RRepoGEO

REPOGEO REPORT · LITE

0xeb/TheBigPromptLibrary

Default branch main · commit 655667d2 · scanned 6/18/2026, 6:22:51 AM

GitHub: 5,140 stars · 696 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)

2 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 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
  • highreadme#1
    Reposition the README's opening paragraph to emphasize security and educational value

    Why:

    CURRENT
    The Big Prompt Library repository is a collection of various system prompts, custom instructions, jailbreak prompts, GPT/instructions protection prompts, etc. for various LLM providers and solutions (such as ChatGPT, Microsoft Copilot systems, Claude, Gab.ai, Gemini, Cohere, etc.) providing significant educational value in learning about writing system prompts and creating custom GPTs.
    COPY-PASTE FIX
    The Big Prompt Library is a comprehensive, educational collection of system prompts, custom instructions, and specialized prompts (including jailbreak and instruction protection examples) for various LLM providers (ChatGPT, Copilot, Claude, Gemini, Cohere). It serves as a vital resource for researchers and developers to understand prompt engineering, LLM security, and how to create robust custom GPTs.
  • mediumhomepage#2
    Add the repository URL as the homepage

    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
Anthropic's Prompt Engineering Guide
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Anthropic's Prompt Engineering Guide · recommended 1×
  2. OpenAI's Prompt Engineering Guide · recommended 1×
  3. Awesome-Prompts · recommended 1×
  4. Learn Prompting · recommended 1×
  5. Prompt Engineering Guide · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive library of effective system prompts for large language models?
    you: not recommended
    AI recommended (in order):
    1. Anthropic's Prompt Engineering Guide
    2. OpenAI's Prompt Engineering Guide
    3. Awesome-Prompts
    4. Learn Prompting
    5. Prompt Engineering Guide
    6. Hugging Face Hub

    AI recommended 6 alternatives but never named 0xeb/TheBigPromptLibrary. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to protect custom LLM instructions from unwanted modifications or jailbreaks?
    you: not recommended
    AI recommended (in order):
    1. NeMo Guardrails
    2. Microsoft Guidance
    3. Lakera Guard
    4. Protect AI's Radar
    5. OpenAI Moderation API
    6. Azure Content Safety
    7. Llama 2
    8. Mistral
    9. LangChain
    10. LlamaIndex

    AI recommended 10 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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0xeb/TheBigPromptLibrary — 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