RRepoGEO

REPOGEO REPORT · LITE

verialabs/ctf-agent

Default branch main · commit 3366d569 · scanned 6/8/2026, 9:27:41 PM

GitHub: 557 stars · 93 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 verialabs/ctf-agent, 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
  • highhomepage#1
    Add a homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://verialabs.com
  • mediumreadme#2
    Emphasize 'AI-powered' and 'generative AI' in the README opening

    Why:

    CURRENT
    Autonomous CTF (Capture The Flag) solver that races multiple AI models against challenges in parallel. Built in a weekend, we used it to solve all 52/52 challenges and win **1st place at BSidesSF 2026 CTF**.
    COPY-PASTE FIX
    An **AI-powered, autonomous CTF (Capture The Flag) solver** that orchestrates and races multiple generative AI models against security challenges in parallel. Built in a weekend, we used it to solve all 52/52 challenges and win **1st place at BSidesSF 2026 CTF**.

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 verialabs/ctf-agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Angr
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Angr · recommended 2×
  2. GPT-4 · recommended 1×
  3. Pwnagotchi · recommended 1×
  4. Manticore · recommended 1×
  5. Tsunami · recommended 1×
  • CATEGORY QUERY
    Need an AI-powered system to autonomously solve diverse capture the flag challenges.
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Pwnagotchi
    3. Angr
    4. Manticore
    5. Tsunami

    AI recommended 5 alternatives but never named verialabs/ctf-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools leverage multiple AI models for automated security vulnerability exploitation?
    you: not recommended
    AI recommended (in order):
    1. Project Zero (Google)
    2. Mayhem
    3. Angr
    4. AIL
    5. MISP
    6. OpenAI Gym
    7. TensorFlow
    8. PyTorch
    9. Metasploit Framework
    10. Pangolin
    11. SQLMap

    AI recommended 11 alternatives but never named verialabs/ctf-agent. 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 verialabs/ctf-agent?
    pass
    AI named verialabs/ctf-agent explicitly

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

  • If a team adopts verialabs/ctf-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named verialabs/ctf-agent 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 verialabs/ctf-agent solve, and who is the primary audience?
    pass
    AI named verialabs/ctf-agent 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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verialabs/ctf-agent — 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