    pass
    AI named 0xeb/TheBigPromptLibrary explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts 0xeb/TheBigPromptLibrary in production, what risks or prerequisites should they evaluate first?
    pass
    AI named 0xeb/TheBigPromptLibrary 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 0xeb/TheBigPromptLibrary solve, and who is the primary audience?
    pass
    AI did not name 0xeb/TheBigPromptLibrary — 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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  • Brand-free category queries5 vs 2 in Lite
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