RRepoGEO

REPOGEO REPORT · LITE

JailbreakBench/jailbreakbench

Default branch main · commit 23dbdf6b · scanned 6/4/2026, 5:46:48 AM

GitHub: 604 stars · 71 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 JailbreakBench/jailbreakbench, 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
    llm, jailbreaking, benchmark, robustness, adversarial-attacks, ai-safety, red-teaming, large-language-models, neurips
  • mediumreadme#2
    Add a concise, keyword-rich introductory sentence to the README

    Why:

    CURRENT
    The README currently has centered titles and links before the 'What is JailbreakBench?' section.
    COPY-PASTE FIX
    Add the following sentence directly after the initial centered links and before the '## What is JailbreakBench?' heading: 'JailbreakBench is an open-source robustness benchmark for evaluating and tracking progress in jailbreaking large language models (LLMs) and defending against these attacks.'
  • lowreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section heading to the README, for example: '## Comparison with other LLM Safety Benchmarks' or '## How JailbreakBench Compares'.

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 JailbreakBench/jailbreakbench
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Garak
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Garak · recommended 2×
  2. Anthropic's Red Teaming Framework (ART) · recommended 1×
  3. Adversarial GLUE (AdvGLUE) · recommended 1×
  4. PromptBench · recommended 1×
  5. OpenAI Evals · recommended 1×
  • CATEGORY QUERY
    How can I benchmark my language model's resistance to jailbreaking attempts?
    you: not recommended
    AI recommended (in order):
    1. Garak
    2. Anthropic's Red Teaming Framework (ART)
    3. Adversarial GLUE (AdvGLUE)
    4. PromptBench
    5. OpenAI Evals
    6. Hugging Face Evaluate Library
    7. Manual Red Teaming with Human Experts

    AI recommended 7 alternatives but never named JailbreakBench/jailbreakbench. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help assess large language model vulnerabilities to adversarial prompts?
    you: not recommended
    AI recommended (in order):
    1. Garak
    2. Adversarial GLUE
    3. Robustness Gym
    4. TextAttack
    5. OWASP Top 10 for LLM Applications

    AI recommended 5 alternatives but never named JailbreakBench/jailbreakbench. 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 JailbreakBench/jailbreakbench?
    pass
    AI named JailbreakBench/jailbreakbench explicitly

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

  • If a team adopts JailbreakBench/jailbreakbench in production, what risks or prerequisites should they evaluate first?
    pass
    AI named JailbreakBench/jailbreakbench 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 JailbreakBench/jailbreakbench solve, and who is the primary audience?
    pass
    AI named JailbreakBench/jailbreakbench explicitly

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

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JailbreakBench/jailbreakbench — 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