RRepoGEO

REPOGEO REPORT · LITE

Acmesec/PromptJailbreakManual

Default branch main · commit 990a808c · scanned 5/8/2026, 4:42:20 PM

GitHub: 3,432 stars · 349 forks

AI VISIBILITY SCORE
35 /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
3 / 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 Acmesec/PromptJailbreakManual, 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 for discoverability

    Why:

    COPY-PASTE FIX
    prompt-engineering, llm-security, prompt-injection, jailbreak, adversarial-ai, red-teaming, ai-vulnerabilities
  • mediumreadme#2
    Add a concise English summary to the README introduction

    Why:

    CURRENT
    The README currently starts with a table of contents after the main title.
    COPY-PASTE FIX
    This repository, "Prompt Jailbreak Manual," provides a comprehensive guide and collection of techniques for understanding, executing, and defending against prompt jailbreaking and injection attacks on Large Language Models (LLMs). It serves as a practical resource for security researchers, red teamers, and AI developers focused on LLM vulnerability testing.
  • lowhomepage#3
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    [Insert relevant project homepage URL here, e.g., a project website, documentation site, or related organization page]

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 Acmesec/PromptJailbreakManual
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ART (Adversarial Robustness Toolbox)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ART (Adversarial Robustness Toolbox) · recommended 1×
  2. AdvBench · recommended 1×
  3. GPT-4 · recommended 1×
  4. Gandalf · recommended 1×
  • CATEGORY QUERY
    How can I bypass AI content filters for creative or unrestricted output?
    you: not recommended
    Show full AI answer
  • CATEGORY QUERY
    What advanced prompt engineering strategies help test large language model vulnerabilities effectively?
    you: not recommended
    AI recommended (in order):
    1. ART (Adversarial Robustness Toolbox)
    2. AdvBench
    3. GPT-4
    4. Gandalf

    AI recommended 4 alternatives but never named Acmesec/PromptJailbreakManual. 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 Acmesec/PromptJailbreakManual?
    pass
    AI named Acmesec/PromptJailbreakManual explicitly

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

  • If a team adopts Acmesec/PromptJailbreakManual in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Acmesec/PromptJailbreakManual 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 Acmesec/PromptJailbreakManual solve, and who is the primary audience?
    pass
    AI named Acmesec/PromptJailbreakManual 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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MARKDOWN (README)
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Acmesec/PromptJailbreakManual — 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