RRepoGEO

REPOGEO REPORT · LITE

j3ssie/osmedeus

Default branch main · commit d5aa39ba · scanned 6/19/2026, 8:02:00 AM

GitHub: 6,430 stars · 1,015 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
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 j3ssie/osmedeus, 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 the README's main descriptive line to specify offensive security

    Why:

    CURRENT
    **Osmedeus - A Modern Orchestration Engine for Security**
    COPY-PASTE FIX
    **Osmedeus - A Modern Orchestration Engine for Offensive Security, Bug Bounty, and Penetration Testing Workflows**
  • mediumreadme#2
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    A new section in the README, e.g., '## How Osmedeus Compares' or '## Why Osmedeus?', that explicitly contrasts its role as an offensive security orchestration engine with policy-as-code tools (like OPA) and pure exploitation frameworks (like Metasploit/Cobalt Strike).
  • lowabout#3
    Enhance the repository's 'About' description

    Why:

    CURRENT
    A Modern Orchestration Engine for Security
    COPY-PASTE FIX
    A modern orchestration engine for offensive security, bug bounty, and penetration testing workflows.

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 j3ssie/osmedeus
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open Policy Agent (OPA) with Gatekeeper
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Policy Agent (OPA) with Gatekeeper · recommended 1×
  2. Kyverno · recommended 1×
  3. Cloud Custodian · recommended 1×
  4. Terrascan · recommended 1×
  5. Datree · recommended 1×
  • CATEGORY QUERY
    How to automate security testing workflows with a declarative engine?
    you: not recommended
    AI recommended (in order):
    1. Open Policy Agent (OPA) with Gatekeeper
    2. Kyverno
    3. Cloud Custodian
    4. Terrascan
    5. Datree
    6. Checkov
    7. Falco

    AI recommended 7 alternatives but never named j3ssie/osmedeus. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a distributed system for automating reconnaissance and penetration testing tasks.
    you: not recommended
    AI recommended (in order):
    1. Cobalt Strike
    2. Metasploit Framework (rapid7/metasploit-framework)
    3. Armitage (rsmudge/Armitage)
    4. Empire (BC-SECURITY/Empire)
    5. Mythic C2 (its-a-feature/Mythic)
    6. Sliver C2 (BishopFox/sliver)
    7. Prowler (prowler-cloud/prowler)
    8. Nessus Professional
    9. OpenVAS (greenbone/openvas)
    10. Nuclei (projectdiscovery/nuclei)

    AI recommended 10 alternatives but never named j3ssie/osmedeus. 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 j3ssie/osmedeus?
    pass
    AI named j3ssie/osmedeus explicitly

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

  • If a team adopts j3ssie/osmedeus in production, what risks or prerequisites should they evaluate first?
    pass
    AI named j3ssie/osmedeus 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 j3ssie/osmedeus solve, and who is the primary audience?
    pass
    AI named j3ssie/osmedeus 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
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j3ssie/osmedeus — RepoGEO report