RRepoGEO

REPOGEO REPORT · LITE

samugit83/redamon

Default branch master · commit af311b96 · scanned 7/1/2026, 1:46:36 AM

GitHub: 2,091 stars · 441 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 samugit83/redamon, 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.

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 samugit83/redamon
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PlexTrac
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PlexTrac · recommended 1×
  2. Vicarious · recommended 1×
  3. Nucleus Security · recommended 1×
  4. DefectDojo/defectdojo · recommended 1×
  5. Censys Attack Surface Management (ASM) · recommended 1×
  • CATEGORY QUERY
    Looking for an AI-driven framework to automate full-lifecycle offensive security operations and vulnerability remediation.
    you: not recommended
    AI recommended (in order):
    1. PlexTrac
    2. Vicarious
    3. Nucleus Security
    4. DefectDojo (DefectDojo/defectdojo)
    5. Censys Attack Surface Management (ASM)
    6. Splunk SOAR (formerly Phantom)
    7. Palo Alto Networks Cortex XSOAR
    8. Metasploit (rapid7/metasploit-framework)

    AI recommended 8 alternatives but never named samugit83/redamon. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best agentic AI tools for autonomous penetration testing and ethical hacking?
    you: not recommended
    AI recommended (in order):
    1. Prowler
    2. OpenAI GPT-4
    3. Metasploit Framework
    4. Nuclei
    5. BlackMamba
    6. Kali Linux

    AI recommended 6 alternatives but never named samugit83/redamon. 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 samugit83/redamon?
    pass
    AI named samugit83/redamon explicitly

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

  • If a team adopts samugit83/redamon in production, what risks or prerequisites should they evaluate first?
    pass
    AI named samugit83/redamon 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 samugit83/redamon solve, and who is the primary audience?
    pass
    AI named samugit83/redamon explicitly

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

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samugit83/redamon — 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