RRepoGEO

REPOGEO REPORT · LITE

H-mmer/pentest-agents

Default branch main · commit 41d49b64 · scanned 6/13/2026, 6:32:29 PM

GitHub: 715 stars · 138 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 H-mmer/pentest-agents, 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
  • highreadme#1
    Reposition README H1 to emphasize multi-AI framework

    Why:

    CURRENT
    <h1 align="center">Pentest Agent Suite for Claude Code</h1>
    COPY-PASTE FIX
    <h1 align="center">Autonomous Bug Bounty Agent Framework for AI Coding Tools</h1>
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clearly define usage rights.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a link to a dedicated project page, documentation, or the GitHub repository itself as the homepage URL in the repository settings.

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 H-mmer/pentest-agents
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Metasploit Framework
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Metasploit Framework · recommended 1×
  2. Pwnagotchi · recommended 1×
  3. Tsunami · recommended 1×
  4. OpenAI Gym · recommended 1×
  5. AFL++ · recommended 1×
  • CATEGORY QUERY
    Seeking an autonomous framework to streamline bug bounty hunting and build exploit chains with AI.
    you: not recommended
    AI recommended (in order):
    1. Metasploit Framework
    2. Pwnagotchi
    3. Tsunami
    4. OpenAI Gym
    5. AFL++
    6. Immunity Canvas

    AI recommended 6 alternatives but never named H-mmer/pentest-agents. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which AI-powered pentesting agents integrate with popular coding assistants for security research?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. BlackDuck
    3. Snyk
    4. CodeQL (github/codeql)
    5. OWASP ZAP (zaproxy/zaproxy)
    6. Burp Suite

    AI recommended 6 alternatives but never named H-mmer/pentest-agents. 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 H-mmer/pentest-agents?
    pass
    AI named H-mmer/pentest-agents explicitly

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

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

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

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H-mmer/pentest-agents — 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