RRepoGEO

REPOGEO REPORT · LITE

PentesterFlow/agent

Default branch main · commit 117c95c2 · scanned 6/23/2026, 4:03:56 PM

GitHub: 509 stars · 75 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 PentesterFlow/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

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition core value proposition to the top of README

    Why:

    CURRENT
    The sentence 'PentesterFlow is an open-source terminal assistant designed specifically for authorized offensive-security work.' appears later in the 'Overview' section of the README.
    COPY-PASTE FIX
    Integrate the sentence 'PentesterFlow is an open-source terminal assistant designed specifically for authorized offensive-security work.' into the very first paragraph of the README, immediately after the H3, to set the context upfront. For example:
    
    ### Human-in-the-loop Agentic AI CLI for penetration testers and bug hunters.
    PentesterFlow is an open-source terminal assistant designed specifically for authorized offensive-security work. It helps security engineers move through recon, enumeration, validation, evidence collection, and reporting while keeping the analyst in control.
  • mediumtopics#2
    Add specific topics to clarify form factor and domain

    Why:

    CURRENT
    ai, ai-agents, bugbounty, penetration-testing, security-audit, security-automation
    COPY-PASTE FIX
    ai, ai-agents, bugbounty, penetration-testing, security-audit, security-automation, cli, terminal, offensive-security, red-team
  • lowreadme#3
    Add a comparison section to distinguish from SOAR platforms

    Why:

    COPY-PASTE FIX
    Add a short 'How is PentesterFlow different from SOAR platforms?' or 'Scope' section to the README, explicitly stating that it's a CLI-based agent for individual penetration testers/bug hunters, not an enterprise-wide orchestration platform. For example:
    
    ### How is PentesterFlow different from SOAR platforms?
    PentesterFlow is a lightweight, terminal-based agent designed for individual penetration testers and bug hunters. Unlike enterprise SOAR (Security Orchestration, Automation, and Response) platforms like Splunk SOAR or Tines, PentesterFlow focuses on human-in-the-loop offensive security workflows directly from your command line, rather than broad organizational security automation.

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 PentesterFlow/agent
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Nuclei
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Nuclei · recommended 1×
  2. GPT-CLI / ShellGPT · recommended 1×
  3. BlackMamba · recommended 1×
  4. AFL++ · recommended 1×
  5. Prowler · recommended 1×
  • CATEGORY QUERY
    What AI-powered CLI tools assist with penetration testing and bug bounty workflows?
    you: not recommended
    AI recommended (in order):
    1. Nuclei
    2. GPT-CLI / ShellGPT
    3. BlackMamba
    4. AFL++
    5. Prowler
    6. Splunk with ML Toolkit

    AI recommended 6 alternatives but never named PentesterFlow/agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an agentic security automation tool that keeps the analyst in control.
    you: not recommended
    AI recommended (in order):
    1. Tines
    2. Swimlane Turbine
    3. Splunk SOAR
    4. Cortex XSOAR
    5. Shuffle

    AI recommended 5 alternatives but never named PentesterFlow/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
    pass

  • 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 PentesterFlow/agent?
    pass
    AI named PentesterFlow/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 PentesterFlow/agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PentesterFlow/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 PentesterFlow/agent solve, and who is the primary audience?
    pass
    AI named PentesterFlow/agent explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite