REPOGEO REPORT · LITE

j3ssie/osmedeus

Default branch main · commit 9f950433 · scanned 5/9/2026, 12:47:50 PM

GitHub: 6,227 stars · 981 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 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 opening to clarify security-specific orchestration

Why:

CURRENT

Osmedeus is a security focused declarative orchestration engine that simplifies complex workflow automation into auditable YAML definitions, complete with encrypted data handling, secure credential management, and sandboxed execution.

COPY-PASTE FIX

Osmedeus is a declarative orchestration engine built specifically for offensive security operations, simplifying complex security testing workflows into auditable YAML definitions. Unlike generic workflow tools, Osmedeus provides encrypted data handling, secure credential management, and sandboxed execution, tailored for the unique demands of security professionals.

mediumreadme#2

Add a 'Why Osmedeus?' section to the README

Why:

COPY-PASTE FIX

## Why Osmedeus?

While many tools offer individual security scans or generic workflow automation, Osmedeus uniquely combines both, providing a dedicated, secure, and auditable orchestration layer for end-to-end offensive security pipelines. It's designed to bridge the gap between specialized security tools and general-purpose workflow engines, offering a tailored solution for bug bounty hunters and penetration testers.

lowtopics#3

Add more specific security orchestration topics

Why:

CURRENT

agentic-ai, attack-surface-management, bugbounty, go, hacking, hacking-tool, llm, osint, penetration-testing, pentesting, reconnaissance, security, security-tools, workflow-engine, workflows

COPY-PASTE FIX

agentic-ai, attack-surface-management, bugbounty, go, hacking, hacking-tool, llm, offensive-security-automation, osint, penetration-testing, pentesting, reconnaissance, security, security-orchestration, security-tools, workflow-engine, 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

Of all named tools, what % are you?

Top rival

argoproj/argo-workflows

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

argoproj/argo-workflows · recommended 1×
GitHub Actions · recommended 1×
GitLab CI/CD · recommended 1×
tektoncd/pipelines · recommended 1×
apache/airflow · recommended 1×

CATEGORY QUERY
How to automate complex security testing workflows using a declarative orchestration engine?
you: not recommended
AI recommended (in order):
1. Argo Workflows (argoproj/argo-workflows)
2. GitHub Actions
3. GitLab CI/CD
4. Tekton Pipelines (tektoncd/pipelines)
5. Apache Airflow (apache/airflow)
6. Jenkins X (jenkins-x/jx)
AI recommended 6 alternatives but never named j3ssie/osmedeus. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a distributed platform to automate reconnaissance and bug bounty tasks securely.
you: not recommended
AI recommended (in order):
1. Nuclei
2. Amass
3. Shodan
4. Censys
5. Burp Suite Enterprise Edition
6. Metasploit Framework
7. Apache Airflow
8. Prefect
9. Dagster
AI recommended 9 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?

Embed your GEO score

Drop this badge into the README of j3ssie/osmedeus. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/j3ssie/osmedeus.svg)](https://repogeo.com/en/r/j3ssie/osmedeus)

HTML

<a href="https://repogeo.com/en/r/j3ssie/osmedeus"><img src="https://repogeo.com/badge/j3ssie/osmedeus.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

j3ssie/osmedeus — 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